diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml
index a1afb5b4117065..a27b26887bde26 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -71,14 +71,13 @@ jobs:
         run: |
           cd python
           python3.7 -m pytest -v -m fast
-
-  spark33:
+  spark35:
     if: "! contains(toJSON(github.event.commits.*.message), '[skip test]')"
     runs-on: macos-latest
     env:
       TF_CPP_MIN_LOG_LEVEL: 3
       JAVA_OPTS: "-Xmx4096m -XX:+UseG1GC"
-    name: Build and Test on Apache Spark 3.3.x
+    name: Build and Test on Apache Spark 3.5.x
 
     steps:
       - uses: actions/checkout@v3
@@ -87,34 +86,34 @@ jobs:
           distribution: 'adopt'
           java-version: '8'
           cache: 'sbt'
-      - name: Install Python 3.7
+      - name: Install Python 3.10
         uses: actions/setup-python@v2
         with:
-          python-version: 3.7.7
+          python-version: 3.10.12
           architecture: x64
-      - name: Install Python packages (Python 3.7)
+      - name: Install Python packages (Python 3.10)
         run: |
           python -m pip install --upgrade pip
-          pip install pyspark==3.3.1 numpy pytest
-      - name: Build Spark NLP on Apache Spark 3.3.1
+          pip install pyspark==3.5.0 numpy pytest
+      - name: Build Spark NLP on Apache Spark 3.5.0
         run: |
           brew install sbt
-          sbt -mem 4096 -Dis_spark33=true clean assemblyAndCopy
-      - name: Test Spark NLP in Scala - Apache Spark 3.3.x
+          sbt -mem 4096 -Dis_spark35=true clean assemblyAndCopy
+      - name: Test Spark NLP in Scala - Apache Spark 3.5.x
         run: |
           sbt -mem 4096 test
-      - name: Test Spark NLP in Python - Apache Spark 3.3.x
+      - name: Test Spark NLP in Python - Apache Spark 3.5.x
         run: |
           cd python
-          python3.7 -m pytest -v -m fast
+          python3.10 -m pytest -v -m fast
 
-  spark32:
+  spark33:
     if: "! contains(toJSON(github.event.commits.*.message), '[skip test]')"
     runs-on: macos-latest
     env:
       TF_CPP_MIN_LOG_LEVEL: 3
       JAVA_OPTS: "-Xmx4096m -XX:+UseG1GC"
-    name: Build and Test on Apache Spark 3.2.x
+    name: Build and Test on Apache Spark 3.3.x
 
     steps:
       - uses: actions/checkout@v3
@@ -131,87 +130,16 @@ jobs:
       - name: Install Python packages (Python 3.7)
         run: |
           python -m pip install --upgrade pip
-          pip install pyspark==3.2.3 numpy pytest
-      - name: Build Spark NLP on Apache Spark 3.2.3
+          pip install pyspark==3.3.1 numpy pytest
+      - name: Build Spark NLP on Apache Spark 3.3.1
         run: |
           brew install sbt
-          sbt -mem 4096 -Dis_spark32=true clean assemblyAndCopy
-      - name: Test Spark NLP in Scala - Apache Spark 3.2.x
+          sbt -mem 4096 -Dis_spark33=true clean assemblyAndCopy
+      - name: Test Spark NLP in Scala - Apache Spark 3.3.x
         run: |
           sbt -mem 4096 test
-      - name: Test Spark NLP in Python - Apache Spark 3.2.x
+      - name: Test Spark NLP in Python - Apache Spark 3.3.x
         run: |
           cd python
           python3.7 -m pytest -v -m fast
 
-  # spark31:
-  #   if: "! contains(toJSON(github.event.commits.*.message), '[skip test]')"
-  #   runs-on: macos-latest
-  #   env:
-  #     TF_CPP_MIN_LOG_LEVEL: 3
-  #     JAVA_OPTS: "-Xmx4096m -XX:+UseG1GC"
-  #   name: Build and Test on Apache Spark 3.1.x
-
-  #   steps:
-  #     - uses: actions/checkout@v3
-  #     - uses: actions/setup-java@v3
-  #       with:
-  #         distribution: 'adopt'
-  #         java-version: '8'
-  #         cache: 'sbt'
-  #     - name: Install Python 3.7
-  #       uses: actions/setup-python@v2
-  #       with:
-  #         python-version: 3.7.7
-  #         architecture: x64
-  #     - name: Install Python packages (Python 3.7)
-  #       run: |
-  #         python -m pip install --upgrade pip
-  #         pip install pyspark==3.1.3 numpy pytest
-  #     - name: Build Spark NLP on Apache Spark 3.1.x
-  #       run: |
-  #         brew install sbt
-  #         sbt -mem 4096 -Dis_spark31=true clean assemblyAndCopy
-  #     - name: Test Spark NLP in Scala - Apache Spark 3.1.x
-  #       run: |
-  #         sbt -mem 4096 test
-  #     - name: Test Spark NLP in Python - Apache Spark 3.1.x
-  #       run: |
-  #         cd python
-  #         python3.7 -m pytest -v -m fast
-
-  # spark30:
-  #   if: "! contains(toJSON(github.event.commits.*.message), '[skip test]')"
-  #   runs-on: macos-latest
-  #   env:
-  #     TF_CPP_MIN_LOG_LEVEL: 3
-  #     JAVA_OPTS: "-Xmx4096m -XX:+UseG1GC"
-  #   name: Build and Test on Apache Spark 3.0.x
-
-  #   steps:
-  #     - uses: actions/checkout@v3
-  #     - uses: actions/setup-java@v3
-  #       with:
-  #         distribution: 'adopt'
-  #         java-version: '8'
-  #         cache: 'sbt'
-  #     - name: Install Python 3.7
-  #       uses: actions/setup-python@v2
-  #       with:
-  #         python-version: 3.7.7
-  #         architecture: x64
-  #     - name: Install Python packages (Python 3.7)
-  #       run: |
-  #         python -m pip install --upgrade pip
-  #         pip install pyspark==3.0.3 numpy pytest
-  #     - name: Build Spark NLP on Apache Spark 3.0.x
-  #       run: |
-  #         brew install sbt
-  #         sbt -mem 4096 -Dis_spark30=true clean assemblyAndCopy
-  #     - name: Test Spark NLP in Scala - Apache Spark 3.0.x
-  #       run: |
-  #         sbt -mem 4096 test
-  #     - name: Test Spark NLP in Python - Apache Spark 3.0.x
-  #       run: |
-  #         cd python
-  #         python3.7 -m pytest -v -m fast
\ No newline at end of file
diff --git a/CHANGELOG b/CHANGELOG
index 874c7e884f9ab8..bc98de8e1b39bc 100644
--- a/CHANGELOG
+++ b/CHANGELOG
@@ -1,3 +1,27 @@
+========
+5.2.1
+========
+----------------
+New Features & Enhancements
+----------------
+* Add support for Spark and PySpark 3.5 major release
+* Support Databricks Runtimes of 14.0, 14.1, 14.2, 14.0 ML, 14.1 ML, 14.2 ML, 14.0 GPU, 14.1 GPU, and 14.2 GPU
+* **NEW:** Introducing the `BGEEmbeddings` annotator for Spark NLP. This annotator enables the integration of `BGE` models, based on the BERT architecture, into Spark NLP. The `BGEEmbeddings` annotator is designed for generating dense vectors suitable for a variety of applications, including `retrieval`, `classification`, `clustering`, and `semantic search`. Additionally, it is compatible with `vector databases` used in `Large Language Models (LLMs)`.
+* **NEW:** Introducing support for ONNX Runtime in DeBertaForTokenClassification annotator
+* **NEW:** Introducing support for ONNX Runtime in DeBertaForSequenceClassification annotator
+* **NEW:** Introducing support for ONNX Runtime in DeBertaForQuestionAnswering annotator
+* Add a new notebook to show how to import any model from `T5` family into Spark NLP with TensorFlow format
+* Add a new notebook to show how to import any model from `T5` family into Spark NLP with ONNX format
+* Add a new notebook to show how to import any model from `MarianNMT` family into Spark NLP with ONNX format
+
+
+----------------
+Bug Fixes
+----------------
+* Fix serialization issue in `DocumentTokenSplitter` annotator failing to be saved and loaded in a Pipeline
+* Fix serialization issue in `DocumentCharacterTextSplitter` annotator failing to be saved and loaded in a Pipeline
+
+
 ========
 5.2.0
 ========
diff --git a/README.md b/README.md
index 9c7eac3bd0e865..eec41863cc3125 100644
--- a/README.md
+++ b/README.md
@@ -173,7 +173,7 @@ To use Spark NLP you need the following requirements:
 
 **GPU (optional):**
 
-Spark NLP 5.2.0 is built with ONNX 1.16.3 and TensorFlow 2.7.1 deep learning engines. The minimum following NVIDIA® software are only required for GPU support:
+Spark NLP 5.2.1 is built with ONNX 1.16.3 and TensorFlow 2.7.1 deep learning engines. The minimum following NVIDIA® software are only required for GPU support:
 
 - NVIDIA® GPU drivers version 450.80.02 or higher
 - CUDA® Toolkit 11.2
@@ -189,7 +189,7 @@ $ java -version
 $ conda create -n sparknlp python=3.7 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==5.2.0 pyspark==3.3.1
+$ pip install spark-nlp==5.2.1 pyspark==3.3.1
 ```
 
 In Python console or Jupyter `Python3` kernel:
@@ -234,7 +234,7 @@ For more examples, you can visit our dedicated [examples](https://github.com/Joh
 
 ## Apache Spark Support
 
-Spark NLP *5.2.0* has been built on top of Apache Spark 3.4 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x
+Spark NLP *5.2.1* has been built on top of Apache Spark 3.4 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x
 
 | Spark NLP | Apache Spark 3.5.x | Apache Spark 3.4.x | Apache Spark 3.3.x | Apache Spark 3.2.x | Apache Spark 3.1.x | Apache Spark 3.0.x | Apache Spark 2.4.x | Apache Spark 2.3.x |
 |-----------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|
@@ -276,7 +276,7 @@ Find out more about `Spark NLP` versions from our [release notes](https://github
 
 ## Databricks Support
 
-Spark NLP 5.2.0 has been tested and is compatible with the following runtimes:
+Spark NLP 5.2.1 has been tested and is compatible with the following runtimes:
 
 **CPU:**
 
@@ -343,7 +343,7 @@ Spark NLP 5.2.0 has been tested and is compatible with the following runtimes:
 
 ## EMR Support
 
-Spark NLP 5.2.0 has been tested and is compatible with the following EMR releases:
+Spark NLP 5.2.1 has been tested and is compatible with the following EMR releases:
 
 - emr-6.2.0
 - emr-6.3.0
@@ -390,11 +390,11 @@ Spark NLP supports all major releases of Apache Spark 3.0.x, Apache Spark 3.1.x,
 ```sh
 # CPU
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 The `spark-nlp` has been published to
@@ -403,11 +403,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # GPU
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.0
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.0
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.0
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.1
 
 ```
 
@@ -417,11 +417,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # AArch64
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.0
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.0
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.0
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.1
 
 ```
 
@@ -431,11 +431,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # M1/M2 (Apple Silicon)
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.0
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.0
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.0
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.1
 
 ```
 
@@ -449,7 +449,7 @@ set in your SparkSession:
 spark-shell \
   --driver-memory 16g \
   --conf spark.kryoserializer.buffer.max=2000M \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 ## Scala
@@ -467,7 +467,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -478,7 +478,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-gpu_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -489,7 +489,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-aarch64_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -500,7 +500,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-silicon_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -510,28 +510,28 @@ coordinates:
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.2.1"
 ```
 
 **spark-nlp-gpu:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.2.1"
 ```
 
 **spark-nlp-aarch64:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-aarch64
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.2.1"
 ```
 
 **spark-nlp-silicon:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-silicon
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.2.1"
 ```
 
 Maven
@@ -553,7 +553,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 Pip:
 
 ```bash
-pip install spark-nlp==5.2.0
+pip install spark-nlp==5.2.1
 ```
 
 Conda:
@@ -582,7 +582,7 @@ spark = SparkSession.builder
     .config("spark.driver.memory", "16G")
     .config("spark.driver.maxResultSize", "0")
     .config("spark.kryoserializer.buffer.max", "2000M")
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1")
     .getOrCreate()
 ```
 
@@ -653,7 +653,7 @@ Use either one of the following options
 - Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 - Add a path to pre-built jar from [here](#compiled-jars) in the interpreter's library list making sure the jar is
@@ -664,7 +664,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
 Apart from the previous step, install the python module through pip
 
 ```bash
-pip install spark-nlp==5.2.0
+pip install spark-nlp==5.2.1
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -692,7 +692,7 @@ launch the Jupyter from the same Python environment:
 $ conda create -n sparknlp python=3.8 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==5.2.0 pyspark==3.3.1 jupyter
+$ pip install spark-nlp==5.2.1 pyspark==3.3.1 jupyter
 $ jupyter notebook
 ```
 
@@ -709,7 +709,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
@@ -736,7 +736,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -s is for spark-nlp
 # -g will enable upgrading libcudnn8 to 8.1.0 on Google Colab for GPU usage
 # by default they are set to the latest
-!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.2.0
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.2.1
 ```
 
 [Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb)
@@ -759,7 +759,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -s is for spark-nlp
 # -g will enable upgrading libcudnn8 to 8.1.0 on Kaggle for GPU usage
 # by default they are set to the latest
-!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.2.0
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.2.1
 ```
 
 [Spark NLP quick start on Kaggle Kernel](https://www.kaggle.com/mozzie/spark-nlp-named-entity-recognition) is a live
@@ -778,9 +778,9 @@ demo on Kaggle Kernel that performs named entity recognitions by using Spark NLP
 
 3. In `Libraries` tab inside your cluster you need to follow these steps:
 
-   3.1. Install New -> PyPI -> `spark-nlp==5.2.0` -> Install
+   3.1. Install New -> PyPI -> `spark-nlp==5.2.1` -> Install
 
-   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0` -> Install
+   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1` -> Install
 
 4. Now you can attach your notebook to the cluster and use Spark NLP!
 
@@ -831,7 +831,7 @@ A sample of your software configuration in JSON on S3 (must be public access):
       "spark.kryoserializer.buffer.max": "2000M",
       "spark.serializer": "org.apache.spark.serializer.KryoSerializer",
       "spark.driver.maxResultSize": "0",
-      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0"
+      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1"
     }
 }]
 ```
@@ -840,7 +840,7 @@ A sample of AWS CLI to launch EMR cluster:
 
 ```.sh
 aws emr create-cluster \
---name "Spark NLP 5.2.0" \
+--name "Spark NLP 5.2.1" \
 --release-label emr-6.2.0 \
 --applications Name=Hadoop Name=Spark Name=Hive \
 --instance-type m4.4xlarge \
@@ -904,7 +904,7 @@ gcloud dataproc clusters create ${CLUSTER_NAME} \
   --enable-component-gateway \
   --metadata 'PIP_PACKAGES=spark-nlp spark-nlp-display google-cloud-bigquery google-cloud-storage' \
   --initialization-actions gs://goog-dataproc-initialization-actions-${REGION}/python/pip-install.sh \
-  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 2. On an existing one, you need to install spark-nlp and spark-nlp-display packages from PyPI.
@@ -915,16 +915,20 @@ gcloud dataproc clusters create ${CLUSTER_NAME} \
 
 You can change the following Spark NLP configurations via Spark Configuration:
 
-| Property Name                                          | Default              | Meaning                                                                                                                                                                                                                                                                            |
-|--------------------------------------------------------|----------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| `spark.jsl.settings.pretrained.cache_folder`           | `~/cache_pretrained` | The location to download and extract pretrained `Models` and `Pipelines`. By default, it will be in User's Home directory under `cache_pretrained` directory                                                                                                                       |
-| `spark.jsl.settings.storage.cluster_tmp_dir`           | `hadoop.tmp.dir`     | The location to use on a cluster for temporarily files such as unpacking indexes for WordEmbeddings. By default, this locations is the location of `hadoop.tmp.dir` set via Hadoop configuration for Apache Spark. NOTE: `S3` is not supported and it must be local, HDFS, or DBFS |
-| `spark.jsl.settings.annotator.log_folder`              | `~/annotator_logs`   | The location to save logs from annotators during training such as `NerDLApproach`, `ClassifierDLApproach`, `SentimentDLApproach`, `MultiClassifierDLApproach`, etc. By default, it will be in User's Home directory under `annotator_logs` directory                               |
-| `spark.jsl.settings.aws.credentials.access_key_id`     | `None`               | Your AWS access key to use your S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                                |
-| `spark.jsl.settings.aws.credentials.secret_access_key` | `None`               | Your AWS secret access key to use your S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                         |
-| `spark.jsl.settings.aws.credentials.session_token`     | `None`               | Your AWS MFA session token to use your S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                         |
-| `spark.jsl.settings.aws.s3_bucket`                     | `None`               | Your AWS S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                                                       |
-| `spark.jsl.settings.aws.region`                        | `None`               | Your AWS region to use your S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                                    |
+| Property Name                                           | Default              | Meaning                                                                                                                                                                                                                                                                            |
+|---------------------------------------------------------|----------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| `spark.jsl.settings.pretrained.cache_folder`            | `~/cache_pretrained` | The location to download and extract pretrained `Models` and `Pipelines`. By default, it will be in User's Home directory under `cache_pretrained` directory                                                                                                                       |
+| `spark.jsl.settings.storage.cluster_tmp_dir`            | `hadoop.tmp.dir`     | The location to use on a cluster for temporarily files such as unpacking indexes for WordEmbeddings. By default, this locations is the location of `hadoop.tmp.dir` set via Hadoop configuration for Apache Spark. NOTE: `S3` is not supported and it must be local, HDFS, or DBFS |
+| `spark.jsl.settings.annotator.log_folder`               | `~/annotator_logs`   | The location to save logs from annotators during training such as `NerDLApproach`, `ClassifierDLApproach`, `SentimentDLApproach`, `MultiClassifierDLApproach`, etc. By default, it will be in User's Home directory under `annotator_logs` directory                               |
+| `spark.jsl.settings.aws.credentials.access_key_id`      | `None`               | Your AWS access key to use your S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                                |
+| `spark.jsl.settings.aws.credentials.secret_access_key`  | `None`               | Your AWS secret access key to use your S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                         |
+| `spark.jsl.settings.aws.credentials.session_token`      | `None`               | Your AWS MFA session token to use your S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                         |
+| `spark.jsl.settings.aws.s3_bucket`                      | `None`               | Your AWS S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                                                       |
+| `spark.jsl.settings.aws.region`                         | `None`               | Your AWS region to use your S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                                    |
+| `spark.jsl.settings.onnx.gpuDeviceId`                   | `0`                  | Constructs CUDA execution provider options for the specified non-negative device id.                                                                                                                                                                                               |
+| `spark.jsl.settings.onnx.intraOpNumThreads`             | `6`                  | Sets the size of the CPU thread pool used for executing a single graph, if executing on a CPU.                                                                                                                                                                                     |
+| `spark.jsl.settings.onnx.optimizationLevel`             | `ALL_OPT`            | Sets the optimization level of this options object, overriding the old setting.                                                                                                                                                                                                    |
+| `spark.jsl.settings.onnx.executionMode`                 | `SEQUENTIAL`         | Sets the execution mode of this options object, overriding the old setting.                                                                                                                                                                                                        |
 
 ### How to set Spark NLP Configuration
 
@@ -943,7 +947,7 @@ spark = SparkSession.builder
     .config("spark.kryoserializer.buffer.max", "2000m")
     .config("spark.jsl.settings.pretrained.cache_folder", "sample_data/pretrained")
     .config("spark.jsl.settings.storage.cluster_tmp_dir", "sample_data/storage")
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1")
     .getOrCreate()
 ```
 
@@ -957,7 +961,7 @@ spark-shell \
   --conf spark.kryoserializer.buffer.max=2000M \
   --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
   --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 **pyspark:**
@@ -970,7 +974,7 @@ pyspark \
   --conf spark.kryoserializer.buffer.max=2000M \
   --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
   --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 **Databricks:**
@@ -1242,7 +1246,7 @@ spark = SparkSession.builder
     .config("spark.driver.memory", "16G")
     .config("spark.driver.maxResultSize", "0")
     .config("spark.kryoserializer.buffer.max", "2000M")
-    .config("spark.jars", "/tmp/spark-nlp-assembly-5.2.0.jar")
+    .config("spark.jars", "/tmp/spark-nlp-assembly-5.2.1.jar")
     .getOrCreate()
 ```
 
@@ -1251,7 +1255,7 @@ spark = SparkSession.builder
   version (3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x)
 - If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need
   to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (
-  i.e., `hdfs:///tmp/spark-nlp-assembly-5.2.0.jar`)
+  i.e., `hdfs:///tmp/spark-nlp-assembly-5.2.1.jar`)
 
 Example of using pretrained Models and Pipelines in offline:
 
diff --git a/build.sbt b/build.sbt
index e044783b44ac20..21016721060f74 100644
--- a/build.sbt
+++ b/build.sbt
@@ -6,7 +6,7 @@ name := getPackageName(is_silicon, is_gpu, is_aarch64)
 
 organization := "com.johnsnowlabs.nlp"
 
-version := "5.2.0"
+version := "5.2.1"
 
 (ThisBuild / scalaVersion) := scalaVer
 
diff --git a/conda/meta.yaml b/conda/meta.yaml
index 4ea757d19e1ab1..09380569d904aa 100644
--- a/conda/meta.yaml
+++ b/conda/meta.yaml
@@ -1,5 +1,5 @@
 {% set name = "spark-nlp" %}
-{% set version = "5.2.0" %}
+{% set version = "5.2.1" %}
 
 package:
   name: {{ name|lower }}
@@ -7,7 +7,7 @@ package:
 
 source:
   url: https://pypi.io/packages/source/{{ name[0] }}/{{ name }}/spark-nlp-{{ version }}.tar.gz
-  sha256: d5735efc1b3e2d2df5d4311838583baec2af0b5fffb3773168d1cdd1feb91ae9
+  sha256: 4d4fd1dcbe06ce89ca95ac27741453687e05c381e6e6c9763259aca518f2cbe3
 
 build:
   noarch: python
diff --git a/docs/README.md b/docs/README.md
index f18e86a451ac37..eec41863cc3125 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -1,26 +1,1332 @@
-# Spark NLP Documentation
+# Spark NLP: State-of-the-Art Natural Language Processing & LLMs Library
 
-We welcome you to contribute to Spark NLP documentation hosted inside `en/` directory. All the files are in Markdown format.
+<p align="center">
+    <a href="https://github.com/JohnSnowLabs/spark-nlp/actions" alt="build">
+        <img src="https://github.com/JohnSnowLabs/spark-nlp/workflows/build/badge.svg" /></a>
+    <a href="https://github.com/JohnSnowLabs/spark-nlp/releases" alt="Current Release Version">
+        <img src="https://img.shields.io/github/v/release/JohnSnowLabs/spark-nlp.svg?style=flat-square&logo=github" /></a>
+    <a href="https://search.maven.org/artifact/com.johnsnowlabs.nlp/spark-nlp_2.12" alt="Maven Central">
+        <img src="https://maven-badges.herokuapp.com/maven-central/com.johnsnowlabs.nlp/spark-nlp_2.12/badge.svg" /></a>
+    <a href="https://badge.fury.io/py/spark-nlp" alt="PyPI version">
+        <img src="https://badge.fury.io/py/spark-nlp.svg" /></a>
+    <a href="https://anaconda.org/JohnSnowLabs/spark-nlp" alt="Anaconda-Cloud">
+        <img src="https://anaconda.org/johnsnowlabs/spark-nlp/badges/version.svg" /></a>
+    <a href="https://github.com/JohnSnowLabs/spark-nlp/blob/master/LICENSE" alt="License">
+        <img src="https://img.shields.io/badge/License-Apache%202.0-blue.svg" /></a>
+    <a href="https://pypi.org/project/spark-nlp/" alt="PyPi downloads">
+        <img src="https://static.pepy.tech/personalized-badge/spark-nlp?period=total&units=international_system&left_color=grey&right_color=orange&left_text=pip%20downloads" /></a>
+</p>
 
-## Development
+Spark NLP is a state-of-the-art Natural Language Processing library built on top of Apache Spark. It provides **simple**, **performant** & **accurate** NLP annotations for machine learning pipelines that **scale** easily in a distributed
+environment.
+Spark NLP comes with **30000+** pretrained **pipelines** and **models** in more than **200+** languages.
+It also offers tasks such as **Tokenization**, **Word Segmentation**, **Part-of-Speech Tagging**, Word and Sentence **Embeddings**, **Named Entity Recognition**, **Dependency Parsing**, **Spell Checking**, **Text Classification**, **Sentiment Analysis**, **Token Classification**, **Machine Translation** (+180 languages), **Summarization**, **Question Answering**, **Table Question Answering**, **Text Generation**, **Image Classification**, **Image to Text (captioning)**, **Automatic Speech Recognition**, **Zero-Shot Learning**, and many more [NLP tasks](#features).
 
-For development purposes, you need to have `bundle` and `Gem` installed on your system. Please run these commands:
+**Spark NLP** is the only open-source NLP library in **production** that offers state-of-the-art transformers such as **BERT**, **CamemBERT**, **ALBERT**, **ELECTRA**, **XLNet**, **DistilBERT**, **RoBERTa**, **DeBERTa**, **XLM-RoBERTa**, **Longformer**, **ELMO**, **Universal Sentence Encoder**, **Facebook BART**, **Instructor**, **E5**, **Google T5**, **MarianMT**, **OpenAI GPT2**, and **Vision Transformers (ViT)** not only to **Python** and **R**, but also to **JVM** ecosystem (**Java**, **Scala**, and **Kotlin**) at **scale** by extending **Apache Spark** natively.
+
+## Project's website
+
+Take a look at our official Spark NLP page: [https://sparknlp.org/](https://sparknlp.org/) for user
+documentation and examples
+
+## Community support
+
+- [Slack](https://join.slack.com/t/spark-nlp/shared_invite/zt-198dipu77-L3UWNe_AJ8xqDk0ivmih5Q) For live discussion with the Spark NLP community and the team
+- [GitHub](https://github.com/JohnSnowLabs/spark-nlp) Bug reports, feature requests, and contributions
+- [Discussions](https://github.com/JohnSnowLabs/spark-nlp/discussions) Engage with other community members, share ideas,
+  and show off how you use Spark NLP!
+- [Medium](https://medium.com/spark-nlp) Spark NLP articles
+- [YouTube](https://www.youtube.com/channel/UCmFOjlpYEhxf_wJUDuz6xxQ/videos) Spark NLP video tutorials
+
+## Table of contents
+
+- [Features](#features)
+- [Requirements](#requirements)
+- [Quick Start](#quick-start)
+- [Apache Spark Support](#apache-spark-support)
+- [Scala & Python Support](#scala-and-python-support)
+- [Databricks Support](#databricks-support)
+- [EMR Support](#emr-support)
+- [Using Spark NLP](#usage)
+  - [Packages Cheatsheet](#packages-cheatsheet)
+  - [Spark Packages](#spark-packages)
+  - [Scala](#scala)
+    - [Maven](#maven)
+    - [SBT](#sbt)
+  - [Python](#python)
+    - [Pip/Conda](#pipconda)
+  - [Compiled JARs](#compiled-jars)
+  - [Apache Zeppelin](#apache-zeppelin)
+  - [Jupyter Notebook](#jupyter-notebook-python)
+  - [Google Colab Notebook](#google-colab-notebook)
+  - [Kaggle Kernel](#kaggle-kernel)
+  - [Databricks Cluster](#databricks-cluster)
+  - [EMR Cluster](#emr-cluster)
+  - [GCP Dataproc](#gcp-dataproc)
+  - [Spark NLP Configuration](#spark-nlp-configuration)
+- [Pipelines & Models](#pipelines-and-models)
+  - [Pipelines](#pipelines)
+  - [Models](#models)
+- [Offline](#offline)
+- [Examples](#examples)
+- [FAQ](#faq)
+- [Citation](#citation)
+- [Contributing](#contributing)
+
+## Features
+
+- Tokenization
+- Trainable Word Segmentation
+- Stop Words Removal
+- Token Normalizer
+- Document Normalizer
+- Document & Text Splitter
+- Stemmer
+- Lemmatizer
+- NGrams
+- Regex Matching
+- Text Matching
+- Chunking
+- Date Matcher
+- Sentence Detector
+- Deep Sentence Detector (Deep learning)
+- Dependency parsing (Labeled/unlabeled)
+- SpanBertCorefModel (Coreference Resolution)
+- Part-of-speech tagging
+- Sentiment Detection (ML models)
+- Spell Checker (ML and DL models)
+- Word Embeddings (GloVe and Word2Vec)
+- Doc2Vec (based on Word2Vec)
+- BERT Embeddings (TF Hub & HuggingFace models)
+- DistilBERT Embeddings (HuggingFace models)
+- CamemBERT Embeddings (HuggingFace models)
+- RoBERTa Embeddings (HuggingFace models)
+- DeBERTa Embeddings (HuggingFace v2 & v3 models)
+- XLM-RoBERTa Embeddings (HuggingFace models)
+- Longformer Embeddings (HuggingFace models)
+- ALBERT Embeddings (TF Hub & HuggingFace models)
+- XLNet Embeddings
+- ELMO Embeddings (TF Hub models)
+- Universal Sentence Encoder (TF Hub models)
+- BERT Sentence Embeddings (TF Hub & HuggingFace models)
+- RoBerta Sentence Embeddings (HuggingFace models)
+- XLM-RoBerta Sentence Embeddings (HuggingFace models)
+- Instructor Embeddings (HuggingFace models)
+- E5 Embeddings (HuggingFace models)
+- MPNet Embeddings (HuggingFace models)
+- OpenAI Embeddings
+- Sentence Embeddings
+- Chunk Embeddings
+- Unsupervised keywords extraction
+- Language Detection & Identification (up to 375 languages)
+- Multi-class Sentiment analysis (Deep learning)
+- Multi-label Sentiment analysis (Deep learning)
+- Multi-class Text Classification (Deep learning)
+- BERT for Token & Sequence Classification
+- DistilBERT for Token & Sequence Classification
+- CamemBERT for Token & Sequence Classification
+- ALBERT for Token & Sequence Classification
+- RoBERTa for Token & Sequence Classification
+- DeBERTa for Token & Sequence Classification
+- XLM-RoBERTa for Token & Sequence Classification
+- XLNet for Token & Sequence Classification
+- Longformer for Token & Sequence Classification
+- BERT for Token & Sequence Classification
+- BERT for Question Answering
+- CamemBERT for Question Answering
+- DistilBERT for Question Answering
+- ALBERT for Question Answering
+- RoBERTa for Question Answering
+- DeBERTa for Question Answering
+- XLM-RoBERTa for Question Answering
+- Longformer for Question Answering
+- Table Question Answering (TAPAS)
+- Zero-Shot NER Model
+- Zero-Shot Text Classification by Transformers (ZSL)
+- Neural Machine Translation (MarianMT)
+- Text-To-Text Transfer Transformer (Google T5)
+- Generative Pre-trained Transformer 2 (OpenAI GPT2)
+- Seq2Seq for NLG, Translation, and Comprehension (Facebook BART)
+- Vision Transformer (Google ViT)
+- Swin Image Classification (Microsoft Swin Transformer)
+- ConvNext Image Classification (Facebook ConvNext)
+- Vision Encoder Decoder for image-to-text like captioning
+- Zero-Shot Image Classification by OpenAI's CLIP
+- Automatic Speech Recognition (Wav2Vec2)
+- Automatic Speech Recognition (HuBERT)
+- Automatic Speech Recognition (OpenAI Whisper)
+- Named entity recognition (Deep learning)
+- Easy ONNX and TensorFlow integrations
+- GPU Support
+- Full integration with Spark ML functions
+- +24000 pre-trained models in +200 languages!
+- +6000 pre-trained pipelines in +200 languages!
+- Multi-lingual NER models: Arabic, Bengali, Chinese, Danish, Dutch, English, Finnish, French, German, Hebrew, Italian,
+  Japanese, Korean, Norwegian, Persian, Polish, Portuguese, Russian, Spanish, Swedish, Urdu, and more.
+
+## Requirements
+
+To use Spark NLP you need the following requirements:
+
+- Java 8 and 11
+- Apache Spark 3.5.x, 3.4.x, 3.3.x, 3.2.x, 3.1.x, 3.0.x
+
+**GPU (optional):**
+
+Spark NLP 5.2.1 is built with ONNX 1.16.3 and TensorFlow 2.7.1 deep learning engines. The minimum following NVIDIA® software are only required for GPU support:
+
+- NVIDIA® GPU drivers version 450.80.02 or higher
+- CUDA® Toolkit 11.2
+- cuDNN SDK 8.1.0
+
+## Quick Start
+
+This is a quick example of how to use Spark NLP pre-trained pipeline in Python and PySpark:
+
+```sh
+$ java -version
+# should be Java 8 or 11 (Oracle or OpenJDK)
+$ conda create -n sparknlp python=3.7 -y
+$ conda activate sparknlp
+# spark-nlp by default is based on pyspark 3.x
+$ pip install spark-nlp==5.2.1 pyspark==3.3.1
+```
+
+In Python console or Jupyter `Python3` kernel:
+
+```python
+# Import Spark NLP
+from sparknlp.base import *
+from sparknlp.annotator import *
+from sparknlp.pretrained import PretrainedPipeline
+import sparknlp
+
+# Start SparkSession with Spark NLP
+# start() functions has 3 parameters: gpu, apple_silicon, and memory
+# sparknlp.start(gpu=True) will start the session with GPU support
+# sparknlp.start(apple_silicon=True) will start the session with macOS M1 & M2 support
+# sparknlp.start(memory="16G") to change the default driver memory in SparkSession
+spark = sparknlp.start()
+
+# Download a pre-trained pipeline
+pipeline = PretrainedPipeline('explain_document_dl', lang='en')
+
+# Your testing dataset
+text = """
+The Mona Lisa is a 16th century oil painting created by Leonardo.
+It's held at the Louvre in Paris.
+"""
+
+# Annotate your testing dataset
+result = pipeline.annotate(text)
+
+# What's in the pipeline
+list(result.keys())
+Output: ['entities', 'stem', 'checked', 'lemma', 'document',
+         'pos', 'token', 'ner', 'embeddings', 'sentence']
+
+# Check the results
+result['entities']
+Output: ['Mona Lisa', 'Leonardo', 'Louvre', 'Paris']
+```
+
+For more examples, you can visit our dedicated [examples](https://github.com/JohnSnowLabs/spark-nlp/tree/master/examples) to showcase all Spark NLP use cases!
+
+## Apache Spark Support
+
+Spark NLP *5.2.1* has been built on top of Apache Spark 3.4 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x
+
+| Spark NLP | Apache Spark 3.5.x | Apache Spark 3.4.x | Apache Spark 3.3.x | Apache Spark 3.2.x | Apache Spark 3.1.x | Apache Spark 3.0.x | Apache Spark 2.4.x | Apache Spark 2.3.x |
+|-----------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|
+| 5.2.x     | Partially          | YES                | YES                | YES                | YES                | YES                | NO                 | NO                 |
+| 5.1.x     | Partially          | YES                | YES                | YES                | YES                | YES                | NO                 | NO                 |
+| 5.0.x     | YES                | YES                | YES                | YES                | YES                | YES                | NO                 | NO                 |
+| 4.4.x     | YES                | YES                | YES                | YES                | YES                | YES                | NO                 | NO                 |
+| 4.3.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                 | NO                 |
+| 4.2.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                 | NO                 |
+| 4.1.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                 | NO                 |
+| 4.0.x     | NO                 | NO                 | YES                | YES                | YES                | YES                | NO                 | NO                 |
+| 3.4.x     | NO                 | NO                 | N/A                | Partially          | YES                | YES                | YES                | YES                |
+| 3.3.x     | NO                 | NO                 | NO                 | NO                 | YES                | YES                | YES                | YES                |
+| 3.2.x     | NO                 | NO                 | NO                 | NO                 | YES                | YES                | YES                | YES                |
+| 3.1.x     | NO                 | NO                 | NO                 | NO                 | YES                | YES                | YES                | YES                |
+| 3.0.x     | NO                 | NO                 | NO                 | NO                 | YES                | YES                | YES                | YES                |
+| 2.7.x     | NO                 | NO                 | NO                 | NO                 | NO                 | NO                 | YES                | YES                |
+
+Find out more about `Spark NLP` versions from our [release notes](https://github.com/JohnSnowLabs/spark-nlp/releases).
+
+## Scala and Python Support
+
+| Spark NLP | Python 3.6 | Python 3.7 | Python 3.8 | Python 3.9 | Python 3.10| Scala 2.11 | Scala 2.12 |
+|-----------|------------|------------|------------|------------|------------|------------|------------|
+| 5.2.x     | NO         | YES        | YES        | YES        | YES        | NO         | YES        |
+| 5.1.x     | NO         | YES        | YES        | YES        | YES        | NO         | YES        |
+| 5.0.x     | NO         | YES        | YES        | YES        | YES        | NO         | YES        |
+| 4.4.x     | NO         | YES        | YES        | YES        | YES        | NO         | YES        |
+| 4.3.x     | YES        | YES        | YES        | YES        | YES        | NO         | YES        |
+| 4.2.x     | YES        | YES        | YES        | YES        | YES        | NO         | YES        |
+| 4.1.x     | YES        | YES        | YES        | YES        | NO         | NO         | YES        |
+| 4.0.x     | YES        | YES        | YES        | YES        | NO         | NO         | YES        |
+| 3.4.x     | YES        | YES        | YES        | YES        | NO         | YES        | YES        |
+| 3.3.x     | YES        | YES        | YES        | NO         | NO         | YES        | YES        |
+| 3.2.x     | YES        | YES        | YES        | NO         | NO         | YES        | YES        |
+| 3.1.x     | YES        | YES        | YES        | NO         | NO         | YES        | YES        |
+| 3.0.x     | YES        | YES        | YES        | NO         | NO         | YES        | YES        |
+| 2.7.x     | YES        | YES        | NO         | NO         | NO         | YES        | NO         |
+
+## Databricks Support
+
+Spark NLP 5.2.1 has been tested and is compatible with the following runtimes:
+
+**CPU:**
+
+- 9.1
+- 9.1 ML
+- 10.1
+- 10.1 ML
+- 10.2
+- 10.2 ML
+- 10.3
+- 10.3 ML
+- 10.4
+- 10.4 ML
+- 10.5
+- 10.5 ML
+- 11.0
+- 11.0 ML
+- 11.1
+- 11.1 ML
+- 11.2
+- 11.2 ML
+- 11.3
+- 11.3 ML
+- 12.0
+- 12.0 ML
+- 12.1
+- 12.1 ML
+- 12.2
+- 12.2 ML
+- 13.0
+- 13.0 ML
+- 13.1
+- 13.1 ML
+- 13.2
+- 13.2 ML
+- 13.3
+- 13.3 ML
+- 14.0
+- 14.0 ML
+- 14.1
+- 14.1 ML
+
+**GPU:**
+
+- 9.1 ML & GPU
+- 10.1 ML & GPU
+- 10.2 ML & GPU
+- 10.3 ML & GPU
+- 10.4 ML & GPU
+- 10.5 ML & GPU
+- 11.0 ML & GPU
+- 11.1 ML & GPU
+- 11.2 ML & GPU
+- 11.3 ML & GPU
+- 12.0 ML & GPU
+- 12.1 ML & GPU
+- 12.2 ML & GPU
+- 13.0 ML & GPU
+- 13.1 ML & GPU
+- 13.2 ML & GPU
+- 13.3 ML & GPU
+- 14.0 ML & GPU
+- 14.1 ML & GPU
+
+## EMR Support
+
+Spark NLP 5.2.1 has been tested and is compatible with the following EMR releases:
+
+- emr-6.2.0
+- emr-6.3.0
+- emr-6.3.1
+- emr-6.4.0
+- emr-6.5.0
+- emr-6.6.0
+- emr-6.7.0
+- emr-6.8.0
+- emr-6.9.0
+- emr-6.10.0
+- emr-6.11.0
+- emr-6.12.0
+- emr-6.13.0
+- emr-6.14.0
+
+Full list of [Amazon EMR 6.x releases](https://docs.aws.amazon.com/emr/latest/ReleaseGuide/emr-release-6x.html)
+
+NOTE: The EMR 6.1.0 and 6.1.1 are not supported.
+
+## Usage
+
+## Packages Cheatsheet
+
+This is a cheatsheet for corresponding Spark NLP Maven package to Apache Spark / PySpark major version:
+
+| Apache Spark            | Spark NLP on CPU   | Spark NLP on GPU           | Spark NLP on AArch64 (linux)   | Spark NLP on Apple Silicon           |
+|-------------------------|--------------------|----------------------------|--------------------------------|--------------------------------------|
+| 3.0/3.1/3.2/3.3/3.4/3.5 | `spark-nlp`        | `spark-nlp-gpu`            | `spark-nlp-aarch64`            | `spark-nlp-silicon`                  |
+| Start Function          | `sparknlp.start()` | `sparknlp.start(gpu=True)` | `sparknlp.start(aarch64=True)` | `sparknlp.start(apple_silicon=True)` |
+
+NOTE: `M1/M2` and `AArch64` are under `experimental` support. Access and support to these architectures are limited by the
+community and we had to build most of the dependencies by ourselves to make them compatible. We support these two
+architectures, however, they may not work in some environments.
+
+## Spark Packages
+
+### Command line (requires internet connection)
+
+Spark NLP supports all major releases of Apache Spark 3.0.x, Apache Spark 3.1.x, Apache Spark 3.2.x, Apache Spark 3.3.x, Apache Spark 3.4.x, and Apache Spark 3.5.x
+
+#### Apache Spark 3.x (3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x - Scala 2.12)
+
+```sh
+# CPU
+
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
+
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
+
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
+```
+
+The `spark-nlp` has been published to
+the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp).
+
+```sh
+# GPU
+
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.1
+
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.1
+
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.1
+
+```
+
+The `spark-nlp-gpu` has been published to
+the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu).
+
+```sh
+# AArch64
+
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.1
+
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.1
+
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.1
+
+```
+
+The `spark-nlp-aarch64` has been published to
+the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-aarch64).
+
+```sh
+# M1/M2 (Apple Silicon)
+
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.1
+
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.1
+
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.1
+
+```
+
+The `spark-nlp-silicon` has been published to
+the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-silicon).
+
+**NOTE**: In case you are using large pretrained models like UniversalSentenceEncoder, you need to have the following
+set in your SparkSession:
+
+```sh
+spark-shell \
+  --driver-memory 16g \
+  --conf spark.kryoserializer.buffer.max=2000M \
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
+```
+
+## Scala
+
+Spark NLP supports Scala 2.12.15 if you are using Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, and 3.4.x versions. Our packages are
+deployed to Maven central. To add any of our packages as a dependency in your application you can follow these
+coordinates:
+
+### Maven
+
+**spark-nlp** on Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x:
+
+```xml
+<!-- https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp -->
+<dependency>
+    <groupId>com.johnsnowlabs.nlp</groupId>
+    <artifactId>spark-nlp_2.12</artifactId>
+    <version>5.2.1</version>
+</dependency>
+```
+
+**spark-nlp-gpu:**
+
+```xml
+<!-- https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu -->
+<dependency>
+    <groupId>com.johnsnowlabs.nlp</groupId>
+    <artifactId>spark-nlp-gpu_2.12</artifactId>
+    <version>5.2.1</version>
+</dependency>
+```
+
+**spark-nlp-aarch64:**
+
+```xml
+<!-- https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-aarch64 -->
+<dependency>
+    <groupId>com.johnsnowlabs.nlp</groupId>
+    <artifactId>spark-nlp-aarch64_2.12</artifactId>
+    <version>5.2.1</version>
+</dependency>
+```
+
+**spark-nlp-silicon:**
+
+```xml
+<!-- https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-silicon -->
+<dependency>
+    <groupId>com.johnsnowlabs.nlp</groupId>
+    <artifactId>spark-nlp-silicon_2.12</artifactId>
+    <version>5.2.1</version>
+</dependency>
+```
+
+### SBT
+
+**spark-nlp** on Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x:
+
+```sbtshell
+// https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.2.1"
+```
+
+**spark-nlp-gpu:**
+
+```sbtshell
+// https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.2.1"
+```
+
+**spark-nlp-aarch64:**
+
+```sbtshell
+// https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-aarch64
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.2.1"
+```
+
+**spark-nlp-silicon:**
+
+```sbtshell
+// https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-silicon
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.2.1"
+```
+
+Maven
+Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
+
+If you are interested, there is a simple SBT project for Spark NLP to guide you on how to use it in your
+projects [Spark NLP SBT Starter](https://github.com/maziyarpanahi/spark-nlp-starter)
+
+## Python
+
+Spark NLP supports Python 3.6.x and above depending on your major PySpark version.
+
+### Python without explicit Pyspark installation
+
+### Pip/Conda
+
+If you installed pyspark through pip/conda, you can install `spark-nlp` through the same channel.
+
+Pip:
+
+```bash
+pip install spark-nlp==5.2.1
+```
+
+Conda:
+
+```bash
+conda install -c johnsnowlabs spark-nlp
+```
+
+PyPI [spark-nlp package](https://pypi.org/project/spark-nlp/) /
+Anaconda [spark-nlp package](https://anaconda.org/JohnSnowLabs/spark-nlp)
+
+Then you'll have to create a SparkSession either from Spark NLP:
+
+```python
+import sparknlp
+
+spark = sparknlp.start()
+```
+
+or manually:
+
+```python
+spark = SparkSession.builder
+    .appName("Spark NLP")
+    .master("local[*]")
+    .config("spark.driver.memory", "16G")
+    .config("spark.driver.maxResultSize", "0")
+    .config("spark.kryoserializer.buffer.max", "2000M")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1")
+    .getOrCreate()
+```
+
+If using local jars, you can use `spark.jars` instead for comma-delimited jar files. For cluster setups, of course,
+you'll have to put the jars in a reachable location for all driver and executor nodes.
+
+**Quick example:**
+
+```python
+import sparknlp
+from sparknlp.pretrained import PretrainedPipeline
+
+# create or get Spark Session
+
+spark = sparknlp.start()
+
+sparknlp.version()
+spark.version
+
+# download, load and annotate a text by pre-trained pipeline
+
+pipeline = PretrainedPipeline('recognize_entities_dl', 'en')
+result = pipeline.annotate('The Mona Lisa is a 16th century oil painting created by Leonardo')
+```
+
+## Compiled JARs
+
+### Build from source
+
+#### spark-nlp
+
+- FAT-JAR for CPU on Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x
+
+```bash
+sbt assembly
+```
+
+- FAT-JAR for GPU on Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x
+
+```bash
+sbt -Dis_gpu=true assembly
+```
+
+- FAT-JAR for M! on Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x
+
+```bash
+sbt -Dis_silicon=true assembly
+```
+
+### Using the jar manually
+
+If for some reason you need to use the JAR, you can either download the Fat JARs provided here or download it
+from [Maven Central](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp).
+
+To add JARs to spark programs use the `--jars` option:
+
+```sh
+spark-shell --jars spark-nlp.jar
+```
+
+The preferred way to use the library when running spark programs is using the `--packages` option as specified in
+the `spark-packages` section.
+
+## Apache Zeppelin
+
+Use either one of the following options
+
+- Add the following Maven Coordinates to the interpreter's library list
+
+```bash
+com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
+```
+
+- Add a path to pre-built jar from [here](#compiled-jars) in the interpreter's library list making sure the jar is
+  available to driver path
+
+### Python in Zeppelin
+
+Apart from the previous step, install the python module through pip
 
 ```bash
-bundle update
-bundle install
-bundle exec jekyll serve
+pip install spark-nlp==5.2.1
+```
+
+Or you can install `spark-nlp` from inside Zeppelin by using Conda:
+
+```bash
+python.conda install -c johnsnowlabs spark-nlp
+```
+
+Configure Zeppelin properly, use cells with %spark.pyspark or any interpreter name you chose.
+
+Finally, in Zeppelin interpreter settings, make sure you set properly zeppelin.python to the python you want to use and
+install the pip library with (e.g. `python3`).
+
+An alternative option would be to set `SPARK_SUBMIT_OPTIONS` (zeppelin-env.sh) and make sure `--packages` is there as
+shown earlier since it includes both scala and python side installation.
+
+## Jupyter Notebook (Python)
+
+**Recommended:**
+
+The easiest way to get this done on Linux and macOS is to simply install `spark-nlp` and `pyspark` PyPI packages and
+launch the Jupyter from the same Python environment:
 
-# Server address: http://127.0.0.1:4000
+```sh
+$ conda create -n sparknlp python=3.8 -y
+$ conda activate sparknlp
+# spark-nlp by default is based on pyspark 3.x
+$ pip install spark-nlp==5.2.1 pyspark==3.3.1 jupyter
+$ jupyter notebook
 ```
 
-## How to build the PyDocs
+Then you can use `python3` kernel to run your code with creating SparkSession via `spark = sparknlp.start()`.
+
+**Optional:**
+
+If you are in different operating systems and require to make Jupyter Notebook run by using pyspark, you can follow
+these steps:
+
+```bash
+export SPARK_HOME=/path/to/your/spark/folder
+export PYSPARK_PYTHON=python3
+export PYSPARK_DRIVER_PYTHON=jupyter
+export PYSPARK_DRIVER_PYTHON_OPTS=notebook
+
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
+```
+
+Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
+
+If not using pyspark at all, you'll have to run the instructions
+pointed [here](#python-without-explicit-pyspark-installation)
+
+## Google Colab Notebook
+
+Google Colab is perhaps the easiest way to get started with spark-nlp. It requires no installation or setup other than
+having a Google account.
+
+Run the following code in Google Colab notebook and start using spark-nlp right away.
+
+```sh
+# This is only to setup PySpark and Spark NLP on Colab
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash
+```
+
+This script comes with the two options to define `pyspark` and `spark-nlp` versions via options:
+
+```sh
+# -p is for pyspark
+# -s is for spark-nlp
+# -g will enable upgrading libcudnn8 to 8.1.0 on Google Colab for GPU usage
+# by default they are set to the latest
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.2.1
+```
+
+[Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb)
+is a live demo on Google Colab that performs named entity recognitions and sentiment analysis by using Spark NLP
+pretrained pipelines.
+
+## Kaggle Kernel
+
+Run the following code in Kaggle Kernel and start using spark-nlp right away.
+
+```sh
+# Let's setup Kaggle for Spark NLP and PySpark
+!wget https://setup.johnsnowlabs.com/kaggle.sh -O - | bash
+```
+
+This script comes with the two options to define `pyspark` and `spark-nlp` versions via options:
+
+```sh
+# -p is for pyspark
+# -s is for spark-nlp
+# -g will enable upgrading libcudnn8 to 8.1.0 on Kaggle for GPU usage
+# by default they are set to the latest
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.2.1
+```
+
+[Spark NLP quick start on Kaggle Kernel](https://www.kaggle.com/mozzie/spark-nlp-named-entity-recognition) is a live
+demo on Kaggle Kernel that performs named entity recognitions by using Spark NLP pretrained pipeline.
+
+## Databricks Cluster
+
+1. Create a cluster if you don't have one already
+
+2. On a new cluster or existing one you need to add the following to the `Advanced Options -> Spark` tab:
+
+    ```bash
+    spark.kryoserializer.buffer.max 2000M
+    spark.serializer org.apache.spark.serializer.KryoSerializer
+    ```
+
+3. In `Libraries` tab inside your cluster you need to follow these steps:
+
+   3.1. Install New -> PyPI -> `spark-nlp==5.2.1` -> Install
+
+   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1` -> Install
+
+4. Now you can attach your notebook to the cluster and use Spark NLP!
+
+NOTE: Databricks' runtimes support different Apache Spark major releases. Please make sure you choose the correct Spark
+NLP Maven package name (Maven Coordinate) for your runtime from
+our [Packages Cheatsheet](https://github.com/JohnSnowLabs/spark-nlp#packages-cheatsheet)
+
+## EMR Cluster
+
+To launch EMR clusters with Apache Spark/PySpark and Spark NLP correctly you need to have bootstrap and software
+configuration.
+
+A sample of your bootstrap script
+
+```.sh
+#!/bin/bash
+set -x -e
+
+echo -e 'export PYSPARK_PYTHON=/usr/bin/python3
+export HADOOP_CONF_DIR=/etc/hadoop/conf
+export SPARK_JARS_DIR=/usr/lib/spark/jars
+export SPARK_HOME=/usr/lib/spark' >> $HOME/.bashrc && source $HOME/.bashrc
+
+sudo python3 -m pip install awscli boto spark-nlp
+
+set +x
+exit 0
+
+```
+
+A sample of your software configuration in JSON on S3 (must be public access):
+
+```.json
+[{
+  "Classification": "spark-env",
+  "Configurations": [{
+    "Classification": "export",
+    "Properties": {
+      "PYSPARK_PYTHON": "/usr/bin/python3"
+    }
+  }]
+},
+{
+  "Classification": "spark-defaults",
+    "Properties": {
+      "spark.yarn.stagingDir": "hdfs:///tmp",
+      "spark.yarn.preserve.staging.files": "true",
+      "spark.kryoserializer.buffer.max": "2000M",
+      "spark.serializer": "org.apache.spark.serializer.KryoSerializer",
+      "spark.driver.maxResultSize": "0",
+      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1"
+    }
+}]
+```
+
+A sample of AWS CLI to launch EMR cluster:
+
+```.sh
+aws emr create-cluster \
+--name "Spark NLP 5.2.1" \
+--release-label emr-6.2.0 \
+--applications Name=Hadoop Name=Spark Name=Hive \
+--instance-type m4.4xlarge \
+--instance-count 3 \
+--use-default-roles \
+--log-uri "s3://<S3_BUCKET>/" \
+--bootstrap-actions Path=s3://<S3_BUCKET>/emr-bootstrap.sh,Name=custome \
+--configurations "https://<public_access>/sparknlp-config.json" \
+--ec2-attributes KeyName=<your_ssh_key>,EmrManagedMasterSecurityGroup=<security_group_with_ssh>,EmrManagedSlaveSecurityGroup=<security_group_with_ssh> \
+--profile <aws_profile_credentials>
+```
+
+## GCP Dataproc
+
+1. Create a cluster if you don't have one already as follows.
+
+At gcloud shell:
+
+```bash
+gcloud services enable dataproc.googleapis.com \
+  compute.googleapis.com \
+  storage-component.googleapis.com \
+  bigquery.googleapis.com \
+  bigquerystorage.googleapis.com
+```
+
+```bash
+REGION=<region>
+```
+
+```bash
+BUCKET_NAME=<bucket_name>
+gsutil mb -c standard -l ${REGION} gs://${BUCKET_NAME}
+```
+
+```bash
+REGION=<region>
+ZONE=<zone>
+CLUSTER_NAME=<cluster_name>
+BUCKET_NAME=<bucket_name>
+```
+
+You can set image-version, master-machine-type, worker-machine-type,
+master-boot-disk-size, worker-boot-disk-size, num-workers as your needs.
+If you use the previous image-version from 2.0, you should also add ANACONDA to optional-components.
+And, you should enable gateway.
+Don't forget to set the maven coordinates for the jar in properties.
+
+```bash
+gcloud dataproc clusters create ${CLUSTER_NAME} \
+  --region=${REGION} \
+  --zone=${ZONE} \
+  --image-version=2.0 \
+  --master-machine-type=n1-standard-4 \
+  --worker-machine-type=n1-standard-2 \
+  --master-boot-disk-size=128GB \
+  --worker-boot-disk-size=128GB \
+  --num-workers=2 \
+  --bucket=${BUCKET_NAME} \
+  --optional-components=JUPYTER \
+  --enable-component-gateway \
+  --metadata 'PIP_PACKAGES=spark-nlp spark-nlp-display google-cloud-bigquery google-cloud-storage' \
+  --initialization-actions gs://goog-dataproc-initialization-actions-${REGION}/python/pip-install.sh \
+  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
+```
+
+2. On an existing one, you need to install spark-nlp and spark-nlp-display packages from PyPI.
+
+3. Now, you can attach your notebook to the cluster and use the Spark NLP!
+
+## Spark NLP Configuration
+
+You can change the following Spark NLP configurations via Spark Configuration:
+
+| Property Name                                           | Default              | Meaning                                                                                                                                                                                                                                                                            |
+|---------------------------------------------------------|----------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| `spark.jsl.settings.pretrained.cache_folder`            | `~/cache_pretrained` | The location to download and extract pretrained `Models` and `Pipelines`. By default, it will be in User's Home directory under `cache_pretrained` directory                                                                                                                       |
+| `spark.jsl.settings.storage.cluster_tmp_dir`            | `hadoop.tmp.dir`     | The location to use on a cluster for temporarily files such as unpacking indexes for WordEmbeddings. By default, this locations is the location of `hadoop.tmp.dir` set via Hadoop configuration for Apache Spark. NOTE: `S3` is not supported and it must be local, HDFS, or DBFS |
+| `spark.jsl.settings.annotator.log_folder`               | `~/annotator_logs`   | The location to save logs from annotators during training such as `NerDLApproach`, `ClassifierDLApproach`, `SentimentDLApproach`, `MultiClassifierDLApproach`, etc. By default, it will be in User's Home directory under `annotator_logs` directory                               |
+| `spark.jsl.settings.aws.credentials.access_key_id`      | `None`               | Your AWS access key to use your S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                                |
+| `spark.jsl.settings.aws.credentials.secret_access_key`  | `None`               | Your AWS secret access key to use your S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                         |
+| `spark.jsl.settings.aws.credentials.session_token`      | `None`               | Your AWS MFA session token to use your S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                         |
+| `spark.jsl.settings.aws.s3_bucket`                      | `None`               | Your AWS S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                                                       |
+| `spark.jsl.settings.aws.region`                         | `None`               | Your AWS region to use your S3 bucket to store log files of training models or access tensorflow graphs used in `NerDLApproach`                                                                                                                                                    |
+| `spark.jsl.settings.onnx.gpuDeviceId`                   | `0`                  | Constructs CUDA execution provider options for the specified non-negative device id.                                                                                                                                                                                               |
+| `spark.jsl.settings.onnx.intraOpNumThreads`             | `6`                  | Sets the size of the CPU thread pool used for executing a single graph, if executing on a CPU.                                                                                                                                                                                     |
+| `spark.jsl.settings.onnx.optimizationLevel`             | `ALL_OPT`            | Sets the optimization level of this options object, overriding the old setting.                                                                                                                                                                                                    |
+| `spark.jsl.settings.onnx.executionMode`                 | `SEQUENTIAL`         | Sets the execution mode of this options object, overriding the old setting.                                                                                                                                                                                                        |
+
+### How to set Spark NLP Configuration
+
+**SparkSession:**
+
+You can use `.config()` during SparkSession creation to set Spark NLP configurations.
+
+```python
+from pyspark.sql import SparkSession
+
+spark = SparkSession.builder
+    .master("local[*]")
+    .config("spark.driver.memory", "16G")
+    .config("spark.driver.maxResultSize", "0")
+    .config("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
+    .config("spark.kryoserializer.buffer.max", "2000m")
+    .config("spark.jsl.settings.pretrained.cache_folder", "sample_data/pretrained")
+    .config("spark.jsl.settings.storage.cluster_tmp_dir", "sample_data/storage")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1")
+    .getOrCreate()
+```
+
+**spark-shell:**
+
+```sh
+spark-shell \
+  --driver-memory 16g \
+  --conf spark.driver.maxResultSize=0 \
+  --conf spark.serializer=org.apache.spark.serializer.KryoSerializer
+  --conf spark.kryoserializer.buffer.max=2000M \
+  --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
+  --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
+```
+
+**pyspark:**
+
+```sh
+pyspark \
+  --driver-memory 16g \
+  --conf spark.driver.maxResultSize=0 \
+  --conf spark.serializer=org.apache.spark.serializer.KryoSerializer
+  --conf spark.kryoserializer.buffer.max=2000M \
+  --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
+  --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
+```
+
+**Databricks:**
+
+On a new cluster or existing one you need to add the following to the `Advanced Options -> Spark` tab:
+
+```bash
+spark.kryoserializer.buffer.max 2000M
+spark.serializer org.apache.spark.serializer.KryoSerializer
+spark.jsl.settings.pretrained.cache_folder dbfs:/PATH_TO_CACHE
+spark.jsl.settings.storage.cluster_tmp_dir dbfs:/PATH_TO_STORAGE
+spark.jsl.settings.annotator.log_folder dbfs:/PATH_TO_LOGS
+```
+
+NOTE: If this is an existing cluster, after adding new configs or changing existing properties you need to restart it.
+
+### S3 Integration
+
+In Spark NLP we can define S3 locations to:
+
+- Export log files of training models
+- Store tensorflow graphs used in `NerDLApproach`
+
+**Logging:**
+
+To configure S3 path for logging while training models. We need to set up AWS credentials as well as an S3 path
+
+```bash
+spark.conf.set("spark.jsl.settings.annotator.log_folder", "s3://my/s3/path/logs")
+spark.conf.set("spark.jsl.settings.aws.credentials.access_key_id", "MY_KEY_ID")
+spark.conf.set("spark.jsl.settings.aws.credentials.secret_access_key", "MY_SECRET_ACCESS_KEY")
+spark.conf.set("spark.jsl.settings.aws.s3_bucket", "my.bucket")
+spark.conf.set("spark.jsl.settings.aws.region", "my-region")
+```
+
+Now you can check the log on your S3 path defined in *spark.jsl.settings.annotator.log_folder* property.
+Make sure to use the prefix *s3://*, otherwise it will use the default configuration.
+
+**Tensorflow Graphs:**
+
+To reference S3 location for downloading graphs. We need to set up AWS credentials
+
+```bash
+spark.conf.set("spark.jsl.settings.aws.credentials.access_key_id", "MY_KEY_ID")
+spark.conf.set("spark.jsl.settings.aws.credentials.secret_access_key", "MY_SECRET_ACCESS_KEY")
+spark.conf.set("spark.jsl.settings.aws.region", "my-region")
+```
+
+**MFA Configuration:**
+
+In case your AWS account is configured with MFA. You will need first to get temporal credentials and add session token
+to the configuration as shown in the examples below
+For logging:
+
+```bash
+spark.conf.set("spark.jsl.settings.aws.credentials.session_token", "MY_TOKEN")
+```
+
+An example of a bash script that gets temporal AWS credentials can be
+found [here](https://github.com/JohnSnowLabs/spark-nlp/blob/master/scripts/aws_tmp_credentials.sh)
+This script requires three arguments:
+
+```bash
+./aws_tmp_credentials.sh iam_user duration serial_number
+```
+
+## Pipelines and Models
+
+### Pipelines
+
+**Quick example:**
+
+```scala
+import com.johnsnowlabs.nlp.pretrained.PretrainedPipeline
+import com.johnsnowlabs.nlp.SparkNLP
+
+SparkNLP.version()
+
+val testData = spark.createDataFrame(Seq(
+  (1, "Google has announced the release of a beta version of the popular TensorFlow machine learning library"),
+  (2, "Donald John Trump (born June 14, 1946) is the 45th and current president of the United States")
+)).toDF("id", "text")
+
+val pipeline = PretrainedPipeline("explain_document_dl", lang = "en")
+
+val annotation = pipeline.transform(testData)
+
+annotation.show()
+/*
+import com.johnsnowlabs.nlp.pretrained.PretrainedPipeline
+import com.johnsnowlabs.nlp.SparkNLP
+2.5.0
+testData: org.apache.spark.sql.DataFrame = [id: int, text: string]
+pipeline: com.johnsnowlabs.nlp.pretrained.PretrainedPipeline = PretrainedPipeline(explain_document_dl,en,public/models)
+annotation: org.apache.spark.sql.DataFrame = [id: int, text: string ... 10 more fields]
++---+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+
+| id|                text|            document|               token|            sentence|             checked|               lemma|                stem|                 pos|          embeddings|                 ner|            entities|
++---+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+
+|  1|Google has announ...|[[document, 0, 10...|[[token, 0, 5, Go...|[[document, 0, 10...|[[token, 0, 5, Go...|[[token, 0, 5, Go...|[[token, 0, 5, go...|[[pos, 0, 5, NNP,...|[[word_embeddings...|[[named_entity, 0...|[[chunk, 0, 5, Go...|
+|  2|The Paris metro w...|[[document, 0, 11...|[[token, 0, 2, Th...|[[document, 0, 11...|[[token, 0, 2, Th...|[[token, 0, 2, Th...|[[token, 0, 2, th...|[[pos, 0, 2, DT, ...|[[word_embeddings...|[[named_entity, 0...|[[chunk, 4, 8, Pa...|
++---+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+--------------------+
+*/
+
+annotation.select("entities.result").show(false)
+
+/*
++----------------------------------+
+|result                            |
++----------------------------------+
+|[Google, TensorFlow]              |
+|[Donald John Trump, United States]|
++----------------------------------+
+*/
+```
+
+#### Showing Available Pipelines
+
+There are functions in Spark NLP that will list all the available Pipelines
+of a particular language for you:
+
+```scala
+import com.johnsnowlabs.nlp.pretrained.ResourceDownloader
+
+ResourceDownloader.showPublicPipelines(lang = "en")
+/*
++--------------------------------------------+------+---------+
+| Pipeline                                   | lang | version |
++--------------------------------------------+------+---------+
+| dependency_parse                           |  en  | 2.0.2   |
+| analyze_sentiment_ml                       |  en  | 2.0.2   |
+| check_spelling                             |  en  | 2.1.0   |
+| match_datetime                             |  en  | 2.1.0   |
+                               ...
+| explain_document_ml                        |  en  | 3.1.3   |
++--------------------------------------------+------+---------+
+*/
+```
+
+Or if we want to check for a particular version:
+
+```scala
+import com.johnsnowlabs.nlp.pretrained.ResourceDownloader
+
+ResourceDownloader.showPublicPipelines(lang = "en", version = "3.1.0")
+/*
++---------------------------------------+------+---------+
+| Pipeline                              | lang | version |
++---------------------------------------+------+---------+
+| dependency_parse                      |  en  | 2.0.2   |
+                               ...
+| clean_slang                           |  en  | 3.0.0   |
+| clean_pattern                         |  en  | 3.0.0   |
+| check_spelling                        |  en  | 3.0.0   |
+| dependency_parse                      |  en  | 3.0.0   |
++---------------------------------------+------+---------+
+*/
+```
+
+#### Please check out our Models Hub for the full list of [pre-trained pipelines](https://sparknlp.org/models) with examples, demos, benchmarks, and more
+
+### Models
+
+**Some selected languages:
+** `Afrikaans, Arabic, Armenian, Basque, Bengali, Breton, Bulgarian, Catalan, Czech, Dutch, English, Esperanto, Finnish, French, Galician, German, Greek, Hausa, Hebrew, Hindi, Hungarian, Indonesian, Irish, Italian, Japanese, Latin, Latvian, Marathi, Norwegian, Persian, Polish, Portuguese, Romanian, Russian, Slovak, Slovenian, Somali, Southern Sotho, Spanish, Swahili, Swedish, Tswana, Turkish, Ukrainian, Zulu`
+
+**Quick online example:**
+
+```python
+# load NER model trained by deep learning approach and GloVe word embeddings
+ner_dl = NerDLModel.pretrained('ner_dl')
+# load NER model trained by deep learning approach and BERT word embeddings
+ner_bert = NerDLModel.pretrained('ner_dl_bert')
+```
+
+```scala
+// load French POS tagger model trained by Universal Dependencies
+val french_pos = PerceptronModel.pretrained("pos_ud_gsd", lang = "fr")
+// load Italian LemmatizerModel
+val italian_lemma = LemmatizerModel.pretrained("lemma_dxc", lang = "it")
+````
+
+**Quick offline example:**
+
+- Loading `PerceptronModel` annotator model inside Spark NLP Pipeline
+
+```scala
+val french_pos = PerceptronModel.load("/tmp/pos_ud_gsd_fr_2.0.2_2.4_1556531457346/")
+  .setInputCols("document", "token")
+  .setOutputCol("pos")
+```
+
+#### Showing Available Models
+
+There are functions in Spark NLP that will list all the available Models
+of a particular Annotator and language for you:
+
+```scala
+import com.johnsnowlabs.nlp.pretrained.ResourceDownloader
+
+ResourceDownloader.showPublicModels(annotator = "NerDLModel", lang = "en")
+/*
++---------------------------------------------+------+---------+
+| Model                                       | lang | version |
++---------------------------------------------+------+---------+
+| onto_100                                    |  en  | 2.1.0   |
+| onto_300                                    |  en  | 2.1.0   |
+| ner_dl_bert                                 |  en  | 2.2.0   |
+| onto_100                                    |  en  | 2.4.0   |
+| ner_conll_elmo                              |  en  | 3.2.2   |
++---------------------------------------------+------+---------+
+*/
+```
+
+Or if we want to check for a particular version:
+
+```scala
+import com.johnsnowlabs.nlp.pretrained.ResourceDownloader
+
+ResourceDownloader.showPublicModels(annotator = "NerDLModel", lang = "en", version = "3.1.0")
+/*
++----------------------------+------+---------+
+| Model                      | lang | version |
++----------------------------+------+---------+
+| onto_100                   |  en  | 2.1.0   |
+| ner_aspect_based_sentiment |  en  | 2.6.2   |
+| ner_weibo_glove_840B_300d  |  en  | 2.6.2   |
+| nerdl_atis_840b_300d       |  en  | 2.7.1   |
+| nerdl_snips_100d           |  en  | 2.7.3   |
++----------------------------+------+---------+
+*/
+```
+
+And to see a list of available annotators, you can use:
+
+```scala
+import com.johnsnowlabs.nlp.pretrained.ResourceDownloader
+
+ResourceDownloader.showAvailableAnnotators()
+/*
+AlbertEmbeddings
+AlbertForTokenClassification
+AssertionDLModel
+...
+XlmRoBertaSentenceEmbeddings
+XlnetEmbeddings
+*/
+```
+
+#### Please check out our Models Hub for the full list of [pre-trained models](https://sparknlp.org/models) with examples, demo, benchmark, and more
+
+## Offline
+
+Spark NLP library and all the pre-trained models/pipelines can be used entirely offline with no access to the Internet.
+If you are behind a proxy or a firewall with no access to the Maven repository (to download packages) or/and no access
+to S3 (to automatically download models and pipelines), you can simply follow the instructions to have Spark NLP without
+any limitations offline:
+
+- Instead of using the Maven package, you need to load our Fat JAR
+- Instead of using PretrainedPipeline for pretrained pipelines or the `.pretrained()` function to download pretrained
+  models, you will need to manually download your pipeline/model from [Models Hub](https://sparknlp.org/models),
+  extract it, and load it.
+
+Example of `SparkSession` with Fat JAR to have Spark NLP offline:
+
+```python
+spark = SparkSession.builder
+    .appName("Spark NLP")
+    .master("local[*]")
+    .config("spark.driver.memory", "16G")
+    .config("spark.driver.maxResultSize", "0")
+    .config("spark.kryoserializer.buffer.max", "2000M")
+    .config("spark.jars", "/tmp/spark-nlp-assembly-5.2.1.jar")
+    .getOrCreate()
+```
+
+- You can download provided Fat JARs from each [release notes](https://github.com/JohnSnowLabs/spark-nlp/releases),
+  please pay attention to pick the one that suits your environment depending on the device (CPU/GPU) and Apache Spark
+  version (3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x)
+- If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need
+  to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (
+  i.e., `hdfs:///tmp/spark-nlp-assembly-5.2.1.jar`)
+
+Example of using pretrained Models and Pipelines in offline:
+
+```python
+# instead of using pretrained() for online:
+# french_pos = PerceptronModel.pretrained("pos_ud_gsd", lang="fr")
+# you download this model, extract it, and use .load
+french_pos = PerceptronModel.load("/tmp/pos_ud_gsd_fr_2.0.2_2.4_1556531457346/")
+    .setInputCols("document", "token")
+    .setOutputCol("pos")
+
+# example for pipelines
+# instead of using PretrainedPipeline
+# pipeline = PretrainedPipeline('explain_document_dl', lang='en')
+# you download this pipeline, extract it, and use PipelineModel
+PipelineModel.load("/tmp/explain_document_dl_en_2.0.2_2.4_1556530585689/")
+```
+
+- Since you are downloading and loading models/pipelines manually, this means Spark NLP is not downloading the most
+  recent and compatible models/pipelines for you. Choosing the right model/pipeline is on you
+- If you are local, you can load the model/pipeline from your local FileSystem, however, if you are in a cluster setup
+  you need to put the model/pipeline on a distributed FileSystem such as HDFS, DBFS, S3, etc. (
+  i.e., `hdfs:///tmp/explain_document_dl_en_2.0.2_2.4_1556530585689/`)
+
+## Examples
+
+Need more **examples**? Check out our dedicated [Spark NLP Examples](https://github.com/JohnSnowLabs/spark-nlp/tree/master/examples)
+repository to showcase all Spark NLP use cases!
+
+Also, don't forget to check [Spark NLP in Action](https://sparknlp.org/demo) built by Streamlit.
+
+### All examples: [spark-nlp/examples](https://github.com/JohnSnowLabs/spark-nlp/tree/master/examples)
+
+## FAQ
+
+[Check our Articles and Videos page here](https://sparknlp.org/learn)
+
+## Citation
+
+We have published a [paper](https://www.sciencedirect.com/science/article/pii/S2665963821000063) that you can cite for
+the Spark NLP library:
+
+```bibtex
+@article{KOCAMAN2021100058,
+    title = {Spark NLP: Natural language understanding at scale},
+    journal = {Software Impacts},
+    pages = {100058},
+    year = {2021},
+    issn = {2665-9638},
+    doi = {https://doi.org/10.1016/j.simpa.2021.100058},
+    url = {https://www.sciencedirect.com/science/article/pii/S2665963.2.300063},
+    author = {Veysel Kocaman and David Talby},
+    keywords = {Spark, Natural language processing, Deep learning, Tensorflow, Cluster},
+    abstract = {Spark NLP is a Natural Language Processing (NLP) library built on top of Apache Spark ML. It provides simple, performant & accurate NLP annotations for machine learning pipelines that can scale easily in a distributed environment. Spark NLP comes with 1100+ pretrained pipelines and models in more than 192+ languages. It supports nearly all the NLP tasks and modules that can be used seamlessly in a cluster. Downloaded more than 2.7 million times and experiencing 9x growth since January 2020, Spark NLP is used by 54% of healthcare organizations as the world’s most widely used NLP library in the enterprise.}
+    }
+}
+```
+
+## Contributing
+
+We appreciate any sort of contributions:
 
-1. Install requirements `requirements_doc.txt`
-2. run `make html`
+- ideas
+- feedback
+- documentation
+- bug reports
+- NLP training and testing corpora
+- Development and testing
 
-The html will be available under `_build/html/index.html`.
+Clone the repo and submit your pull-requests! Or directly create issues in this repo.
 
-## Note
+## John Snow Labs
 
-The folder `_autosummary` should not be committed, as it is generated from sphinx itself.
+[http://johnsnowlabs.com](http://johnsnowlabs.com)
diff --git a/docs/_layouts/landing.html b/docs/_layouts/landing.html
index 4fd347e6278dd4..e55be733e841c7 100755
--- a/docs/_layouts/landing.html
+++ b/docs/_layouts/landing.html
@@ -201,7 +201,7 @@ <h3 class="grey h3_title">{{ _section.title }}</h3>
                   <div class="highlight-box">
     {% highlight bash %}
     # Using PyPI
-    $ pip install spark-nlp==5.2.0
+    $ pip install spark-nlp==5.2.1
 
     # Using Anaconda/Conda
     $ conda install -c johnsnowlabs spark-nlp
diff --git a/docs/api/com/index.html b/docs/api/com/index.html
index fd4f44dbccf2d9..d58a0431a374d6 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.client.CloudClient" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.CloudClient" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.CloudClient</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.CloudClient" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.CloudClient" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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--- a/docs/api/com/johnsnowlabs/client/CloudManager.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.client.CloudManager" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.CloudManager" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.CloudManager</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.CloudManager" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.CloudManager" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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index 04684e43b42995..9f5e076f14bad2 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.client.CloudResources" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.CloudResources" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.CloudResources</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.CloudResources" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.CloudResources" />
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diff --git a/docs/api/com/johnsnowlabs/client/CloudStorage.html b/docs/api/com/johnsnowlabs/client/CloudStorage.html
index b777abbd11db5d..bf4881aa6b8d87 100644
--- a/docs/api/com/johnsnowlabs/client/CloudStorage.html
+++ b/docs/api/com/johnsnowlabs/client/CloudStorage.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.client.CloudStorage</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.client.CloudStorage" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.CloudStorage" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.CloudStorage</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.CloudStorage" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.CloudStorage" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/client/aws/AWSAnonymousCredentials.html b/docs/api/com/johnsnowlabs/client/aws/AWSAnonymousCredentials.html
index 4d6b11fe9fd07e..521f81d0c3c5d8 100644
--- a/docs/api/com/johnsnowlabs/client/aws/AWSAnonymousCredentials.html
+++ b/docs/api/com/johnsnowlabs/client/aws/AWSAnonymousCredentials.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.client.aws.AWSAnonymousCredentials</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.client.aws.AWSAnonymousCredentials" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.aws.AWSAnonymousCredentials" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.aws.AWSAnonymousCredentials</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.aws.AWSAnonymousCredentials" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.aws.AWSAnonymousCredentials" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/aws/AWSBasicCredentials.html b/docs/api/com/johnsnowlabs/client/aws/AWSBasicCredentials.html
index 81cb9768423d6e..b951a6f379f830 100644
--- a/docs/api/com/johnsnowlabs/client/aws/AWSBasicCredentials.html
+++ b/docs/api/com/johnsnowlabs/client/aws/AWSBasicCredentials.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.aws.AWSBasicCredentials" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.aws.AWSBasicCredentials</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.aws.AWSBasicCredentials" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.aws.AWSBasicCredentials" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/aws/AWSClient.html b/docs/api/com/johnsnowlabs/client/aws/AWSClient.html
index 7cdbfb4ed5ff33..b89075a5597583 100644
--- a/docs/api/com/johnsnowlabs/client/aws/AWSClient.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.aws.AWSClient" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.aws.AWSClient</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.aws.AWSClient" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.aws.AWSClient" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/aws/AWSCredentialsProvider.html b/docs/api/com/johnsnowlabs/client/aws/AWSCredentialsProvider.html
index aee20a3d08e200..a43d541359c4f0 100644
--- a/docs/api/com/johnsnowlabs/client/aws/AWSCredentialsProvider.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.client.aws.AWSCredentialsProvider</title>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.aws.AWSCredentialsProvider" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.aws.AWSCredentialsProvider</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.aws.AWSCredentialsProvider" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.aws.AWSCredentialsProvider" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/aws/AWSGateway.html b/docs/api/com/johnsnowlabs/client/aws/AWSGateway.html
index fe82827c18009a..272eabfa88150b 100644
--- a/docs/api/com/johnsnowlabs/client/aws/AWSGateway.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.aws.AWSGateway" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.aws.AWSGateway</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.aws.AWSGateway" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.aws.AWSGateway" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/aws/AWSProfileCredentials.html b/docs/api/com/johnsnowlabs/client/aws/AWSProfileCredentials.html
index 721769fab93f35..549faa3f5b4369 100644
--- a/docs/api/com/johnsnowlabs/client/aws/AWSProfileCredentials.html
+++ b/docs/api/com/johnsnowlabs/client/aws/AWSProfileCredentials.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.client.aws.AWSProfileCredentials</title>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.aws.AWSProfileCredentials" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.aws.AWSProfileCredentials</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.aws.AWSProfileCredentials" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.aws.AWSProfileCredentials" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/aws/AWSTokenCredentials.html b/docs/api/com/johnsnowlabs/client/aws/AWSTokenCredentials.html
index 38c7a843dfdffa..b58222d0c08029 100644
--- a/docs/api/com/johnsnowlabs/client/aws/AWSTokenCredentials.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.aws.AWSTokenCredentials" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.aws.AWSTokenCredentials</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.aws.AWSTokenCredentials" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.aws.AWSTokenCredentials" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/aws/CredentialParams.html b/docs/api/com/johnsnowlabs/client/aws/CredentialParams.html
index 2997df7c115d72..5dad0eea52b7c8 100644
--- a/docs/api/com/johnsnowlabs/client/aws/CredentialParams.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.aws.CredentialParams" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.aws.CredentialParams" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.aws.CredentialParams" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/aws/Credentials.html b/docs/api/com/johnsnowlabs/client/aws/Credentials.html
index c8d4add5a054f3..37dac31c72951a 100644
--- a/docs/api/com/johnsnowlabs/client/aws/Credentials.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.aws.Credentials" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.aws.Credentials</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.aws.Credentials" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.aws.Credentials" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/aws/index.html b/docs/api/com/johnsnowlabs/client/aws/index.html
index c847012aa8d263..d74e3a9bd073c9 100644
--- a/docs/api/com/johnsnowlabs/client/aws/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.aws" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.aws</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.aws" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.aws" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/azure/AzureClient.html b/docs/api/com/johnsnowlabs/client/azure/AzureClient.html
index 41cace8ff28a6d..7c7033030a0c3f 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.azure.AzureClient" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.azure.AzureClient</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.azure.AzureClient" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.azure.AzureClient" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/azure/AzureGateway.html b/docs/api/com/johnsnowlabs/client/azure/AzureGateway.html
index 45222feba82fc4..0da974c723a246 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.azure.AzureGateway" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.azure.AzureGateway</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.azure.AzureGateway" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.azure.AzureGateway" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/azure/index.html b/docs/api/com/johnsnowlabs/client/azure/index.html
index 6806f265a31563..ebfa00df54c5b9 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.client.azure" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.azure" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.azure</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.azure" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/gcp/GCPClient.html b/docs/api/com/johnsnowlabs/client/gcp/GCPClient.html
index 128dd8c692ccb4..82369874e813c7 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.gcp.GCPClient" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.gcp.GCPClient</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.gcp.GCPClient" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.gcp.GCPClient" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/gcp/GCPGateway.html b/docs/api/com/johnsnowlabs/client/gcp/GCPGateway.html
index eef2c8d6f91177..ecfa7ce9506d1f 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.gcp.GCPGateway" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.gcp.GCPGateway" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/gcp/index.html b/docs/api/com/johnsnowlabs/client/gcp/index.html
index 12baf97afc0710..3f198e9c745307 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.gcp" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.gcp" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/index.html b/docs/api/com/johnsnowlabs/client/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/util/CloudHelper$.html b/docs/api/com/johnsnowlabs/client/util/CloudHelper$.html
index 9758453f5cd20a..05b29fa4799090 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.util.CloudHelper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.client.util.CloudHelper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.util.CloudHelper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.client.util.CloudHelper" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/client/util/index.html b/docs/api/com/johnsnowlabs/client/util/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.client.util" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.client.util" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/collections/SearchTrie$.html b/docs/api/com/johnsnowlabs/collections/SearchTrie$.html
index fccda0501e6be0..146d839c673c40 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.collections.SearchTrie" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.collections.SearchTrie</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.collections.SearchTrie" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/collections/SearchTrie.html b/docs/api/com/johnsnowlabs/collections/SearchTrie.html
index 9604a1e0bf9bbf..c864b66f8f04a5 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.collections.SearchTrie" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.collections.SearchTrie" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/collections/StorageSearchTrie$.html b/docs/api/com/johnsnowlabs/collections/StorageSearchTrie$.html
index 4c6a018b8047c6..667e230394fdc7 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.collections.StorageSearchTrie" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.collections.StorageSearchTrie</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.collections.StorageSearchTrie" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/collections/StorageSearchTrie.html b/docs/api/com/johnsnowlabs/collections/StorageSearchTrie.html
index 661db76fa60697..b08a5ed0fabed8 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.collections.StorageSearchTrie" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.collections.StorageSearchTrie</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.collections.StorageSearchTrie" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.collections.StorageSearchTrie" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/collections/index.html b/docs/api/com/johnsnowlabs/collections/index.html
index 07c36e358db31a..0c7590940d6c39 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.collections" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.collections</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.collections" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/index.html b/docs/api/com/johnsnowlabs/index.html
index c5693a0e88914f..0e9bebceff7a7f 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs</title>
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+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/OpenAICompletion.html b/docs/api/com/johnsnowlabs/ml/ai/OpenAICompletion.html
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/seq2seq/OnnxT5EncoderDecoder.html b/docs/api/com/johnsnowlabs/ml/ai/seq2seq/OnnxT5EncoderDecoder.html
index 585fc446b2bd23..1b797996ea4894 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.seq2seq.OnnxT5EncoderDecoder" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.seq2seq.OnnxT5EncoderDecoder" />
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/seq2seq/T5EncoderDecoder.html b/docs/api/com/johnsnowlabs/ml/ai/seq2seq/T5EncoderDecoder.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.seq2seq.T5EncoderDecoder" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.seq2seq.T5EncoderDecoder" />
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/seq2seq/index.html b/docs/api/com/johnsnowlabs/ml/ai/seq2seq/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.seq2seq" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.seq2seq</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.seq2seq" />
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/t5/OnnxT5EncoderDecoder.html b/docs/api/com/johnsnowlabs/ml/ai/t5/OnnxT5EncoderDecoder.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.t5.OnnxT5EncoderDecoder" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.t5.OnnxT5EncoderDecoder" />
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/t5/T5EncoderDecoder$DecoderProcessor.html b/docs/api/com/johnsnowlabs/ml/ai/t5/T5EncoderDecoder$DecoderProcessor.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.t5.T5EncoderDecoder.DecoderProcessor" />
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/t5/T5EncoderDecoder.html b/docs/api/com/johnsnowlabs/ml/ai/t5/T5EncoderDecoder.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.t5.T5EncoderDecoder" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.t5.T5EncoderDecoder" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/t5/index.html b/docs/api/com/johnsnowlabs/ml/ai/t5/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.t5" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.t5" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.t5" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Generate.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Generate.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Generate" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Generate" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Generate" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/GenerationConfig.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/GenerationConfig.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.GenerationConfig" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.GenerationConfig" />
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.Logit" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.Logit" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.Logit" />
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.ForcedTokenLogitProcessor" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.ForcedTokenLogitProcessor</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.ForcedTokenLogitProcessor" />
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.LogitProcessor</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.LogitProcessor" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.LogitProcessor" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/MinLengthLogitProcessor.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/MinLengthLogitProcessor.html
index 878ed76f3023ba..0156e6486679a4 100644
--- a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/MinLengthLogitProcessor.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.MinLengthLogitProcessor</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.MinLengthLogitProcessor" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.MinLengthLogitProcessor" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.MinLengthLogitProcessor</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.MinLengthLogitProcessor" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.MinLengthLogitProcessor" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/NoRepeatNgramsLogitProcessor.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/NoRepeatNgramsLogitProcessor.html
index bdd1c1fe9237ca..005e3a6fea9088 100644
--- a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/NoRepeatNgramsLogitProcessor.html
+++ b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/NoRepeatNgramsLogitProcessor.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.NoRepeatNgramsLogitProcessor</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.NoRepeatNgramsLogitProcessor" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.NoRepeatNgramsLogitProcessor" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.NoRepeatNgramsLogitProcessor</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.NoRepeatNgramsLogitProcessor" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.NoRepeatNgramsLogitProcessor" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/RepetitionPenaltyLogitProcessor.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/RepetitionPenaltyLogitProcessor.html
index c1fcd81b8dcc45..eb685b3cae447e 100644
--- a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/RepetitionPenaltyLogitProcessor.html
+++ b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/RepetitionPenaltyLogitProcessor.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.RepetitionPenaltyLogitProcessor</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.RepetitionPenaltyLogitProcessor" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.RepetitionPenaltyLogitProcessor" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.RepetitionPenaltyLogitProcessor</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.RepetitionPenaltyLogitProcessor" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.RepetitionPenaltyLogitProcessor" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/SuppressLogitProcessor.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/SuppressLogitProcessor.html
index 2b1a4e26972e32..608f554b8ed855 100644
--- a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/SuppressLogitProcessor.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.SuppressLogitProcessor</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.SuppressLogitProcessor" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.SuppressLogitProcessor" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.SuppressLogitProcessor</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.SuppressLogitProcessor" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess.SuppressLogitProcessor" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/index.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/index.html
index fa6bbc4b062e80..02348c653a0cf0 100644
--- a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcess/index.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcess" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcessorList.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcessorList.html
index 68019875bd901c..119da3de0b6e91 100644
--- a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitProcessorList.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcessorList</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcessorList" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcessorList" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcessorList</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcessorList" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitProcessorList" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/LogitWarper.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/LogitWarper.html
index 8b5f23bfb5d444..9973d1278cd6fe 100644
--- a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/LogitWarper.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.LogitWarper</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.LogitWarper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.LogitWarper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.LogitWarper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.LogitWarper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.LogitWarper" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/TemperatureLogitWarper.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/TemperatureLogitWarper.html
index 4f40294b8a79ef..a8fbd73dd40e70 100644
--- a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/TemperatureLogitWarper.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TemperatureLogitWarper</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TemperatureLogitWarper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TemperatureLogitWarper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TemperatureLogitWarper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TemperatureLogitWarper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TemperatureLogitWarper" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/TopKLogitWarper.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/TopKLogitWarper.html
index 1d8fe545d760f9..8d019f3df818b9 100644
--- a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/TopKLogitWarper.html
+++ b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/TopKLogitWarper.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopKLogitWarper</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopKLogitWarper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopKLogitWarper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopKLogitWarper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopKLogitWarper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopKLogitWarper" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/TopPLogitWarper.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/TopPLogitWarper.html
index f401430a9333fb..47bd9de5305407 100644
--- a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/TopPLogitWarper.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopPLogitWarper</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopPLogitWarper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopPLogitWarper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopPLogitWarper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopPLogitWarper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper.TopPLogitWarper" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/index.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/LogitWarper/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit.LogitWarper" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/index.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Logit/index.html
index 2ee6e902ef92e3..69ff1c8bd8731e 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Logit</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Logit" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Logit" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/BeamHypotheses.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/BeamHypotheses.html
index a5c2c28c7d8731..3e6817115054e3 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Search.BeamHypotheses" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.ai.util.Generation.Search.BeamHypotheses</title>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/BeamScorer.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/BeamScorer.html
index 5d74eb347108a2..a15f4f27fc23b5 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Search.BeamScorer" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/BeamSearchScorer.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/BeamSearchScorer.html
index 873958a003adc3..24a414540e3251 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Search.BeamSearchScorer" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/index.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/Search/index.html
index efb8d079893f80..cebc4491d6068d 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation.Search" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation.Search" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/ai/util/Generation/index.html b/docs/api/com/johnsnowlabs/ml/ai/util/Generation/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util.Generation" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util.Generation" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.ai.util" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.ai.util" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/Attr.html b/docs/api/com/johnsnowlabs/ml/crf/Attr.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.Attr" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.Attr" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.Attr" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/AttrFeature.html b/docs/api/com/johnsnowlabs/ml/crf/AttrFeature.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.AttrFeature" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.AttrFeature</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.AttrFeature" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.AttrStat" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.AttrStat</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.AttrStat" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/CrfDataset.html b/docs/api/com/johnsnowlabs/ml/crf/CrfDataset.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.CrfDataset" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.CrfDataset" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.CrfParams" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.CrfParams</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.CrfParams" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.CrfParams" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/DatasetEncoder.html b/docs/api/com/johnsnowlabs/ml/crf/DatasetEncoder.html
index 4a8cba7402d6cb..5e163a938e7ee5 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/DatasetEncoder.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/DatasetEncoder.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.crf.DatasetEncoder</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetEncoder" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.DatasetEncoder" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.DatasetEncoder</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetEncoder" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.DatasetEncoder" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/DatasetMetadata.html b/docs/api/com/johnsnowlabs/ml/crf/DatasetMetadata.html
index 9ac0f72b8ce5d1..d869a7a8db28f2 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/DatasetMetadata.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/DatasetMetadata.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.crf.DatasetMetadata</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetMetadata" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.DatasetMetadata" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.DatasetMetadata</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetMetadata" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.DatasetMetadata" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/DatasetReader$.html b/docs/api/com/johnsnowlabs/ml/crf/DatasetReader$.html
index eed06f5961c6fa..360ae0eed79ef6 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/DatasetReader$.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/DatasetReader$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.crf.DatasetReader</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetReader" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.DatasetReader" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.DatasetReader</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetReader" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.DatasetReader" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/EdgeCalculator$.html b/docs/api/com/johnsnowlabs/ml/crf/EdgeCalculator$.html
index 4b682467c1b2bc..073fb1eacad07f 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/EdgeCalculator$.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/EdgeCalculator$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.crf.EdgeCalculator</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.crf.EdgeCalculator" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.EdgeCalculator" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.EdgeCalculator</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.EdgeCalculator" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.EdgeCalculator" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/FbCalculator.html b/docs/api/com/johnsnowlabs/ml/crf/FbCalculator.html
index 8971df21a69779..c89f0301898ed2 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/FbCalculator.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/FbCalculator.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.crf.FbCalculator</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.crf.FbCalculator" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.FbCalculator" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.FbCalculator</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.FbCalculator" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.FbCalculator" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/Instance.html b/docs/api/com/johnsnowlabs/ml/crf/Instance.html
index b895b03f53f5a9..5dfead39a507ff 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/Instance.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/Instance.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.crf.Instance</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.crf.Instance" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.Instance" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.Instance</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.Instance" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.Instance" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/InstanceLabels.html b/docs/api/com/johnsnowlabs/ml/crf/InstanceLabels.html
index 7c0e331afc063e..b9c83399f4d489 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/InstanceLabels.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/InstanceLabels.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.crf.InstanceLabels</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.crf.InstanceLabels" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.InstanceLabels" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.InstanceLabels</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.InstanceLabels" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.InstanceLabels" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/L2DecayStrategy.html b/docs/api/com/johnsnowlabs/ml/crf/L2DecayStrategy.html
index 1019e1474f4911..1d26a6172867e0 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/L2DecayStrategy.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/L2DecayStrategy.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.crf.L2DecayStrategy</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.crf.L2DecayStrategy" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.L2DecayStrategy" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.L2DecayStrategy</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.L2DecayStrategy" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.L2DecayStrategy" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrf.html b/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrf.html
index 1e354195d0fe39..3b123bd40bf736 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrf.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrf.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.crf.LinearChainCrf</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.crf.LinearChainCrf" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.LinearChainCrf" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.LinearChainCrf</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.LinearChainCrf" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.LinearChainCrf" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrfModel.html b/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrfModel.html
index e33dbf5354ef10..dab824880d3394 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrfModel.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/LinearChainCrfModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.crf.LinearChainCrfModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.crf.LinearChainCrfModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.LinearChainCrfModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.LinearChainCrfModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.LinearChainCrfModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.LinearChainCrfModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/SerializedDatasetMetadata.html b/docs/api/com/johnsnowlabs/ml/crf/SerializedDatasetMetadata.html
index 6c9b000bfcc947..a3363d78ab19b7 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/SerializedDatasetMetadata.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/SerializedDatasetMetadata.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.crf.SerializedDatasetMetadata</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.SerializedDatasetMetadata</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.SerializedDatasetMetadata" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/SerializedLinearChainCrfModel.html b/docs/api/com/johnsnowlabs/ml/crf/SerializedLinearChainCrfModel.html
index 4615dcd7e38d99..4bacee41967024 100644
--- a/docs/api/com/johnsnowlabs/ml/crf/SerializedLinearChainCrfModel.html
+++ b/docs/api/com/johnsnowlabs/ml/crf/SerializedLinearChainCrfModel.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.crf.SerializedLinearChainCrfModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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index 0be7126bfe9585..21999beb9d6371 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.SparseArray.SeqWrapper" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/SparseArray$.html b/docs/api/com/johnsnowlabs/ml/crf/SparseArray$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.SparseArray" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.SparseArray" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/SparseArray.html b/docs/api/com/johnsnowlabs/ml/crf/SparseArray.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.SparseArray" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.SparseArray" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/TextSentenceAttrs.html b/docs/api/com/johnsnowlabs/ml/crf/TextSentenceAttrs.html
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/TextSentenceLabels.html b/docs/api/com/johnsnowlabs/ml/crf/TextSentenceLabels.html
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/Transition.html b/docs/api/com/johnsnowlabs/ml/crf/Transition.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.Transition" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.VectorMath" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/WordAttrs.html b/docs/api/com/johnsnowlabs/ml/crf/WordAttrs.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf.WordAttrs" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf.WordAttrs" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/index.html b/docs/api/com/johnsnowlabs/ml/crf/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.crf" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.crf" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/index.html b/docs/api/com/johnsnowlabs/ml/index.html
index 93463d5705217a..f3514934cc9458 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/onnx/OnnxSession.html b/docs/api/com/johnsnowlabs/ml/onnx/OnnxSession.html
index 53b27c2700e9e3..59669ce9194cf2 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.onnx.OnnxSession" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.onnx.OnnxSession</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.onnx.OnnxSession" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/onnx/OnnxWrapper$$EncoderDecoderWrappers.html b/docs/api/com/johnsnowlabs/ml/onnx/OnnxWrapper$$EncoderDecoderWrappers.html
index 7b3f1ca6b4f4c2..8ea6a788e02308 100644
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/onnx/OnnxWrapper$.html b/docs/api/com/johnsnowlabs/ml/onnx/OnnxWrapper$.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.onnx.OnnxWrapper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.onnx.OnnxWrapper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.onnx.OnnxWrapper" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/onnx/OnnxWrapper.html b/docs/api/com/johnsnowlabs/ml/onnx/OnnxWrapper.html
index d935abc36b0b21..77d01c5affa3bb 100644
--- a/docs/api/com/johnsnowlabs/ml/onnx/OnnxWrapper.html
+++ b/docs/api/com/johnsnowlabs/ml/onnx/OnnxWrapper.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.onnx.OnnxWrapper</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.onnx.OnnxWrapper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.onnx.OnnxWrapper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.onnx.OnnxWrapper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.onnx.OnnxWrapper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.onnx.OnnxWrapper" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/onnx/ReadOnnxModel.html b/docs/api/com/johnsnowlabs/ml/onnx/ReadOnnxModel.html
index c817e44f674c0e..cb5ba39152379a 100644
--- a/docs/api/com/johnsnowlabs/ml/onnx/ReadOnnxModel.html
+++ b/docs/api/com/johnsnowlabs/ml/onnx/ReadOnnxModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.onnx.ReadOnnxModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.onnx.ReadOnnxModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.onnx.ReadOnnxModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.onnx.ReadOnnxModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.onnx.ReadOnnxModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.onnx.ReadOnnxModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -190,7 +190,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../../nlp/annotators/audio/ReadWhisperForCTCDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.ReadWhisperForCTCDLModel">ReadWhisperForCTCDLModel</a>, <a href="../../nlp/annotators/audio/WhisperForCTC$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/BertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/ReadAlbertForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel">ReadAlbertForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadAlbertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel">ReadAlbertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadAlbertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel">ReadAlbertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBertForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel">ReadBertForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel">ReadBertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel">ReadBertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadCamemBertForQADLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel">ReadCamemBertForQADLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadCamemBertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel">ReadCamemBertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadCamemBertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel">ReadCamemBertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDistilBertForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForQuestionAnsweringDLModel">ReadDistilBertForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDistilBertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForSequenceDLModel">ReadDistilBertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDistilBertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel">ReadDistilBertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadRoBertaForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForQuestionAnsweringDLModel">ReadRoBertaForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadRoBertaForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel">ReadRoBertaForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadRoBertaForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel">ReadRoBertaForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="../../nlp/annotators/cv/CLIPForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="../../nlp/annotators/cv/ReadCLIPForZeroShotClassificationModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ReadCLIPForZeroShotClassificationModel">ReadCLIPForZeroShotClassificationModel</a>, <a href="../../nlp/annotators/seq2seq/MarianTransformer$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="../../nlp/annotators/seq2seq/ReadMarianMTDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel">ReadMarianMTDLModel</a>, <a href="../../nlp/annotators/seq2seq/ReadT5TransformerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel">ReadT5TransformerDLModel</a>, <a href="../../nlp/annotators/seq2seq/T5Transformer$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="../../nlp/embeddings/AlbertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="../../nlp/embeddings/BertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="../../nlp/embeddings/BertSentenceEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="../../nlp/embeddings/CamemBertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="../../nlp/embeddings/DeBertaEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="../../nlp/embeddings/DistilBertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="../../nlp/embeddings/E5Embeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="../../nlp/embeddings/MPNetEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="../../nlp/embeddings/ReadAlbertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel">ReadAlbertDLModel</a>, <a href="../../nlp/embeddings/ReadBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel">ReadBertDLModel</a>, <a href="../../nlp/embeddings/ReadBertSentenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel">ReadBertSentenceDLModel</a>, <a href="../../nlp/embeddings/ReadCamemBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel">ReadCamemBertDLModel</a>, <a href="../../nlp/embeddings/ReadDeBertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel">ReadDeBertaDLModel</a>, <a href="../../nlp/embeddings/ReadDistilBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel">ReadDistilBertDLModel</a>, <a href="../../nlp/embeddings/ReadE5DLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel">ReadE5DLModel</a>, <a href="../../nlp/embeddings/ReadMPNetDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadMPNetDLModel">ReadMPNetDLModel</a>, <a href="../../nlp/embeddings/ReadRobertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel">ReadRobertaDLModel</a>, <a href="../../nlp/embeddings/ReadXlmRobertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel">ReadXlmRobertaDLModel</a>, <a href="../../nlp/embeddings/ReadXlmRobertaSentenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel">ReadXlmRobertaSentenceDLModel</a>, <a href="../../nlp/embeddings/RoBertaEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="../../nlp/embeddings/XlmRoBertaEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="../../nlp/embeddings/XlmRoBertaSentenceEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a></div>
+            <div class="subClasses hiddenContent"><a href="../../nlp/annotators/audio/ReadWhisperForCTCDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.ReadWhisperForCTCDLModel">ReadWhisperForCTCDLModel</a>, <a href="../../nlp/annotators/audio/WhisperForCTC$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/BertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/ReadAlbertForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel">ReadAlbertForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadAlbertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel">ReadAlbertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadAlbertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel">ReadAlbertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBertForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel">ReadBertForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel">ReadBertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel">ReadBertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadCamemBertForQADLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel">ReadCamemBertForQADLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadCamemBertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel">ReadCamemBertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadCamemBertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel">ReadCamemBertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel">ReadDeBertaForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel">ReadDeBertaForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel">ReadDeBertaForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDistilBertForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForQuestionAnsweringDLModel">ReadDistilBertForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDistilBertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForSequenceDLModel">ReadDistilBertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDistilBertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel">ReadDistilBertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadRoBertaForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForQuestionAnsweringDLModel">ReadRoBertaForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadRoBertaForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel">ReadRoBertaForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadRoBertaForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel">ReadRoBertaForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="../../nlp/annotators/cv/CLIPForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="../../nlp/annotators/cv/ReadCLIPForZeroShotClassificationModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ReadCLIPForZeroShotClassificationModel">ReadCLIPForZeroShotClassificationModel</a>, <a href="../../nlp/annotators/seq2seq/MarianTransformer$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="../../nlp/annotators/seq2seq/ReadMarianMTDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel">ReadMarianMTDLModel</a>, <a href="../../nlp/annotators/seq2seq/ReadT5TransformerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel">ReadT5TransformerDLModel</a>, <a href="../../nlp/annotators/seq2seq/T5Transformer$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="../../nlp/embeddings/AlbertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="../../nlp/embeddings/BGEEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <a href="../../nlp/embeddings/BertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="../../nlp/embeddings/BertSentenceEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="../../nlp/embeddings/CamemBertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="../../nlp/embeddings/DeBertaEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="../../nlp/embeddings/DistilBertEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="../../nlp/embeddings/E5Embeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="../../nlp/embeddings/MPNetEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="../../nlp/embeddings/ReadAlbertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel">ReadAlbertDLModel</a>, <a href="../../nlp/embeddings/ReadBGEDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel">ReadBGEDLModel</a>, <a href="../../nlp/embeddings/ReadBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel">ReadBertDLModel</a>, <a href="../../nlp/embeddings/ReadBertSentenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel">ReadBertSentenceDLModel</a>, <a href="../../nlp/embeddings/ReadCamemBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel">ReadCamemBertDLModel</a>, <a href="../../nlp/embeddings/ReadDeBertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel">ReadDeBertaDLModel</a>, <a href="../../nlp/embeddings/ReadDistilBertDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel">ReadDistilBertDLModel</a>, <a href="../../nlp/embeddings/ReadE5DLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadE5DLModel">ReadE5DLModel</a>, <a href="../../nlp/embeddings/ReadMPNetDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadMPNetDLModel">ReadMPNetDLModel</a>, <a href="../../nlp/embeddings/ReadRobertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel">ReadRobertaDLModel</a>, <a href="../../nlp/embeddings/ReadXlmRobertaDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel">ReadXlmRobertaDLModel</a>, <a href="../../nlp/embeddings/ReadXlmRobertaSentenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel">ReadXlmRobertaSentenceDLModel</a>, <a href="../../nlp/embeddings/RoBertaEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="../../nlp/embeddings/XlmRoBertaEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="../../nlp/embeddings/XlmRoBertaSentenceEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/ml/onnx/TensorResources$$implicits$$OnnxSessionResult.html b/docs/api/com/johnsnowlabs/ml/onnx/TensorResources$$implicits$$OnnxSessionResult.html
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/onnx/TensorResources$$implicits$.html b/docs/api/com/johnsnowlabs/ml/onnx/TensorResources$$implicits$.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.onnx.TensorResources.implicits" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/onnx/TensorResources$.html b/docs/api/com/johnsnowlabs/ml/onnx/TensorResources$.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.onnx.TensorResources" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/onnx/TensorResources.html b/docs/api/com/johnsnowlabs/ml/onnx/TensorResources.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.onnx.TensorResources" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/onnx/WriteOnnxModel.html b/docs/api/com/johnsnowlabs/ml/onnx/WriteOnnxModel.html
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@@ -190,7 +190,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
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-            <div class="subClasses hiddenContent"><a href="../../nlp/annotators/audio/WhisperForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="../../nlp/annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="../../nlp/annotators/ner/dl/ZeroShotNerModel.html" 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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/DatasetEncoderParams.html b/docs/api/com/johnsnowlabs/ml/tensorflow/DatasetEncoderParams.html
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/NerDatasetEncoder.html b/docs/api/com/johnsnowlabs/ml/tensorflow/NerDatasetEncoder.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.NerDatasetEncoder" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/ReadTensorflowModel.html b/docs/api/com/johnsnowlabs/ml/tensorflow/ReadTensorflowModel.html
index 568695c93f1c8f..964e17c1651076 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/ReadTensorflowModel.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/ReadTensorflowModel.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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@@ -258,7 +258,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../../nlp/annotators/audio/HubertForCTC$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="../../nlp/annotators/audio/ReadHubertForAudioDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.ReadHubertForAudioDLModel">ReadHubertForAudioDLModel</a>, <a href="../../nlp/annotators/audio/ReadWav2Vec2ForAudioDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.ReadWav2Vec2ForAudioDLModel">ReadWav2Vec2ForAudioDLModel</a>, <a href="../../nlp/annotators/audio/ReadWhisperForCTCDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.ReadWhisperForCTCDLModel">ReadWhisperForCTCDLModel</a>, <a href="../../nlp/annotators/audio/Wav2Vec2ForCTC$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="../../nlp/annotators/audio/WhisperForCTC$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BartForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification">BartForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/BertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/ClassifierDLModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/MultiClassifierDLModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadAlbertForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel">ReadAlbertForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadAlbertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel">ReadAlbertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadAlbertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel">ReadAlbertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBartForZeroShotDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBartForZeroShotDLModel">ReadBartForZeroShotDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBertForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel">ReadBertForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel">ReadBertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel">ReadBertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadBertForZeroShotDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel">ReadBertForZeroShotDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadCamemBertForQADLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel">ReadCamemBertForQADLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadCamemBertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel">ReadCamemBertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadCamemBertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel">ReadCamemBertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadClassifierDLTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel">ReadClassifierDLTensorflowModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel">ReadDeBertaForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel">ReadDeBertaForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel">ReadDeBertaForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDistilBertForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForQuestionAnsweringDLModel">ReadDistilBertForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDistilBertForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForSequenceDLModel">ReadDistilBertForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDistilBertForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel">ReadDistilBertForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadDistilBertForZeroShotDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForZeroShotDLModel">ReadDistilBertForZeroShotDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadLongformerForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForQuestionAnsweringDLModel">ReadLongformerForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadLongformerForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForSequenceDLModel">ReadLongformerForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadLongformerForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel">ReadLongformerForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadMultiClassifierDLTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadMultiClassifierDLTensorflowModel">ReadMultiClassifierDLTensorflowModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadRoBertaForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForQuestionAnsweringDLModel">ReadRoBertaForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadRoBertaForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel">ReadRoBertaForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadRoBertaForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel">ReadRoBertaForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadRoBertaForZeroShotDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForZeroShotDLModel">ReadRoBertaForZeroShotDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadSentimentDLTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadSentimentDLTensorflowModel">ReadSentimentDLTensorflowModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadTapasForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel">ReadTapasForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadXlmRoBertaForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel">ReadXlmRoBertaForQuestionAnsweringDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadXlmRoBertaForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel">ReadXlmRoBertaForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadXlmRoBertaForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel">ReadXlmRoBertaForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadXlmRoBertaForZeroShotDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForZeroShotDLModel">ReadXlmRoBertaForZeroShotDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadXlnetForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel">ReadXlnetForSequenceDLModel</a>, <a href="../../nlp/annotators/classifier/dl/ReadXlnetForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForTokenDLModel">ReadXlnetForTokenDLModel</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/SentimentDLModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="../../nlp/annotators/classifier/dl/TapasForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlnetForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlnetForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="../../nlp/annotators/coref/ReadSpanBertCorefTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.ReadSpanBertCorefTensorflowModel">ReadSpanBertCorefTensorflowModel</a>, <a href="../../nlp/annotators/coref/SpanBertCorefModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="../../nlp/annotators/cv/CLIPForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="../../nlp/annotators/cv/ConvNextForImageClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="../../nlp/annotators/cv/ReadCLIPForZeroShotClassificationModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ReadCLIPForZeroShotClassificationModel">ReadCLIPForZeroShotClassificationModel</a>, <a href="../../nlp/annotators/cv/ReadConvNextForImageDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ReadConvNextForImageDLModel">ReadConvNextForImageDLModel</a>, <a href="../../nlp/annotators/cv/ReadSwinForImageDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ReadSwinForImageDLModel">ReadSwinForImageDLModel</a>, <a href="../../nlp/annotators/cv/ReadViTForImageDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ReadViTForImageDLModel">ReadViTForImageDLModel</a>, <a href="../../nlp/annotators/cv/ReadVisionEncoderDecoderDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ReadVisionEncoderDecoderDLModel">ReadVisionEncoderDecoderDLModel</a>, <a href="../../nlp/annotators/cv/SwinForImageClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="../../nlp/annotators/cv/ViTForImageClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="../../nlp/annotators/cv/VisionEncoderDecoderForImageCaptioning$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="../../nlp/annotators/ld/dl/LanguageDetectorDL$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="../../nlp/annotators/ld/dl/ReadLanguageDetectorDLTensorflowModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.ReadLanguageDetectorDLTensorflowModel">ReadLanguageDetectorDLTensorflowModel</a>, <a href="../../nlp/annotators/ner/dl/NerDLModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="../../nlp/annotators/ner/dl/ReadZeroShotNerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadZeroShotNerDLModel">ReadZeroShotNerDLModel</a>, <a href="../../nlp/annotators/ner/dl/ReadsNERGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph">ReadsNERGraph</a>, <a href="../../nlp/annotators/ner/dl/ZeroShotNerModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="../../nlp/annotators/sentence_detector_dl/ReadsSentenceDetectorDLGraph.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.ReadsSentenceDetectorDLGraph">ReadsSentenceDetectorDLGraph</a>, <a href="../../nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a 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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowWrapper.html b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowWrapper.html
index 34ee553a065311..85fd270a889710 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowWrapper.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/TensorflowWrapper.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/Variables.html b/docs/api/com/johnsnowlabs/ml/tensorflow/Variables.html
index b1a68240709ccf..84a714a70a00a0 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/Variables.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/Variables.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.Variables</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.Variables" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.Variables" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.Variables</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.Variables" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.Variables" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/WriteTensorflowModel.html b/docs/api/com/johnsnowlabs/ml/tensorflow/WriteTensorflowModel.html
index 25755d270b925f..1ec1ce5a0928bb 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/WriteTensorflowModel.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/WriteTensorflowModel.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
@@ -258,7 +258,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../../nlp/annotators/audio/HubertForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="../../nlp/annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="../../nlp/annotators/audio/WhisperForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BartForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification">BartForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="../../nlp/annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="../../nlp/annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="../../nlp/annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="../../nlp/annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="../../nlp/annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="../../nlp/annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="../../nlp/annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="../../nlp/annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="../../nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="../../nlp/annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="../../nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="../../nlp/annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="../../nlp/annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="../../nlp/annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="../../nlp/annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="../../nlp/annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="../../nlp/embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="../../nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="../../nlp/embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="../../nlp/embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="../../nlp/embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="../../nlp/embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="../../nlp/embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="../../nlp/embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="../../nlp/embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="../../nlp/embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="../../nlp/embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="../../nlp/embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="../../nlp/embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="../../nlp/embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="../../nlp/embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="../../nlp/embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="../../nlp/embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
+            <div class="subClasses hiddenContent"><a href="../../nlp/annotators/audio/HubertForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="../../nlp/annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="../../nlp/annotators/audio/WhisperForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BartForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification">BartForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="../../nlp/annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="../../nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a 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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/SentencePieceProcessor.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/SentencePieceProcessor.html
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/WriteSentencePieceModel.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/WriteSentencePieceModel.html
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/index.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sentencepiece/index.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sentencepiece</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sentencepiece" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sentencepiece" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sentencepiece</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sentencepiece" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sentencepiece" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$AttentionMask$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$AttentionMask$.html
index cb1d210e8bf051..8ac788cf5fff99 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$AttentionMask$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$AttentionMask$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMask</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMask" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMask" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMask</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMask" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMask" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$AttentionMaskV1$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$AttentionMaskV1$.html
index 64f8e73c4b8ed4..743c9419498852 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$AttentionMaskV1$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$AttentionMaskV1$.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMaskV1</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMaskV1" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMaskV1" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMaskV1</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMaskV1" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AttentionMaskV1" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$AudioValuesInput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$AudioValuesInput$.html
index ac4f1ac6a96b99..7d3165abbbbe76 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$AudioValuesInput$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$AudioValuesInput$.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AudioValuesInput</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AudioValuesInput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AudioValuesInput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AudioValuesInput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AudioValuesInput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.AudioValuesInput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderEncoderAttentionMask$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderEncoderAttentionMask$.html
index af71f0d07d9e88..54c10468a0c649 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderEncoderAttentionMask$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderEncoderAttentionMask$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderAttentionMask</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderAttentionMask" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderAttentionMask" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderAttentionMask</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderAttentionMask" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderAttentionMask" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderEncoderInputIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderEncoderInputIds$.html
index 69a1cc0767c2b3..c3b61f97828afd 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderEncoderInputIds$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderEncoderInputIds$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderInputIds</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderInputIds" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderInputIds" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderInputIds</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderInputIds" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderEncoderInputIds" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderInputCache1$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderInputCache1$.html
index 2ab00b25ee3749..624c02950df0c6 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderInputCache1$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderInputCache1$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache1</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache1" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache1" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache1</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache1" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache1" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderInputCache2$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderInputCache2$.html
index 3654742d0988d9..081d92c27b0b3e 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderInputCache2$.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache2</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache2" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache2" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache2</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache2" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputCache2" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderInputIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderInputIds$.html
index 93a849a8bd5559..b947bbb25a3ca9 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedDecoderInputIds$.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputIds</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputIds" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputIds" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputIds</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputIds" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedDecoderInputIds" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedEncoderOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedEncoderOutput$.html
index d24a2d657bbd0d..2f774b056e5ecc 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedEncoderOutput$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedEncoderOutput$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedEncoderOutput</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedEncoderOutput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedEncoderOutput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedEncoderOutput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedEncoderOutput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedEncoderOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedLogitsOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedLogitsOutput$.html
index a19feb70fc370f..75928bcb10c592 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedLogitsOutput$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedLogitsOutput</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedLogitsOutput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedLogitsOutput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedLogitsOutput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedLogitsOutput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedLogitsOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedOutPut2$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedOutPut2$.html
index 5c0b9e127e5212..3120f4ee59b43e 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedOutPut2$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutPut2</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutPut2" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutPut2" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutPut2</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutPut2" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutPut2" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedOutput1$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedOutput1$.html
index c6922d312618b8..725fbdbdcae30e 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedOutput1$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$CachedOutput1$.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutput1</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutput1" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutput1" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutput1</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutput1" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.CachedOutput1" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DType$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DType$.html
index fe1fef6861ed21..a0b9003d0526bb 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DType$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DType$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DType</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DType" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DType" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DType</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DType" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DType" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderAttentionMask$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderAttentionMask$.html
index 6001778885e41b..0ce143f40cac34 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderAttentionMask$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderAttentionMask$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderAttentionMask</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderAttentionMask" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderAttentionMask" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderAttentionMask</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderAttentionMask" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderAttentionMask" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedCache1Key$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedCache1Key$.html
index 743e3830c4f225..2a2ad0b16b0f2d 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedCache1Key$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedCache1Key$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedCache1Key</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedCache1Key" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedCache1Key" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedCache1Key</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedCache1Key" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedCache1Key" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedCache2Key$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedCache2Key$.html
index 3364f0e3e937d3..aa6f54fe80b877 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedCache2Key$.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedCache2Key</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedCache2Key" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedCache2Key" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedCache2Key</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedCache2Key" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedCache2Key" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedEncoderAttentionKey$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedEncoderAttentionKey$.html
index 90e4f883bd70f7..ba8b4564447c02 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedEncoderAttentionKey$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedEncoderAttentionKey$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedEncoderAttentionKey</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedEncoderAttentionKey" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedEncoderAttentionKey" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedEncoderAttentionKey</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedEncoderAttentionKey" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedEncoderAttentionKey" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedEncoderStateKey$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedEncoderStateKey$.html
index 39d05c60435deb..212d10ac33024b 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedEncoderStateKey$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedEncoderStateKey</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedEncoderStateKey" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedEncoderStateKey" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedEncoderStateKey</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedEncoderStateKey" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedEncoderStateKey" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedInputIdsKey$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedInputIdsKey$.html
index 2f401f5ca1cdbc..aeff6280c68dbe 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedInputIdsKey$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedInputIdsKey</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedInputIdsKey" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedInputIdsKey" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedInputIdsKey</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedInputIdsKey" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedInputIdsKey" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedOutput$.html
index 7b493e78d937b8..0d9ea421d9b2a5 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedOutput$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutput</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedOutputCache1Key$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedOutputCache1Key$.html
index b25b022fcda51a..e077ff3847d7b0 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedOutputCache1Key$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputCache1Key</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputCache1Key" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputCache1Key" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputCache1Key</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputCache1Key" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputCache1Key" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedOutputCache2Key$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedOutputCache2Key$.html
index 693f2f04e6e623..c31d8879699537 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedOutputCache2Key$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputCache2Key</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputCache2Key" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputCache2Key" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputCache2Key</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputCache2Key" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputCache2Key" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedOutputKey$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedOutputKey$.html
index 7a2d861027935f..7c865f40b939e1 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderCachedOutputKey$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputKey</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputKey" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputKey" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputKey</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputKey" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderCachedOutputKey" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderEncoderAttentionMask$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderEncoderAttentionMask$.html
index 37883fa24122ef..dbb7b32da7d898 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderEncoderAttentionMask$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderAttentionMask</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderAttentionMask" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderAttentionMask" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderAttentionMask</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderAttentionMask" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderAttentionMask" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderEncoderInputIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderEncoderInputIds$.html
index 8b7c555d4eda84..91e8c129ae825e 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderEncoderInputIds$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderInputIds</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderInputIds" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderInputIds" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderInputIds</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderInputIds" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderEncoderInputIds" />
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         </head>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderInitOutputCache1Key$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderInitOutputCache1Key$.html
index b2b81846915309..ba71dc60f9d9d2 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderInitOutputCache1Key$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInitOutputCache1Key</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInitOutputCache1Key" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInitOutputCache1Key" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInitOutputCache1Key</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInitOutputCache1Key" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInitOutputCache1Key" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderInitOutputCache2Key$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderInitOutputCache2Key$.html
index 385929199835d9..9e12cae68c2e4f 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderInitOutputCache2Key$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInitOutputCache2Key</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInitOutputCache2Key" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInitOutputCache2Key" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInitOutputCache2Key</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInitOutputCache2Key" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInitOutputCache2Key" />
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         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderInputIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderInputIds$.html
index 5e657fa2d72681..47cd33733cdac4 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderInputIds$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInputIds</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInputIds" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInputIds" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInputIds</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInputIds" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderInputIds" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderOutput$.html
index b514f5b3ea7c38..040e26aac96a1e 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DecoderOutput$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderOutput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderOutput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderOutput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderOutput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DecoderOutput" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DimCount$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DimCount$.html
index 3fee98f19deddf..88d02821efa496 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$DimCount$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DimCount" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DimCount" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DimCount</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DimCount" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.DimCount" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderAttentionMask$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderAttentionMask$.html
index d36513c083e31e..6d576d85763a54 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderAttentionMask" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderAttentionMask" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderAttentionMask</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderAttentionMask" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderAttentionMask" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderContextMask$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderContextMask$.html
index 61d5916fba3248..c0de6ce65b696b 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderContextMask$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderContextMask" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderContextMask" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderContextMask</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderContextMask" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderContextMask" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderInputIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderInputIds$.html
index c43032af7bf4e7..3dd7c413eb65e7 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderInputIds" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderInputIds" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderInputIds</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderInputIds" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderInputIds" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderOutput$.html
index a464fe93b47317..ccefb879a86a6f 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EncoderOutput$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderOutput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderOutput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderOutput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderOutput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EncoderOutput" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EndLogitsOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EndLogitsOutput$.html
index 89e3ffcef039e9..85eea2b0a003ef 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$EndLogitsOutput$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EndLogitsOutput</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EndLogitsOutput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EndLogitsOutput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EndLogitsOutput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EndLogitsOutput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.EndLogitsOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitCachedOutPut2$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitCachedOutPut2$.html
index 2cee5382dfd61c..7eca5513ffd6b3 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitCachedOutPut2$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutPut2</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutPut2" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutPut2" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutPut2</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutPut2" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutPut2" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitCachedOutput1$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitCachedOutput1$.html
index 1e02d4cdcea44f..9a43501ee502ff 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitCachedOutput1$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutput1</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutput1" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutput1" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutput1</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutput1" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitCachedOutput1" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderEncoderAttentionMask$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderEncoderAttentionMask$.html
index 4f1fffc57a62a2..4fb13f7aec13bf 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderEncoderAttentionMask$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderAttentionMask</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderAttentionMask" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderAttentionMask" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderAttentionMask</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderAttentionMask" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderAttentionMask" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderEncoderInputIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderEncoderInputIds$.html
index 97a7a7de4b161c..f266e68f17757e 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderEncoderInputIds$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderInputIds</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderInputIds" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderInputIds" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderInputIds</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderInputIds" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderEncoderInputIds" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderInputIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderInputIds$.html
index 91ef7b8b5ddd69..e9c27a7f4a9760 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitDecoderInputIds$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitDecoderInputIds" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitLogitsOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitLogitsOutput$.html
index e184202cb57cab..4f2d1eefad0e3c 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InitLogitsOutput$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitLogitsOutput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitLogitsOutput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitLogitsOutput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitLogitsOutput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InitLogitsOutput" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InputIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InputIds$.html
index a9a9e09a8cb081..1e71a190c9b3d2 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InputIds$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIds" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIds" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIds</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIds" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIds" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InputIdsV1$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$InputIdsV1$.html
index f839d309e89a95..e7bb1c0fff310d 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIdsV1" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIdsV1" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIdsV1</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIdsV1" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.InputIdsV1" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$LastHiddenState$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$LastHiddenState$.html
index 4f94001b9785db..44e96985b27963 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenState" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenState" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenState</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenState" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenState" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$LastHiddenStateV1$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$LastHiddenStateV1$.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenStateV1</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenStateV1" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenStateV1" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenStateV1</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenStateV1" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LastHiddenStateV1" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$LogitsOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$LogitsOutput$.html
index 6b09cd5112a6c3..b9a45e6af80253 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$LogitsOutput$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$LogitsOutput$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LogitsOutput</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LogitsOutput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LogitsOutput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LogitsOutput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LogitsOutput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.LogitsOutput" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$Name$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$Name$.html
index f33b55dce9d49d..623f6cfe986618 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$Name$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$Name$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.Name</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.Name" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.Name" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.Name</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.Name" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.Name" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$PixelValuesInput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$PixelValuesInput$.html
index 21d51fa0f12710..445a7838e72387 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$PixelValuesInput$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$PixelValuesInput$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PixelValuesInput</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PixelValuesInput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PixelValuesInput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PixelValuesInput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PixelValuesInput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PixelValuesInput" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$PoolerOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$PoolerOutput$.html
index 9029de3e799ec7..6f96ed6cde5207 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$PoolerOutput$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutput</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutput" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$PoolerOutputV1$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$PoolerOutputV1$.html
index e2a54e4934bc5c..2b264522b17cca 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$PoolerOutputV1$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$PoolerOutputV1$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutputV1</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutputV1" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutputV1" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutputV1</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutputV1" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.PoolerOutputV1" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$SerializedSize$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$SerializedSize$.html
index 0d8cd14bad4354..fa0afc10005bce 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$SerializedSize$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$SerializedSize$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.SerializedSize</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.SerializedSize" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.SerializedSize" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.SerializedSize</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.SerializedSize" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.SerializedSize" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$ShapeDimList$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$ShapeDimList$.html
index 3c96d917e9c79f..cdd44443005e5f 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$ShapeDimList$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.ShapeDimList</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.ShapeDimList" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.ShapeDimList" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.ShapeDimList</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.ShapeDimList" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.ShapeDimList" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$StartLogitsOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$StartLogitsOutput$.html
index 481f8515ec1735..3eda9025052cff 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$StartLogitsOutput$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.StartLogitsOutput</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.StartLogitsOutput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.StartLogitsOutput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.StartLogitsOutput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.StartLogitsOutput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.StartLogitsOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoDescriptor.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoDescriptor.html
index 739907fffc1daa..73c2ead3804d8a 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoDescriptor.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoDescriptor</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoDescriptor" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoDescriptor" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoDescriptor</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoDescriptor" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoDescriptor" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoNameMapper.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoNameMapper.html
index 55a979261ccdde..217fdc45b91d5a 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TFInfoNameMapper.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TFInfoNameMapper" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TapasLogitsAggregationOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TapasLogitsAggregationOutput$.html
index cda06d2b8b4c59..95b5edb1c72c0e 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TapasLogitsAggregationOutput$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsAggregationOutput</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsAggregationOutput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsAggregationOutput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsAggregationOutput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsAggregationOutput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsAggregationOutput" />
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         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TapasLogitsOutput$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TapasLogitsOutput$.html
index dcdc5de95d9355..fd55f4f8d4c709 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TapasLogitsOutput$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TapasLogitsOutput$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsOutput</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsOutput" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsOutput" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsOutput</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsOutput" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TapasLogitsOutput" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TokenTypeIds$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TokenTypeIds$.html
index f63197ccd61dd0..464c2793734914 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TokenTypeIds$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TokenTypeIds$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIds</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIds" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIds" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIds</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIds" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIds" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TokenTypeIdsV1$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TokenTypeIdsV1$.html
index dec50fec086323..a60e7f445ba39b 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TokenTypeIdsV1$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$$TokenTypeIdsV1$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants.TokenTypeIdsV1" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$.html
index 9c34854f119f5d..8ab97d64a65484 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureConstants$.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureConstants" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureManager$.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureManager$.html
index 98150475bbfa6e..b2d66a8ec164f2 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/ModelSignatureManager$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureManager</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureManager" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureManager" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureManager</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureManager" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign.ModelSignatureManager" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/index.html b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/index.html
index 931d3cd429ac94..e0a11341b30aad 100644
--- a/docs/api/com/johnsnowlabs/ml/tensorflow/sign/index.html
+++ b/docs/api/com/johnsnowlabs/ml/tensorflow/sign/index.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.tensorflow.sign</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.tensorflow.sign" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.tensorflow.sign" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/util/LinAlg$$implicits$$ExtendedDenseMatrix.html b/docs/api/com/johnsnowlabs/ml/util/LinAlg$$implicits$$ExtendedDenseMatrix.html
index da78e4a18b8429..5abd37e713da63 100644
--- a/docs/api/com/johnsnowlabs/ml/util/LinAlg$$implicits$$ExtendedDenseMatrix.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.util.LinAlg.implicits.ExtendedDenseMatrix</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.util.LinAlg.implicits.ExtendedDenseMatrix" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.util.LinAlg.implicits.ExtendedDenseMatrix" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.util.LinAlg.implicits.ExtendedDenseMatrix</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.util.LinAlg.implicits.ExtendedDenseMatrix" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.util.LinAlg.implicits.ExtendedDenseMatrix" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/util/LinAlg$$implicits$.html b/docs/api/com/johnsnowlabs/ml/util/LinAlg$$implicits$.html
index 7841258ba88876..4132927d425e9a 100644
--- a/docs/api/com/johnsnowlabs/ml/util/LinAlg$$implicits$.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.util.LinAlg.implicits</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.util.LinAlg.implicits" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.util.LinAlg.implicits" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.util.LinAlg.implicits</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.util.LinAlg.implicits" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.util.LinAlg.implicits" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/ml/util/LinAlg$.html b/docs/api/com/johnsnowlabs/ml/util/LinAlg$.html
index e6b4775556c169..0eb4b9e845f09f 100644
--- a/docs/api/com/johnsnowlabs/ml/util/LinAlg$.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.ml.util.LinAlg</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.ml.util.LinAlg" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.util.LinAlg" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.util.LinAlg</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.util.LinAlg" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.util.LinAlg" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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@@ -333,10 +333,10 @@ <h3>Value Members</h3>
       </span>
       
       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
-    </li><li name="com.johnsnowlabs.ml.util.LinAlg#avgPooling" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
-      <a id="avgPooling(embeddings:Array[Float],attentionMask:Array[Long],dim:Int):Array[Float]"></a><a id="avgPooling(Array[Float],Array[Long],Int):Array[Float]"></a>
+    </li><li name="com.johnsnowlabs.ml.util.LinAlg#avgPooling" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="avgPooling(flattenEmbeddings:Array[Float],attentionMask:Array[Array[Long]],shape:Array[Long]):breeze.linalg.DenseMatrix[Float]"></a><a id="avgPooling(Array[Float],Array[Array[Long]],Array[Long]):DenseMatrix[Float]"></a>
       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/LinAlg$.html#avgPooling(embeddings:Array[Float],attentionMask:Array[Long],dim:Int):Array[Float]" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/LinAlg$.html#avgPooling(flattenEmbeddings:Array[Float],attentionMask:Array[Array[Long]],shape:Array[Long]):breeze.linalg.DenseMatrix[Float]" title="Permalink">
         <i class="material-icons"></i>
       </a>
     </span>
@@ -345,10 +345,18 @@ <h3>Value Members</h3>
         <span class="kind">def</span>
       </span>
       <span class="symbol">
-        <span class="name">avgPooling</span><span class="params">(<span name="embeddings">embeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="attentionMask">attentionMask: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Long">Long</span>]</span>, <span name="dim">dim: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
-      </span>
-      
-      
+        <span class="name">avgPooling</span><span class="params">(<span name="flattenEmbeddings">flattenEmbeddings: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="attentionMask">attentionMask: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Long">Long</span>]]</span>, <span name="shape">shape: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Long">Long</span>]</span>)</span><span class="result">: <span class="extype" name="breeze.linalg.DenseMatrix">DenseMatrix</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Performs average pooling on embeddings using an attention mask.</p><div class="fullcomment"><div class="comment cmt"><p>Performs average pooling on embeddings using an attention mask.</p><p>This method takes flattened embeddings, an attention mask, and the shape of the embeddings,
+and computes the average pooling. The pooling is done by grouping the embeddings based on
+the attention mask and computing the weighted sum of these groups. The result is normalized
+by the total weight of the attention mask.
+</p></div><dl class="paramcmts block"><dt class="param">flattenEmbeddings</dt><dd class="cmt"><p>
+  Array of flattened embeddings</p></dd><dt class="param">attentionMask</dt><dd class="cmt"><p>
+  2D Array representing the attention mask</p></dd><dt class="param">shape</dt><dd class="cmt"><p>
+  Array representing the shape of the embeddings (dimensions)</p></dd><dt>returns</dt><dd class="cmt"><p>
+  A DenseMatrix of floats representing the average pooled embeddings</p></dd></dl></div>
     </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="clone():Object"></a><a id="clone():AnyRef"></a>
       <span class="permalink">
@@ -373,6 +381,27 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.util.LinAlg#denseMatrixToArray" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="denseMatrixToArray(matrix:breeze.linalg.DenseMatrix[Float]):Array[Array[Float]]"></a><a id="denseMatrixToArray(DenseMatrix[Float]):Array[Array[Float]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/LinAlg$.html#denseMatrixToArray(matrix:breeze.linalg.DenseMatrix[Float]):Array[Array[Float]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">denseMatrixToArray</span><span class="params">(<span name="matrix">matrix: <span class="extype" name="breeze.linalg.DenseMatrix">DenseMatrix</span>[<span class="extype" name="scala.Float">Float</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Converts a DenseMatrix to a 2D array of floats.</p><div class="fullcomment"><div class="comment cmt"><p>Converts a DenseMatrix to a 2D array of floats.</p><p>This method is used to transform a DenseMatrix[Float] into a two-dimensional array. It
+iterates over the rows and columns of the DenseMatrix, copying each element into the
+corresponding position in the newly created 2D array.
+</p></div><dl class="paramcmts block"><dt class="param">matrix</dt><dd class="cmt"><p>
+  DenseMatrix[Float] that needs to be converted to a 2D array</p></dd><dt>returns</dt><dd class="cmt"><p>
+  An 2D array representing the same data as the input DenseMatrix</p></dd></dl></div>
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@@ -481,26 +510,34 @@ <h3>Value Members</h3>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
-    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
-      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+    </li><li name="com.johnsnowlabs.ml.util.LinAlg#l2Normalize" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="l2Normalize(embeddings:breeze.linalg.DenseMatrix[Float]):breeze.linalg.DenseMatrix[Float]"></a><a id="l2Normalize(DenseMatrix[Float]):DenseMatrix[Float]"></a>
       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/LinAlg$.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/LinAlg$.html#l2Normalize(embeddings:breeze.linalg.DenseMatrix[Float]):breeze.linalg.DenseMatrix[Float]" title="Permalink">
         <i class="material-icons"></i>
       </a>
     </span>
       <span class="modifier_kind">
-        <span class="modifier">final </span>
+        <span class="modifier"></span>
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-      </span>
-      
-      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
-    </li><li name="com.johnsnowlabs.ml.util.LinAlg#normalizeArray" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
-      <a id="normalizeArray(array:Array[Float]):Array[Float]"></a><a id="normalizeArray(Array[Float]):Array[Float]"></a>
+        <span class="name">l2Normalize</span><span class="params">(<span name="embeddings">embeddings: <span class="extype" name="breeze.linalg.DenseMatrix">DenseMatrix</span>[<span class="extype" name="scala.Float">Float</span>]</span>)</span><span class="result">: <span class="extype" name="breeze.linalg.DenseMatrix">DenseMatrix</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Normalizes each row of a DenseMatrix using the L2 norm.</p><div class="fullcomment"><div class="comment cmt"><p>Normalizes each row of a DenseMatrix using the L2 norm.</p><p>This method applies L2 normalization to the embeddings. It first computes the L2 norm for
+each row (embedding) in the input matrix. Then, it creates a matrix where each row is the
+computed norms vector, ensuring the dimensions match the input embeddings. Finally, it
+normalizes each row in the embeddings by dividing by the corresponding L2 norm.</p><p>The result is a DenseMatrix where each row (embedding) is L2 normalized, ensuring that
+embeddings have a consistent scale for further processing.
+</p></div><dl class="paramcmts block"><dt class="param">embeddings</dt><dd class="cmt"><p>
+  DenseMatrix[Float] representing the embeddings to be normalized</p></dd><dt>returns</dt><dd class="cmt"><p>
+  DenseMatrix[Float] where each row is an L2 normalized version of the corresponding row in
+  the input matrix</p></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.util.LinAlg#lpNormalizeArray" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="lpNormalizeArray(array:Array[Float],p:Int):Array[Float]"></a><a id="lpNormalizeArray(Array[Float],Int):Array[Float]"></a>
       <span class="permalink">
-      <a href="../../../../com/johnsnowlabs/ml/util/LinAlg$.html#normalizeArray(array:Array[Float]):Array[Float]" title="Permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/LinAlg$.html#lpNormalizeArray(array:Array[Float],p:Int):Array[Float]" title="Permalink">
         <i class="material-icons"></i>
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@@ -509,10 +546,26 @@ <h3>Value Members</h3>
         <span class="kind">def</span>
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       <span class="symbol">
-        <span class="name">normalizeArray</span><span class="params">(<span name="array">array: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
+        <span class="name">lpNormalizeArray</span><span class="params">(<span name="array">array: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>, <span name="p">p: <span class="extype" name="scala.Int">Int</span> = <span class="symbol">2</span></span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Float">Float</span>]</span>
       </span>
       
       
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/ml/util/LinAlg$.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.util.LoadExternalModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.util.LoadExternalModel</title>
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diff --git a/docs/api/com/johnsnowlabs/ml/util/ModelArch$.html b/docs/api/com/johnsnowlabs/ml/util/ModelArch$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.util.ModelArch" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.util.ModelArch</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.util.ModelArch" />
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.util.ModelEngine" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.util.ModelEngine</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.util.ModelEngine" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.util.PyTorch" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.util.PyTorch" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.util.TensorFlow" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.ml.util.TensorFlow</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.ml.util.TensorFlow" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.ml.util.TensorFlow" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.util.Unknown" />
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.ml.util" />
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+++ b/docs/api/com/johnsnowlabs/nlp/Annotation$$AnnotationContainer.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.Annotation.AnnotationContainer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.Annotation.AnnotationContainer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.Annotation.AnnotationContainer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.Annotation.AnnotationContainer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.Annotation.AnnotationContainer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.Annotation.AnnotationContainer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$$AnnotationData.html b/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$$AnnotationData.html
index d4435eac277b45..8c31c4730a899e 100644
--- a/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$$AnnotationData.html
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$$AnnotationData.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.Annotation.extractors.AnnotationData" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$.html b/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$.html
index b3e89eed08cbc1..ef14f1d93208e5 100644
--- a/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$.html
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation$$extractors$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.Annotation.extractors</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.Annotation.extractors" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.Annotation.extractors" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.Annotation.extractors</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.Annotation.extractors" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.Annotation.extractors" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation$.html b/docs/api/com/johnsnowlabs/nlp/Annotation$.html
index 50314dd18a984e..13d51cfa0ee03e 100644
--- a/docs/api/com/johnsnowlabs/nlp/Annotation$.html
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.Annotation</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.Annotation" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.Annotation" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.Annotation</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.Annotation" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.Annotation" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/Annotation.html b/docs/api/com/johnsnowlabs/nlp/Annotation.html
index a8e57e40b821cc..8413244a74dcb2 100644
--- a/docs/api/com/johnsnowlabs/nlp/Annotation.html
+++ b/docs/api/com/johnsnowlabs/nlp/Annotation.html
@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.Annotation" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.Annotation" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.Annotation</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.Annotation" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.Annotation" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AnnotationContainer.html b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AnnotationContainer.html
index b48f069db8ba68..a214172edc3c27 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AnnotationContainer.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AnnotationContainer.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio.AnnotationContainer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio.AnnotationContainer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio.AnnotationContainer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio.AnnotationContainer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio.AnnotationContainer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio.AnnotationContainer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AudioFields.html b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AudioFields.html
index db89720608bc11..cbbe4b63bb9b4d 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AudioFields.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$$AudioFields.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio.AudioFields</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio.AudioFields" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio.AudioFields" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio.AudioFields</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio.AudioFields" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio.AudioFields" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$.html b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$.html
index d38fc88023b87c..f82e9075ee5c68 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio.html b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio.html
index ab92d9200b6146..bbb5153ba6110b 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationAudio.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationAudio.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationAudio</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.AnnotationAudio" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.AnnotationAudio" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$AnnotationContainer.html b/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$AnnotationContainer.html
index 116ee5ef2cb04a..99c712cb3bda8a 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$AnnotationContainer.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$AnnotationContainer.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage.AnnotationContainer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage.AnnotationContainer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage.AnnotationContainer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage.AnnotationContainer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage.AnnotationContainer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage.AnnotationContainer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$ImageFields.html b/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$ImageFields.html
index d1a5472d44af9b..26e73a88bbaef8 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$ImageFields.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationImage$$ImageFields.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage.ImageFields</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage.ImageFields" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage.ImageFields" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage.ImageFields</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage.ImageFields" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage.ImageFields" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationImage$.html b/docs/api/com/johnsnowlabs/nlp/AnnotationImage$.html
index bb6e81194d6772..a6b81af06025b6 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationImage$.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationImage$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotationImage.html b/docs/api/com/johnsnowlabs/nlp/AnnotationImage.html
index f242bd701e4016..6b07e2b91d796b 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotationImage.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotationImage.html
@@ -3,9 +3,9 @@
         <head>
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.AnnotationImage</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.AnnotationImage" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.AnnotationImage" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotatorApproach.html b/docs/api/com/johnsnowlabs/nlp/AnnotatorApproach.html
index 0c351e49d558bc..7b7a4149bae3f6 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotatorApproach.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotatorApproach.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotatorApproach</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotatorApproach" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.AnnotatorApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.AnnotatorApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.AnnotatorApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.AnnotatorApproach" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotatorModel.html b/docs/api/com/johnsnowlabs/nlp/AnnotatorModel.html
index 32f031e93e5ed6..13e1e4371ab26d 100644
--- a/docs/api/com/johnsnowlabs/nlp/AnnotatorModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/AnnotatorModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.AnnotatorModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.AnnotatorModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.AnnotatorModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.AnnotatorModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.AnnotatorModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.AnnotatorModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -489,7 +489,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../ml/ai/OpenAICompletion.html" class="extype" name="com.johnsnowlabs.ml.ai.OpenAICompletion">OpenAICompletion</a>, <a href="../ml/ai/OpenAIEmbeddings.html" class="extype" name="com.johnsnowlabs.ml.ai.OpenAIEmbeddings">OpenAIEmbeddings</a>, <a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexTokenizer">RegexTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/StopWordsCleaner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="annotators/Token2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Token2Chunk">Token2Chunk</a>, <a href="annotators/TokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TokenizerModel">TokenizerModel</a>, <a href="annotators/audio/HubertForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="annotators/audio/WhisperForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, <a href="annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BartForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification">BartForZeroShotClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" 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href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" 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href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a 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name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/AnnotatorType$.html b/docs/api/com/johnsnowlabs/nlp/AnnotatorType$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/AudioAssembler$.html b/docs/api/com/johnsnowlabs/nlp/AudioAssembler$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.AudioAssembler" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.AudioAssembler" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.AudioAssembler</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.AudioAssembler" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.AudioAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/AudioAssembler.html b/docs/api/com/johnsnowlabs/nlp/AudioAssembler.html
index 140afe7c64fc2e..850af201b262de 100644
--- a/docs/api/com/johnsnowlabs/nlp/AudioAssembler.html
+++ b/docs/api/com/johnsnowlabs/nlp/AudioAssembler.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.AudioAssembler</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.AudioAssembler" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.AudioAssembler" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.AudioAssembler</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.AudioAssembler" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.AudioAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/CanBeLazy.html b/docs/api/com/johnsnowlabs/nlp/CanBeLazy.html
index 7daf49635f0e3d..3c98bfbaa0ed37 100644
--- a/docs/api/com/johnsnowlabs/nlp/CanBeLazy.html
+++ b/docs/api/com/johnsnowlabs/nlp/CanBeLazy.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.CanBeLazy</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.CanBeLazy" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.CanBeLazy" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.CanBeLazy</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.CanBeLazy" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.CanBeLazy" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -486,7 +486,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../ml/ai/OpenAICompletion.html" class="extype" name="com.johnsnowlabs.ml.ai.OpenAICompletion">OpenAICompletion</a>, <a href="../ml/ai/OpenAIEmbeddings.html" class="extype" name="com.johnsnowlabs.ml.ai.OpenAIEmbeddings">OpenAIEmbeddings</a>, <a href="AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>, <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizer">RecursiveTokenizer</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexTokenizer">RegexTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/StopWordsCleaner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>, <a href="annotators/TextMatcherModel.html" class="extype" 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href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach">ClassifierDLApproach</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach">MultiClassifierDLApproach</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach">SentimentDLApproach</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a 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name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a 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name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" 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href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/Doc2Chunk$.html b/docs/api/com/johnsnowlabs/nlp/Doc2Chunk$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.Doc2Chunk" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.Doc2Chunk</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.Doc2Chunk" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.Doc2Chunk" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/Doc2Chunk.html b/docs/api/com/johnsnowlabs/nlp/Doc2Chunk.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.Doc2Chunk" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.Doc2Chunk</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.Doc2Chunk" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.Doc2Chunk" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/DocumentAssembler$.html b/docs/api/com/johnsnowlabs/nlp/DocumentAssembler$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.DocumentAssembler" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.DocumentAssembler</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.DocumentAssembler" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.DocumentAssembler" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/DocumentAssembler.html b/docs/api/com/johnsnowlabs/nlp/DocumentAssembler.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.DocumentAssembler" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.DocumentAssembler</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.DocumentAssembler" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.DocumentAssembler" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/EmbeddingsFinisher$.html b/docs/api/com/johnsnowlabs/nlp/EmbeddingsFinisher$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.EmbeddingsFinisher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.EmbeddingsFinisher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.EmbeddingsFinisher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.EmbeddingsFinisher" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.EmbeddingsFinisher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.EmbeddingsFinisher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.EmbeddingsFinisher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.EmbeddingsFinisher" />
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.FeaturesReader" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.FeaturesReader</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.FeaturesReader" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/FeaturesWriter.html b/docs/api/com/johnsnowlabs/nlp/FeaturesWriter.html
index c8aa3e26723a33..26d51eaec7b081 100644
--- a/docs/api/com/johnsnowlabs/nlp/FeaturesWriter.html
+++ b/docs/api/com/johnsnowlabs/nlp/FeaturesWriter.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.FeaturesWriter</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.FeaturesWriter" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.FeaturesWriter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.FeaturesWriter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.FeaturesWriter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.FeaturesWriter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/Finisher$.html b/docs/api/com/johnsnowlabs/nlp/Finisher$.html
index b62838e5ae5b74..7f2992fb552037 100644
--- a/docs/api/com/johnsnowlabs/nlp/Finisher$.html
+++ b/docs/api/com/johnsnowlabs/nlp/Finisher$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.Finisher</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.Finisher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.Finisher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.Finisher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.Finisher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.Finisher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/Finisher.html b/docs/api/com/johnsnowlabs/nlp/Finisher.html
index 91ef8db3f44271..d468cc2238700e 100644
--- a/docs/api/com/johnsnowlabs/nlp/Finisher.html
+++ b/docs/api/com/johnsnowlabs/nlp/Finisher.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.Finisher</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.Finisher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.Finisher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.Finisher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.Finisher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.Finisher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/GraphFinisher.html b/docs/api/com/johnsnowlabs/nlp/GraphFinisher.html
index 145acb70c27458..3fe81cfd73e9c0 100644
--- a/docs/api/com/johnsnowlabs/nlp/GraphFinisher.html
+++ b/docs/api/com/johnsnowlabs/nlp/GraphFinisher.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.GraphFinisher</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.GraphFinisher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.GraphFinisher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.GraphFinisher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.GraphFinisher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.GraphFinisher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/HasAudioFeatureProperties.html b/docs/api/com/johnsnowlabs/nlp/HasAudioFeatureProperties.html
index 8efb81b1a3a7af..06925fd49eb74b 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasAudioFeatureProperties.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasAudioFeatureProperties.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasAudioFeatureProperties</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasAudioFeatureProperties" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasAudioFeatureProperties" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasAudioFeatureProperties</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasAudioFeatureProperties" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasAudioFeatureProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotate.html b/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotate.html
index e91883f9e684ee..d75b9bba29198b 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotate.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotate.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasBatchedAnnotate</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasBatchedAnnotate" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasBatchedAnnotate" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasBatchedAnnotate</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasBatchedAnnotate" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasBatchedAnnotate" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -486,7 +486,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BartForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification">BartForZeroShotClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
+            <div class="subClasses hiddenContent"><a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BartForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification">BartForZeroShotClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateAudio.html b/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateAudio.html
index 2c815e28299d42..27ac8e92a5893b 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateAudio.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateAudio.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasBatchedAnnotateAudio</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasBatchedAnnotateAudio" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasBatchedAnnotateAudio" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasBatchedAnnotateAudio</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasBatchedAnnotateAudio" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasBatchedAnnotateAudio" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateImage.html b/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateImage.html
index f899568fe13026..e79b592302b710 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateImage.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasBatchedAnnotateImage.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasBatchedAnnotateImage</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasBatchedAnnotateImage" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasBatchedAnnotateImage" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasBatchedAnnotateImage</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasBatchedAnnotateImage" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasBatchedAnnotateImage" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/HasCandidateLabelsProperties.html b/docs/api/com/johnsnowlabs/nlp/HasCandidateLabelsProperties.html
index 1d6fbcd2543638..66d12e293297c5 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasCandidateLabelsProperties.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasCandidateLabelsProperties.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasCandidateLabelsProperties</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasCandidateLabelsProperties" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasCandidateLabelsProperties" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasCandidateLabelsProperties</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasCandidateLabelsProperties" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasCandidateLabelsProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/HasCaseSensitiveProperties.html b/docs/api/com/johnsnowlabs/nlp/HasCaseSensitiveProperties.html
index ed9544c7e7f487..f2314558fe5851 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasCaseSensitiveProperties.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasCaseSensitiveProperties.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasCaseSensitiveProperties</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasCaseSensitiveProperties" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasCaseSensitiveProperties" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasCaseSensitiveProperties</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasCaseSensitiveProperties" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasCaseSensitiveProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -486,7 +486,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="annotators/btm/BigTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher">BigTextMatcher</a>, <a href="annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BartForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification">BartForZeroShotClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a>, <a href="../storage/HasStorage.html" class="extype" name="com.johnsnowlabs.storage.HasStorage">HasStorage</a>, <a href="../storage/HasStorageModel.html" class="extype" name="com.johnsnowlabs.storage.HasStorageModel">HasStorageModel</a>, <a href="../storage/HasStorageReader.html" class="extype" name="com.johnsnowlabs.storage.HasStorageReader">HasStorageReader</a></div>
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href="annotators/classifier/dl/BartForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification">BartForZeroShotClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a>, <a href="../storage/HasStorage.html" class="extype" name="com.johnsnowlabs.storage.HasStorage">HasStorage</a>, <a href="../storage/HasStorageModel.html" class="extype" name="com.johnsnowlabs.storage.HasStorageModel">HasStorageModel</a>, <a href="../storage/HasStorageReader.html" class="extype" name="com.johnsnowlabs.storage.HasStorageReader">HasStorageReader</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/HasClassifierActivationProperties.html b/docs/api/com/johnsnowlabs/nlp/HasClassifierActivationProperties.html
index cc22527992e5a5..1892246cbbb437 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasClassifierActivationProperties.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasClassifierActivationProperties.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasClassifierActivationProperties</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasClassifierActivationProperties" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasClassifierActivationProperties" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasClassifierActivationProperties</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasClassifierActivationProperties" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasClassifierActivationProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/HasEnableCachingProperties.html b/docs/api/com/johnsnowlabs/nlp/HasEnableCachingProperties.html
index df3abbe0884e73..0aa2121ee31e1d 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasEnableCachingProperties.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasEnableCachingProperties.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasEnableCachingProperties</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasEnableCachingProperties" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasEnableCachingProperties" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasEnableCachingProperties</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasEnableCachingProperties" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasEnableCachingProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/HasEngine.html b/docs/api/com/johnsnowlabs/nlp/HasEngine.html
index 7abee285ddf5e9..ec90d6ec1cf601 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasEngine.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasEngine.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasEngine</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasEngine" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasEngine" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasEngine</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasEngine" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasEngine" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -486,7 +486,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="annotators/audio/HubertForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="annotators/audio/WhisperForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BartForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification">BartForZeroShotClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
+            <div class="subClasses hiddenContent"><a href="annotators/audio/HubertForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="annotators/audio/WhisperForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BartForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification">BartForZeroShotClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/HasFeatures.html b/docs/api/com/johnsnowlabs/nlp/HasFeatures.html
index 05d943ae2a92b0..c9621ff3fd59f9 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasFeatures.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasFeatures.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasFeatures" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasFeatures" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasFeatures</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasFeatures" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasFeatures" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -486,7 +486,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
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name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/context/HasTransducerFeatures.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures">HasTransducerFeatures</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a>, <a href="../storage/HasStorage.html" class="extype" name="com.johnsnowlabs.storage.HasStorage">HasStorage</a>, <a href="../storage/HasStorageModel.html" class="extype" name="com.johnsnowlabs.storage.HasStorageModel">HasStorageModel</a>, <a href="../storage/HasStorageReader.html" class="extype" name="com.johnsnowlabs.storage.HasStorageReader">HasStorageReader</a>, <a href="../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/HasGeneratorProperties.html b/docs/api/com/johnsnowlabs/nlp/HasGeneratorProperties.html
index 710f9971e8b012..cb7026391644a3 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasGeneratorProperties.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasGeneratorProperties.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasGeneratorProperties</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasGeneratorProperties" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasGeneratorProperties" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasGeneratorProperties</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasGeneratorProperties" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasGeneratorProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/HasImageFeatureProperties.html b/docs/api/com/johnsnowlabs/nlp/HasImageFeatureProperties.html
index ff90a9a48ea674..264b4a201e931e 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasImageFeatureProperties.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasImageFeatureProperties.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasImageFeatureProperties</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasImageFeatureProperties" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasImageFeatureProperties" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasImageFeatureProperties</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasImageFeatureProperties" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasImageFeatureProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/HasInputAnnotationCols.html b/docs/api/com/johnsnowlabs/nlp/HasInputAnnotationCols.html
index 847b316d224f5b..508792ee1ee5a7 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasInputAnnotationCols.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasInputAnnotationCols.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasInputAnnotationCols</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasInputAnnotationCols" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasInputAnnotationCols" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasInputAnnotationCols</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasInputAnnotationCols" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasInputAnnotationCols" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -486,7 +486,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../ml/ai/OpenAICompletion.html" class="extype" name="com.johnsnowlabs.ml.ai.OpenAICompletion">OpenAICompletion</a>, <a href="../ml/ai/OpenAIEmbeddings.html" class="extype" name="com.johnsnowlabs.ml.ai.OpenAIEmbeddings">OpenAIEmbeddings</a>, <a href="AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>, <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="HasMultipleInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasMultipleInputAnnotationCols">HasMultipleInputAnnotationCols</a>, <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>, <a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentCharacterTextSplitter.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizer">RecursiveTokenizer</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BartForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification">BartForZeroShotClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach">ClassifierDLApproach</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach">MultiClassifierDLApproach</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach">SentimentDLApproach</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLApproach">SentenceDetectorDLApproach</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach">WordSegmenterApproach</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/HasMultipleInputAnnotationCols.html b/docs/api/com/johnsnowlabs/nlp/HasMultipleInputAnnotationCols.html
index d354f029f7fa5c..5f870bff8285ab 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasMultipleInputAnnotationCols.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasMultipleInputAnnotationCols.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasMultipleInputAnnotationCols</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasMultipleInputAnnotationCols" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasMultipleInputAnnotationCols" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasMultipleInputAnnotationCols</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasMultipleInputAnnotationCols" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasMultipleInputAnnotationCols" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotationCol.html b/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotationCol.html
index 9216a7cf081838..30785170de94dc 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotationCol.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotationCol.html
@@ -3,9 +3,9 @@
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasOutputAnnotationCol</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasOutputAnnotationCol" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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@@ -486,7 +486,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../ml/ai/OpenAICompletion.html" class="extype" name="com.johnsnowlabs.ml.ai.OpenAICompletion">OpenAICompletion</a>, <a href="../ml/ai/OpenAIEmbeddings.html" class="extype" name="com.johnsnowlabs.ml.ai.OpenAIEmbeddings">OpenAIEmbeddings</a>, <a href="AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>, <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="AudioAssembler.html" class="extype" name="com.johnsnowlabs.nlp.AudioAssembler">AudioAssembler</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>, <a href="ImageAssembler.html" class="extype" name="com.johnsnowlabs.nlp.ImageAssembler">ImageAssembler</a>, <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>, <a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" 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<a href="annotators/classifier/dl/BertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" 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href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach">MultiClassifierDLApproach</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach">SentimentDLApproach</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a 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name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLApproach">SentenceDetectorDLApproach</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach">WordSegmenterApproach</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>, <a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexTokenizer">RegexTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/StopWordsCleaner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="annotators/Token2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Token2Chunk">Token2Chunk</a>, <a href="annotators/Tokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Tokenizer">Tokenizer</a>, <a href="annotators/TokenizerModel.html" 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach">ClassifierDLApproach</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a 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name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLApproach">SentenceDetectorDLApproach</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach">ContextSpellCheckerApproach</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach">NorvigSweetingApproach</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach">WordSegmenterApproach</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotatorType.html b/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotatorType.html
index 4870237f9ff8ce..232427f0c536ae 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotatorType.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasOutputAnnotatorType.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasOutputAnnotatorType</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasOutputAnnotatorType" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasOutputAnnotatorType" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasOutputAnnotatorType</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasOutputAnnotatorType" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasOutputAnnotatorType" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -486,7 +486,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../ml/ai/OpenAICompletion.html" class="extype" name="com.johnsnowlabs.ml.ai.OpenAICompletion">OpenAICompletion</a>, <a href="../ml/ai/OpenAIEmbeddings.html" class="extype" name="com.johnsnowlabs.ml.ai.OpenAIEmbeddings">OpenAIEmbeddings</a>, <a href="AnnotatorApproach.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorApproach">AnnotatorApproach</a>, <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="AudioAssembler.html" class="extype" name="com.johnsnowlabs.nlp.AudioAssembler">AudioAssembler</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="DocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.DocumentAssembler">DocumentAssembler</a>, <a href="ImageAssembler.html" class="extype" name="com.johnsnowlabs.nlp.ImageAssembler">ImageAssembler</a>, <a href="MultiDocumentAssembler.html" class="extype" name="com.johnsnowlabs.nlp.MultiDocumentAssembler">MultiDocumentAssembler</a>, <a href="RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>, <a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizer">ChunkTokenizer</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/Lemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Lemmatizer">Lemmatizer</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/Normalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Normalizer">Normalizer</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizer">RecursiveTokenizer</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcher">RegexMatcher</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexTokenizer">RegexTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/StopWordsCleaner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcher">TextMatcher</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="annotators/Token2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Token2Chunk">Token2Chunk</a>, <a href="annotators/Tokenizer.html" 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach">MultiClassifierDLApproach</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach">SentimentDLApproach</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach">NerCrfApproach</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach">NerDLApproach</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach">DependencyParserApproach</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserApproach">TypedDependencyParserApproach</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach">PerceptronApproach</a>, <a href="annotators/pos/perceptron/PerceptronApproachDistributed.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed">PerceptronApproachDistributed</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetector">SentimentDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentApproach">ViveknSentimentApproach</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLApproach">SentenceDetectorDLApproach</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, 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href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach">SymmetricDeleteApproach</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach">WordSegmenterApproach</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a 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name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/HasPretrained.html b/docs/api/com/johnsnowlabs/nlp/HasPretrained.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasPretrained" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasPretrained</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasPretrained" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -486,7 +486,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="annotators/LemmatizerModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/ReadablePretrainedLemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ReadablePretrainedLemmatizer">ReadablePretrainedLemmatizer</a>, <a href="annotators/ReadablePretrainedStopWordsCleanerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ReadablePretrainedStopWordsCleanerModel">ReadablePretrainedStopWordsCleanerModel</a>, <a href="annotators/ReadablePretrainedTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ReadablePretrainedTextMatcher">ReadablePretrainedTextMatcher</a>, <a href="annotators/ReadablePretrainedTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ReadablePretrainedTokenizer">ReadablePretrainedTokenizer</a>, <a href="annotators/StopWordsCleaner$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcherModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="annotators/TokenizerModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TokenizerModel">TokenizerModel</a>, <a href="annotators/audio/HubertForCTC$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="annotators/audio/ReadablePretrainedHubertForAudioModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedHubertForAudioModel">ReadablePretrainedHubertForAudioModel</a>, <a href="annotators/audio/ReadablePretrainedWav2Vec2ForAudioModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedWav2Vec2ForAudioModel">ReadablePretrainedWav2Vec2ForAudioModel</a>, <a href="annotators/audio/ReadablePretrainedWhisperForCTCModel.html" class="extype" 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@@ -489,7 +489,7 @@ <h4 id="signature" class="signature">
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               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="annotators/audio/WhisperForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
+            <div class="subClasses hiddenContent"><a href="annotators/audio/WhisperForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/HasRecursiveFit.html b/docs/api/com/johnsnowlabs/nlp/HasRecursiveFit.html
index c351869010c023..3f0bc175f20072 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasRecursiveFit.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasRecursiveFit.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasRecursiveFit</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasRecursiveFit" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasRecursiveFit" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasRecursiveFit</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasRecursiveFit" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasRecursiveFit" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/HasRecursiveTransform.html b/docs/api/com/johnsnowlabs/nlp/HasRecursiveTransform.html
index 4ff43c3f598a85..04be83966375de 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasRecursiveTransform.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasRecursiveTransform.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasRecursiveTransform</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasRecursiveTransform" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasRecursiveTransform" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasRecursiveTransform</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasRecursiveTransform" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasRecursiveTransform" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/HasSimpleAnnotate.html b/docs/api/com/johnsnowlabs/nlp/HasSimpleAnnotate.html
index 7c49073604dca0..63a713f6c8cb5b 100644
--- a/docs/api/com/johnsnowlabs/nlp/HasSimpleAnnotate.html
+++ b/docs/api/com/johnsnowlabs/nlp/HasSimpleAnnotate.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.HasSimpleAnnotate</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.HasSimpleAnnotate" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.HasSimpleAnnotate" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.HasSimpleAnnotate</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.HasSimpleAnnotate" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.HasSimpleAnnotate" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/IAnnotation.html b/docs/api/com/johnsnowlabs/nlp/IAnnotation.html
index da4021eac1c5d9..3c10178563cce2 100644
--- a/docs/api/com/johnsnowlabs/nlp/IAnnotation.html
+++ b/docs/api/com/johnsnowlabs/nlp/IAnnotation.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.IAnnotation</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.IAnnotation" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.IAnnotation" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.IAnnotation</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.IAnnotation" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.IAnnotation" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/ImageAssembler$.html b/docs/api/com/johnsnowlabs/nlp/ImageAssembler$.html
index f596f4364c992b..44ac491041b0e3 100644
--- a/docs/api/com/johnsnowlabs/nlp/ImageAssembler$.html
+++ b/docs/api/com/johnsnowlabs/nlp/ImageAssembler$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.ImageAssembler</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.ImageAssembler" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.ImageAssembler" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.ImageAssembler</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.ImageAssembler" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.ImageAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/ImageAssembler.html b/docs/api/com/johnsnowlabs/nlp/ImageAssembler.html
index 09736d9a732188..7d2fadafeef6ab 100644
--- a/docs/api/com/johnsnowlabs/nlp/ImageAssembler.html
+++ b/docs/api/com/johnsnowlabs/nlp/ImageAssembler.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.ImageAssembler</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.ImageAssembler" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.ImageAssembler" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.ImageAssembler</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.ImageAssembler" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.ImageAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/JavaAnnotation.html b/docs/api/com/johnsnowlabs/nlp/JavaAnnotation.html
index e6fb751323ca4b..545ca2567d0378 100644
--- a/docs/api/com/johnsnowlabs/nlp/JavaAnnotation.html
+++ b/docs/api/com/johnsnowlabs/nlp/JavaAnnotation.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.JavaAnnotation</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.JavaAnnotation" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.JavaAnnotation" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.JavaAnnotation</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.JavaAnnotation" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.JavaAnnotation" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/LightPipeline.html b/docs/api/com/johnsnowlabs/nlp/LightPipeline.html
index 1ba7652fa2b11f..b7c0eb522878ff 100644
--- a/docs/api/com/johnsnowlabs/nlp/LightPipeline.html
+++ b/docs/api/com/johnsnowlabs/nlp/LightPipeline.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.LightPipeline</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.LightPipeline" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.LightPipeline" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.LightPipeline</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.LightPipeline" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.LightPipeline" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler$.html b/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler$.html
index 89d4af18f4b8ad..be9b9aa03e8596 100644
--- a/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler$.html
+++ b/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.MultiDocumentAssembler</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.MultiDocumentAssembler" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.MultiDocumentAssembler" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.MultiDocumentAssembler</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.MultiDocumentAssembler" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.MultiDocumentAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler.html b/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler.html
index 3fb30a556b95d8..c8ee3d54375ef2 100644
--- a/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler.html
+++ b/docs/api/com/johnsnowlabs/nlp/MultiDocumentAssembler.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.MultiDocumentAssembler</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.MultiDocumentAssembler" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.MultiDocumentAssembler" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.MultiDocumentAssembler</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.MultiDocumentAssembler" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.MultiDocumentAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesReadable.html b/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesReadable.html
index b6e7f8d7209465..2fe9512a71d363 100644
--- a/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesReadable.html
+++ b/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesReadable.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.ParamsAndFeaturesReadable</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.ParamsAndFeaturesReadable" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.ParamsAndFeaturesReadable" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.ParamsAndFeaturesReadable</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.ParamsAndFeaturesReadable" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.ParamsAndFeaturesReadable" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -486,7 +486,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="annotators/ChunkTokenizerModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/LemmatizerModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/NGramGenerator$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/NormalizerModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/ReadablePretrainedLemmatizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ReadablePretrainedLemmatizer">ReadablePretrainedLemmatizer</a>, <a href="annotators/ReadablePretrainedStopWordsCleanerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ReadablePretrainedStopWordsCleanerModel">ReadablePretrainedStopWordsCleanerModel</a>, <a href="annotators/ReadablePretrainedTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ReadablePretrainedTextMatcher">ReadablePretrainedTextMatcher</a>, <a href="annotators/ReadablePretrainedTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ReadablePretrainedTokenizer">ReadablePretrainedTokenizer</a>, <a href="annotators/RecursiveTokenizerModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcherModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/StopWordsCleaner$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcherModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="annotators/TokenizerModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TokenizerModel">TokenizerModel</a>, <a href="annotators/audio/HubertForCTC$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="annotators/audio/ReadablePretrainedHubertForAudioModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedHubertForAudioModel">ReadablePretrainedHubertForAudioModel</a>, <a href="annotators/audio/ReadablePretrainedWav2Vec2ForAudioModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedWav2Vec2ForAudioModel">ReadablePretrainedWav2Vec2ForAudioModel</a>, <a href="annotators/audio/ReadablePretrainedWhisperForCTCModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedWhisperForCTCModel">ReadablePretrainedWhisperForCTCModel</a>, <a href="annotators/audio/Wav2Vec2ForCTC$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="annotators/audio/WhisperForCTC$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, <a href="annotators/btm/BigTextMatcherModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="annotators/btm/ReadablePretrainedBigTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher">ReadablePretrainedBigTextMatcher</a>, <a href="annotators/classifier/dl/AlbertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering">AlbertForQuestionAnswering</a>, <a href="annotators/classifier/dl/AlbertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification">AlbertForSequenceClassification</a>, <a href="annotators/classifier/dl/AlbertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>, <a href="annotators/classifier/dl/BartForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification">BartForZeroShotClassification</a>, <a href="annotators/classifier/dl/BertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering">BertForQuestionAnswering</a>, <a href="annotators/classifier/dl/BertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification">BertForSequenceClassification</a>, <a href="annotators/classifier/dl/BertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification">BertForTokenClassification</a>, <a href="annotators/classifier/dl/BertForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification">BertForZeroShotClassification</a>, <a href="annotators/classifier/dl/CamemBertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering">CamemBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/CamemBertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedAlbertForQAModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForQAModel">ReadablePretrainedAlbertForQAModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedAlbertForSequenceModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForSequenceModel">ReadablePretrainedAlbertForSequenceModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedAlbertForTokenModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForTokenModel">ReadablePretrainedAlbertForTokenModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedBartForZeroShotModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBartForZeroShotModel">ReadablePretrainedBartForZeroShotModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedBertForQAModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForQAModel">ReadablePretrainedBertForQAModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedBertForSequenceModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForSequenceModel">ReadablePretrainedBertForSequenceModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedBertForTokenModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForTokenModel">ReadablePretrainedBertForTokenModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedBertForZeroShotModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForZeroShotModel">ReadablePretrainedBertForZeroShotModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedCamemBertForQAModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForQAModel">ReadablePretrainedCamemBertForQAModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedCamemBertForSequenceModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForSequenceModel">ReadablePretrainedCamemBertForSequenceModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedCamemBertForTokenModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForTokenModel">ReadablePretrainedCamemBertForTokenModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedClassifierDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedClassifierDL">ReadablePretrainedClassifierDL</a>, <a href="annotators/classifier/dl/ReadablePretrainedDeBertaForQAModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForQAModel">ReadablePretrainedDeBertaForQAModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedDeBertaForSequenceModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForSequenceModel">ReadablePretrainedDeBertaForSequenceModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedDeBertaForTokenModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForTokenModel">ReadablePretrainedDeBertaForTokenModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedDistilBertForQAModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForQAModel">ReadablePretrainedDistilBertForQAModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedDistilBertForSequenceModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForSequenceModel">ReadablePretrainedDistilBertForSequenceModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedDistilBertForTokenModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForTokenModel">ReadablePretrainedDistilBertForTokenModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedDistilBertForZeroShotModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForZeroShotModel">ReadablePretrainedDistilBertForZeroShotModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedLongformerForQAModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForQAModel">ReadablePretrainedLongformerForQAModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedLongformerForSequenceModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForSequenceModel">ReadablePretrainedLongformerForSequenceModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedLongformerForTokenModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForTokenModel">ReadablePretrainedLongformerForTokenModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedMultiClassifierDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedMultiClassifierDL">ReadablePretrainedMultiClassifierDL</a>, <a href="annotators/classifier/dl/ReadablePretrainedRoBertaForQAModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForQAModel">ReadablePretrainedRoBertaForQAModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedRoBertaForSequenceModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForSequenceModel">ReadablePretrainedRoBertaForSequenceModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedRoBertaForTokenModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForTokenModel">ReadablePretrainedRoBertaForTokenModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedRoBertaForZeroShotModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForZeroShotModel">ReadablePretrainedRoBertaForZeroShotModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedSentimentDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedSentimentDL">ReadablePretrainedSentimentDL</a>, <a href="annotators/classifier/dl/ReadablePretrainedTapasForQAModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedTapasForQAModel">ReadablePretrainedTapasForQAModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedXlmRoBertaForQAModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForQAModel">ReadablePretrainedXlmRoBertaForQAModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedXlmRoBertaForSequenceModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForSequenceModel">ReadablePretrainedXlmRoBertaForSequenceModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedXlmRoBertaForTokenModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForTokenModel">ReadablePretrainedXlmRoBertaForTokenModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedXlmRoBertaForZeroShotModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForZeroShotModel">ReadablePretrainedXlmRoBertaForZeroShotModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedXlnetForSequenceModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlnetForSequenceModel">ReadablePretrainedXlnetForSequenceModel</a>, <a href="annotators/classifier/dl/ReadablePretrainedXlnetForTokenModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlnetForTokenModel">ReadablePretrainedXlnetForTokenModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLModel$.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering$.html" class="extype" 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diff --git a/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesWritable.html b/docs/api/com/johnsnowlabs/nlp/ParamsAndFeaturesWritable.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.ParamsAndFeaturesWritable</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.ParamsAndFeaturesWritable" />
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name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach">MultiClassifierDLApproach</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="annotators/classifier/dl/RoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering">RoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/RoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification">RoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/RoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification">RoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/RoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification">RoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/SentimentDLApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach">SentimentDLApproach</a>, <a href="annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="annotators/classifier/dl/TapasForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering">TapasForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering">XlmRoBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/XlmRoBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification">XlmRoBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification">XlmRoBertaForTokenClassification</a>, <a href="annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a 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name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach">DocumentSimilarityRankerApproach</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a>, <a href="../storage/HasStorage.html" class="extype" name="com.johnsnowlabs.storage.HasStorage">HasStorage</a>, <a href="../storage/HasStorageModel.html" class="extype" name="com.johnsnowlabs.storage.HasStorageModel">HasStorageModel</a>, <a href="../storage/HasStorageReader.html" class="extype" name="com.johnsnowlabs.storage.HasStorageReader">HasStorageReader</a>, <a href="../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/RawAnnotator.html b/docs/api/com/johnsnowlabs/nlp/RawAnnotator.html
index 6642842c52b0bf..27a0ca546b1197 100644
--- a/docs/api/com/johnsnowlabs/nlp/RawAnnotator.html
+++ b/docs/api/com/johnsnowlabs/nlp/RawAnnotator.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.RawAnnotator" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.RawAnnotator" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.RawAnnotator</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.RawAnnotator" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.RawAnnotator" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -486,7 +486,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../ml/ai/OpenAICompletion.html" class="extype" name="com.johnsnowlabs.ml.ai.OpenAICompletion">OpenAICompletion</a>, <a href="../ml/ai/OpenAIEmbeddings.html" class="extype" name="com.johnsnowlabs.ml.ai.OpenAIEmbeddings">OpenAIEmbeddings</a>, <a href="AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>, <a href="Doc2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.Doc2Chunk">Doc2Chunk</a>, <a href="TableAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TableAssembler">TableAssembler</a>, <a href="TokenAssembler.html" class="extype" name="com.johnsnowlabs.nlp.TokenAssembler">TokenAssembler</a>, <a href="annotators/Chunk2Doc.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunk2Doc">Chunk2Doc</a>, <a href="annotators/ChunkTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel">ChunkTokenizerModel</a>, <a href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/LemmatizerModel.html" 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name="com.johnsnowlabs.nlp.annotators.Stemmer">Stemmer</a>, <a href="annotators/StopWordsCleaner.html" class="extype" name="com.johnsnowlabs.nlp.annotators.StopWordsCleaner">StopWordsCleaner</a>, <a href="annotators/TextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TextMatcherModel">TextMatcherModel</a>, <a href="annotators/Token2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Token2Chunk">Token2Chunk</a>, <a href="annotators/TokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.TokenizerModel">TokenizerModel</a>, <a href="annotators/audio/HubertForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.HubertForCTC">HubertForCTC</a>, <a href="annotators/audio/Wav2Vec2ForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC">Wav2Vec2ForCTC</a>, <a href="annotators/audio/WhisperForCTC.html" class="extype" name="com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC">WhisperForCTC</a>, 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href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a href="annotators/ld/dl/LanguageDetectorDL.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL">LanguageDetectorDL</a>, <a href="annotators/ner/NerConverter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerConverter">NerConverter</a>, <a href="annotators/ner/NerOverwriter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.NerOverwriter">NerOverwriter</a>, <a href="annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="annotators/ner/dl/ZeroShotNerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel">ZeroShotNerModel</a>, <a href="annotators/parser/dep/DependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel">DependencyParserModel</a>, <a href="annotators/parser/typdep/TypedDependencyParserModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.parser.typdep.TypedDependencyParserModel">TypedDependencyParserModel</a>, <a href="annotators/pos/perceptron/PerceptronModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel">PerceptronModel</a>, <a href="annotators/sbd/pragmatic/SentenceDetector.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sbd.pragmatic.SentenceDetector">SentenceDetector</a>, <a href="annotators/sda/pragmatic/SentimentDetectorModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.pragmatic.SentimentDetectorModel">SentimentDetectorModel</a>, <a href="annotators/sda/vivekn/ViveknSentimentModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sda.vivekn.ViveknSentimentModel">ViveknSentimentModel</a>, <a href="annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="annotators/seq2seq/BartTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer">BartTransformer</a>, <a href="annotators/seq2seq/GPT2Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer">GPT2Transformer</a>, <a href="annotators/seq2seq/MarianTransformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer">MarianTransformer</a>, <a href="annotators/seq2seq/T5Transformer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer">T5Transformer</a>, <a href="annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="annotators/spell/context/ContextSpellCheckerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel">ContextSpellCheckerModel</a>, <a href="annotators/spell/norvig/NorvigSweetingModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel">NorvigSweetingModel</a>, <a href="annotators/spell/symmetric/SymmetricDeleteModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel">SymmetricDeleteModel</a>, <a href="annotators/ws/WordSegmenterModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel">WordSegmenterModel</a>, <a href="embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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href="annotators/Chunker.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Chunker">Chunker</a>, <a href="annotators/Date2Chunk.html" class="extype" name="com.johnsnowlabs.nlp.annotators.Date2Chunk">Date2Chunk</a>, <a href="annotators/DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>, <a href="annotators/DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>, <a href="annotators/DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>, <a href="annotators/DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>, <a href="annotators/GraphExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.GraphExtraction">GraphExtraction</a>, <a href="annotators/LemmatizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.LemmatizerModel">LemmatizerModel</a>, <a href="annotators/MultiDateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.MultiDateMatcher">MultiDateMatcher</a>, <a href="annotators/NGramGenerator.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NGramGenerator">NGramGenerator</a>, <a href="annotators/NormalizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.NormalizerModel">NormalizerModel</a>, <a href="annotators/RecursiveTokenizerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel">RecursiveTokenizerModel</a>, <a href="annotators/RegexMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexMatcherModel">RegexMatcherModel</a>, <a href="annotators/RegexTokenizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.RegexTokenizer">RegexTokenizer</a>, <a href="annotators/Stemmer.html" class="extype" 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href="annotators/classifier/dl/CamemBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification">CamemBertForSequenceClassification</a>, <a href="annotators/classifier/dl/CamemBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification">CamemBertForTokenClassification</a>, <a href="annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="annotators/classifier/dl/DeBertaForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>, <a href="annotators/classifier/dl/DeBertaForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>, <a href="annotators/classifier/dl/DeBertaForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering">DistilBertForQuestionAnswering</a>, <a href="annotators/classifier/dl/DistilBertForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification">DistilBertForSequenceClassification</a>, <a href="annotators/classifier/dl/DistilBertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification">DistilBertForTokenClassification</a>, <a href="annotators/classifier/dl/DistilBertForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification">DistilBertForZeroShotClassification</a>, <a href="annotators/classifier/dl/LongformerForQuestionAnswering.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering">LongformerForQuestionAnswering</a>, <a href="annotators/classifier/dl/LongformerForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification">LongformerForSequenceClassification</a>, <a href="annotators/classifier/dl/LongformerForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification">LongformerForTokenClassification</a>, <a href="annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a 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name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification">XlmRoBertaForZeroShotClassification</a>, <a href="annotators/classifier/dl/XlnetForSequenceClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification">XlnetForSequenceClassification</a>, <a href="annotators/classifier/dl/XlnetForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification">XlnetForTokenClassification</a>, <a href="annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="annotators/cv/CLIPForZeroShotClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification">CLIPForZeroShotClassification</a>, <a href="annotators/cv/ConvNextForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ConvNextForImageClassification">ConvNextForImageClassification</a>, <a href="annotators/cv/SwinForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification">SwinForImageClassification</a>, <a href="annotators/cv/ViTForImageClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification">ViTForImageClassification</a>, <a href="annotators/cv/VisionEncoderDecoderForImageCaptioning.html" class="extype" name="com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning">VisionEncoderDecoderForImageCaptioning</a>, <a href="annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="annotators/keyword/yake/YakeKeywordExtraction.html" class="extype" name="com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction">YakeKeywordExtraction</a>, <a 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class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="embeddings/ChunkEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings">ChunkEmbeddings</a>, <a href="embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/RecursivePipeline.html b/docs/api/com/johnsnowlabs/nlp/RecursivePipeline.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.RecursivePipeline" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.RecursivePipeline</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.RecursivePipeline" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.RecursivePipelineModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.RecursivePipelineModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.RecursivePipelineModel" />
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.SparkNLP" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.SparkNLP</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.SparkNLP" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.SparkNLP" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.TableAssembler" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.TableAssembler</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.TableAssembler" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.TableAssembler" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.TableAssembler</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.TableAssembler" />
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.TokenAssembler" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.TokenAssembler</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.TokenAssembler" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/TokenAssembler.html b/docs/api/com/johnsnowlabs/nlp/TokenAssembler.html
index 29a828c0df9126..68b3ec5985f394 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.TokenAssembler</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.TokenAssembler" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.TokenAssembler" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.TokenAssembler</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.TokenAssembler" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.TokenAssembler" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc$.html
index fe9378252156e3..2b2a95ee344d35 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Chunk2Doc</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Chunk2Doc</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
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                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
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                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc.html b/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc.html
index 0e171d7a638336..2c39d1c7b3f3a7 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Chunk2Doc.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Chunk2Doc</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Chunk2Doc</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Chunk2Doc" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
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                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer$.html
index bd6b574e3730e3..5b60a83628a8e7 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ChunkTokenizer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ChunkTokenizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html
index 0c43bd7a0d17af..efc1100da6f358 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizer.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ChunkTokenizer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ChunkTokenizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel$.html
index d41b1131a64e8a..d718151932b64b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel.html
index 94a52e14e43dea..78df653aaf480a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/ChunkTokenizerModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ChunkTokenizerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Chunker$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Chunker$.html
index 633779b0440154..f6710a92bb2fb4 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Chunker$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Chunker$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Chunker</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunker" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Chunker" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Chunker</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunker" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Chunker" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Chunker.html b/docs/api/com/johnsnowlabs/nlp/annotators/Chunker.html
index bcec7933739fe6..87ec25eb29a920 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Chunker.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Chunker.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Chunker</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunker" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Chunker" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Chunker</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Chunker" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Chunker" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Date2Chunk$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Date2Chunk$.html
index 64961384ed9fd7..26e6e766aa9bf0 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Date2Chunk$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Date2Chunk$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Date2Chunk</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Date2Chunk" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Date2Chunk" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Date2Chunk</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Date2Chunk" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Date2Chunk" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Date2Chunk.html b/docs/api/com/johnsnowlabs/nlp/annotators/Date2Chunk.html
index 2d2030e214cc4c..6d08a11ba2870a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Date2Chunk.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Date2Chunk.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Date2Chunk</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Date2Chunk" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Date2Chunk" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Date2Chunk</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Date2Chunk" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Date2Chunk" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher$.html b/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher$.html
index 873fce15d5aac5..ccae44b4188c14 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DateMatcher</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.DateMatcher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DateMatcher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.DateMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher.html
index c8802be7808305..c37bce4dd7d40f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcher.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DateMatcher</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.DateMatcher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DateMatcher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.DateMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcherTranslator.html b/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcherTranslator.html
index d182cb84707e13..b86eb7657d961b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcherTranslator.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcherTranslator.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DateMatcherTranslator</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcherTranslator" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.DateMatcherTranslator" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DateMatcherTranslator</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcherTranslator" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.DateMatcherTranslator" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcherTranslatorPolicy.html b/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcherTranslatorPolicy.html
index f9f7f789cec26b..b7a180ee96cccd 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcherTranslatorPolicy.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/DateMatcherTranslatorPolicy.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DateMatcherTranslatorPolicy</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcherTranslatorPolicy" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.DateMatcherTranslatorPolicy" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DateMatcherTranslatorPolicy</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcherTranslatorPolicy" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.DateMatcherTranslatorPolicy" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
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                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.DateMatcherUtils" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DateMatcherUtils</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.DateMatcherUtils" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.DateMatcherUtils" />
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="" title=""></a>
                         <a href="" title="">DateMatcherUtils</a>
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-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
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                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
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+          <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      
+      <link href="../../../../lib/index.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
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+      <script type="text/javascript" src="../../../../lib/index.js"></script>
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+      <script type="text/javascript">
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+        var toRoot = '../../../../';
+      </script>
+    
+        </head>
+        <body>
+      <div id="search">
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
+        <span class="close-results"><span class="left">&lt;</span> Back</span>
+        <div id="textfilter">
+          <span class="input">
+            <input autocapitalize="none" placeholder="Search" id="index-input" type="text" accesskey="/" />
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+      <a id="annotators"></a><a id="annotators:annotators"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/index.html" title="Permalink">
+        <i class="material-icons"></i>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="index.html"><span class="name">annotators</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.audio" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="audio"></a><a id="audio:audio"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/audio/index.html" title="Permalink">
+        <i class="material-icons"></i>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.btm" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.classifier" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/classifier/index.html" title="Permalink">
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+      <span class="modifier_kind">
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+        <span class="kind">package</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="common"></a><a id="common:common"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/common/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
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+      <span class="modifier_kind">
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+        <span class="kind">package</span>
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+        <a title="" href="common/index.html"><span class="name">common</span></a>
+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.coref" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="coref"></a><a id="coref:coref"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/coref/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      </span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+        <a title="" href="cv/index.html"><span class="name">cv</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.er" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/er/index.html" title="Permalink">
+        <i class="material-icons"></i>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.keyword" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="keyword"></a><a id="keyword:keyword"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/keyword/index.html" title="Permalink">
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+      <span class="modifier_kind">
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+        <span class="kind">package</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ld" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/ld/index.html" title="Permalink">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sbd"></a><a id="sbd:sbd"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/sbd/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="sbd/index.html"><span class="name">sbd</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sda"></a><a id="sda:sda"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/sda/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="sda/index.html"><span class="name">sda</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sentence_detector_dl"></a><a id="sentence_detector_dl:sentence_detector_dl"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/sentence_detector_dl/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="sentence_detector_dl/index.html"><span class="name">sentence_detector_dl</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.seq2seq" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="seq2seq"></a><a id="seq2seq:seq2seq"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/seq2seq/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="spell"></a><a id="spell:spell"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/spell/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="spell/index.html"><span class="name">spell</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.tapas" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tapas"></a><a id="tapas:tapas"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/tapas/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="tapas/index.html"><span class="name">tapas</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.tokenizer" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tokenizer"></a><a id="tokenizer:tokenizer"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/tokenizer/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="tokenizer/index.html"><span class="name">tokenizer</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ws" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ws"></a><a id="ws:ws"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/ws/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ws/index.html"><span class="name">ws</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li class="current-entities indented4">
+                        <a class="object" href="Chunk2Doc$.html" title="This is the companion object of Chunk2Doc."></a>
+                        <a class="class" href="Chunk2Doc.html" title="Converts a CHUNK type column back into DOCUMENT."></a>
+                        <a href="Chunk2Doc.html" title="Converts a CHUNK type column back into DOCUMENT.">Chunk2Doc</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="ChunkTokenizer$.html" title="This is the companion object of ChunkTokenizer."></a>
+                        <a class="class" href="ChunkTokenizer.html" title="Tokenizes and flattens extracted NER chunks."></a>
+                        <a href="ChunkTokenizer.html" title="Tokenizes and flattens extracted NER chunks.">ChunkTokenizer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="ChunkTokenizerModel$.html" title=""></a>
+                        <a class="class" href="ChunkTokenizerModel.html" title="Instantiated model of the ChunkTokenizer."></a>
+                        <a href="ChunkTokenizerModel.html" title="Instantiated model of the ChunkTokenizer.">ChunkTokenizerModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Chunker$.html" title="This is the companion object of Chunker."></a>
+                        <a class="class" href="Chunker.html" title="This annotator matches a pattern of part-of-speech tags in order to return meaningful phrases from document."></a>
+                        <a href="Chunker.html" title="This annotator matches a pattern of part-of-speech tags in order to return meaningful phrases from document.">Chunker</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Date2Chunk$.html" title="This is the companion object of Date2Chunk."></a>
+                        <a class="class" href="Date2Chunk.html" title="Converts DATE type Annotations to CHUNK type."></a>
+                        <a href="Date2Chunk.html" title="Converts DATE type Annotations to CHUNK type.">Date2Chunk</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="DateMatcher$.html" title="This is the companion object of DateMatcher."></a>
+                        <a class="class" href="DateMatcher.html" title="Matches standard date formats into a provided format Reads from different forms of date and time expressions and converts them to a provided date format."></a>
+                        <a href="DateMatcher.html" title="Matches standard date formats into a provided format Reads from different forms of date and time expressions and converts them to a provided date format.">DateMatcher</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="DateMatcherTranslator.html" title=""></a>
+                        <a href="DateMatcherTranslator.html" title="">DateMatcherTranslator</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="DateMatcherTranslatorPolicy.html" title=""></a>
+                        <a href="DateMatcherTranslatorPolicy.html" title="">DateMatcherTranslatorPolicy</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="DateMatcherUtils.html" title=""></a>
+                        <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="" title="This is the companion object of DocumentCharacterTextSplitter."></a>
+                        <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
+                        <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="DocumentNormalizer$.html" title="This is the companion object of DocumentNormalizer."></a>
+                        <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
+                        <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
+                        <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
+                        <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="EnglishStemmer$.html" title=""></a>
+                        <a href="EnglishStemmer$.html" title="">EnglishStemmer</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="GraphExtraction.html" title="Extracts a dependency graph between entities."></a>
+                        <a href="GraphExtraction.html" title="Extracts a dependency graph between entities.">GraphExtraction</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Lemmatizer$.html" title="This is the companion object of Lemmatizer."></a>
+                        <a class="class" href="Lemmatizer.html" title="Class to find lemmas out of words with the objective of returning a base dictionary word."></a>
+                        <a href="Lemmatizer.html" title="Class to find lemmas out of words with the objective of returning a base dictionary word.">Lemmatizer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="LemmatizerModel$.html" title="This is the companion object of LemmatizerModel."></a>
+                        <a class="class" href="LemmatizerModel.html" title="Instantiated Model of the Lemmatizer."></a>
+                        <a href="LemmatizerModel.html" title="Instantiated Model of the Lemmatizer.">LemmatizerModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="LookAroundManager$.html" title=""></a>
+                        <a href="LookAroundManager$.html" title="">LookAroundManager</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="MultiDateMatcher$.html" title="This is the companion object of MultiDateMatcher."></a>
+                        <a class="class" href="MultiDateMatcher.html" title="Matches standard date formats into a provided format."></a>
+                        <a href="MultiDateMatcher.html" title="Matches standard date formats into a provided format.">MultiDateMatcher</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="MultiDatePolicy$.html" title=""></a>
+                        <a href="MultiDatePolicy$.html" title="">MultiDatePolicy</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="NGramGenerator$.html" title=""></a>
+                        <a class="class" href="NGramGenerator.html" title="A feature transformer that converts the input array of strings (annotatorType TOKEN) into an array of n-grams (annotatorType CHUNK)."></a>
+                        <a href="NGramGenerator.html" title="A feature transformer that converts the input array of strings (annotatorType TOKEN) into an array of n-grams (annotatorType CHUNK).">NGramGenerator</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Normalizer$.html" title="This is the companion object of Normalizer."></a>
+                        <a class="class" href="Normalizer.html" title="Annotator that cleans out tokens."></a>
+                        <a href="Normalizer.html" title="Annotator that cleans out tokens.">Normalizer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="NormalizerModel$.html" title=""></a>
+                        <a class="class" href="NormalizerModel.html" title="Instantiated Model of the Normalizer."></a>
+                        <a href="NormalizerModel.html" title="Instantiated Model of the Normalizer.">NormalizerModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="PretrainedAnnotations$.html" title=""></a>
+                        <a href="PretrainedAnnotations$.html" title="">PretrainedAnnotations</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedLemmatizer.html" title=""></a>
+                        <a href="ReadablePretrainedLemmatizer.html" title="">ReadablePretrainedLemmatizer</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedStopWordsCleanerModel.html" title=""></a>
+                        <a href="ReadablePretrainedStopWordsCleanerModel.html" title="">ReadablePretrainedStopWordsCleanerModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedTextMatcher.html" title=""></a>
+                        <a href="ReadablePretrainedTextMatcher.html" title="">ReadablePretrainedTextMatcher</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedTokenizer.html" title=""></a>
+                        <a href="ReadablePretrainedTokenizer.html" title="">ReadablePretrainedTokenizer</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="RecursiveTokenizer.html" title="Tokenizes raw text recursively based on a handful of definable rules."></a>
+                        <a href="RecursiveTokenizer.html" title="Tokenizes raw text recursively based on a handful of definable rules.">RecursiveTokenizer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RecursiveTokenizerModel$.html" title=""></a>
+                        <a class="class" href="RecursiveTokenizerModel.html" title="Instantiated model of the RecursiveTokenizer."></a>
+                        <a href="RecursiveTokenizerModel.html" title="Instantiated model of the RecursiveTokenizer.">RecursiveTokenizerModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RegexMatcher$.html" title="This is the companion object of RegexMatcher."></a>
+                        <a class="class" href="RegexMatcher.html" title="Uses rules to match a set of regular expressions and associate them with a provided identifier."></a>
+                        <a href="RegexMatcher.html" title="Uses rules to match a set of regular expressions and associate them with a provided identifier.">RegexMatcher</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RegexMatcherModel$.html" title=""></a>
+                        <a class="class" href="RegexMatcherModel.html" title="Instantiated model of the RegexMatcher."></a>
+                        <a href="RegexMatcherModel.html" title="Instantiated model of the RegexMatcher.">RegexMatcherModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RegexTokenizer$.html" title="This is the companion object of RegexTokenizer."></a>
+                        <a class="class" href="RegexTokenizer.html" title="A tokenizer that splits text by a regex pattern."></a>
+                        <a href="RegexTokenizer.html" title="A tokenizer that splits text by a regex pattern.">RegexTokenizer</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="SingleDatePolicy$.html" title=""></a>
+                        <a href="SingleDatePolicy$.html" title="">SingleDatePolicy</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Stemmer$.html" title="This is the companion object of Stemmer."></a>
+                        <a class="class" href="Stemmer.html" title="Returns hard-stems out of words with the objective of retrieving the meaningful part of the word."></a>
+                        <a href="Stemmer.html" title="Returns hard-stems out of words with the objective of retrieving the meaningful part of the word.">Stemmer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="StopWordsCleaner$.html" title=""></a>
+                        <a class="class" href="StopWordsCleaner.html" title="This annotator takes a sequence of strings (e.g."></a>
+                        <a href="StopWordsCleaner.html" title="This annotator takes a sequence of strings (e.g.">StopWordsCleaner</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="TextMatcher$.html" title="This is the companion object of TextMatcher."></a>
+                        <a class="class" href="TextMatcher.html" title="Annotator to match exact phrases (by token) provided in a file against a Document."></a>
+                        <a href="TextMatcher.html" title="Annotator to match exact phrases (by token) provided in a file against a Document.">TextMatcher</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="TextMatcherModel$.html" title="This is the companion object of TextMatcherModel."></a>
+                        <a class="class" href="TextMatcherModel.html" title="Instantiated model of the TextMatcher."></a>
+                        <a href="TextMatcherModel.html" title="Instantiated model of the TextMatcher.">TextMatcherModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="TextSplitter.html" title="Splits texts recursively to match given length"></a>
+                        <a href="TextSplitter.html" title="Splits texts recursively to match given length">TextSplitter</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Token2Chunk$.html" title="This is the companion object of Token2Chunk."></a>
+                        <a class="class" href="Token2Chunk.html" title="Converts TOKEN type Annotations to CHUNK type."></a>
+                        <a href="Token2Chunk.html" title="Converts TOKEN type Annotations to CHUNK type.">Token2Chunk</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Tokenizer$.html" title="This is the companion object of Tokenizer."></a>
+                        <a class="class" href="Tokenizer.html" title="Tokenizes raw text in document type columns into TokenizedSentence ."></a>
+                        <a href="Tokenizer.html" title="Tokenizes raw text in document type columns into TokenizedSentence .">Tokenizer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="TokenizerModel$.html" title="This is the companion object of TokenizerModel."></a>
+                        <a class="class" href="TokenizerModel.html" title="Tokenizes raw text into word pieces, tokens."></a>
+                        <a href="TokenizerModel.html" title="Tokenizes raw text into word pieces, tokens.">TokenizerModel</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="object value">
+      <div id="definition">
+        <a href="DocumentCharacterTextSplitter.html" title="See companion class"><div class="big-circle object-companion-class">o</div></a>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="DocumentCharacterTextSplitter.html" title="See companion class">DocumentCharacterTextSplitter</a><span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
+            Companion <a href="DocumentCharacterTextSplitter.html" title="See companion class">class DocumentCharacterTextSplitter</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentCharacterTextSplitter</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>This is the companion object of <a href="DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>. Please refer to that class
+for the documentation.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>], <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div class="toggle"></div>
+        <div id="memberfilter">
+          <i class="material-icons arrow"></i>
+          <span class="input">
+            <input id="mbrsel-input" placeholder="Filter all members" type="text" accesskey="/" />
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+          <i class="clear material-icons"></i>
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+        <div id="filterby">
+          <div id="order">
+            <span class="filtertype">Ordering</span>
+            <ol>
+              
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+              <li class="inherit out"><span>By Inheritance</span></li>
+            </ol>
+          </div>
+          <div class="ancestors">
+                  <span class="filtertype">Inherited<br />
+                  </span>
+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter"><span>DocumentCharacterTextSplitter</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                  </ol>
+                </div><div class="ancestors">
+              <span class="filtertype"></span>
+              <ol>
+                <li class="hideall out"><span>Hide All</span></li>
+                <li class="showall in"><span>Show All</span></li>
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+              <span class="filtertype">Visibility</span>
+              <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+            </div>
+        </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
+      <span class="permalink">
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+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html###():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#==(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#asInstanceOf[T0]:T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#clone():Object" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#finalize():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a><a id="load(String):DocumentCharacterTextSplitter"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#load(path:String):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a><a id="read:MLReader[DocumentCharacterTextSplitter]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#read:org.apache.spark.ml.util.MLReader[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
+        </div>
+      </div>
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter.html b/docs/api/com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter.html
index 5cf666d5acbbaf..70d8bcef72b498 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
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                       </li><li class="current-entities indented4">
@@ -656,14 +656,16 @@ <h1>Packages</h1>
           <div id="content">
             <body class="class type">
       <div id="definition">
-        <div class="big-circle class">c</div>
+        <a href="DocumentCharacterTextSplitter$.html" title="See companion object"><div class="big-circle class-companion-object">c</div></a>
         <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
-        <h1>DocumentCharacterTextSplitter<span class="permalink">
+        <h1><a href="DocumentCharacterTextSplitter$.html" title="See companion object">DocumentCharacterTextSplitter</a><span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter.html" title="Permalink">
         <i class="material-icons"></i>
       </a>
     </span></h1>
-        <h3><span class="morelinks"></span></h3>
+        <h3><span class="morelinks"><div>
+            Companion <a href="DocumentCharacterTextSplitter$.html" title="See companion object">object DocumentCharacterTextSplitter</a>
+          </div></span></h3>
       </div>
 
       <h4 id="signature" class="signature">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/DocumentNormalizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/DocumentNormalizer$.html
index 3020db98c74bd2..e4a080434f1bc4 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/DocumentNormalizer$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DocumentNormalizer</title>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentNormalizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DocumentNormalizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.DocumentNormalizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentNormalizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
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                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/DocumentNormalizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/DocumentNormalizer.html
index 6f2f069a33de91..5aa52216b0611b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/DocumentNormalizer.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DocumentNormalizer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentNormalizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DocumentNormalizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.DocumentNormalizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentNormalizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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new file mode 100644
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+          <meta http-equiv="X-UA-Compatible" content="IE=edge" />
+          <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
+      
+      <link href="../../../../lib/index.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />
+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <script type="text/javascript" src="../../../../lib/jquery.mousewheel.min.js"></script>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
+        <span class="close-results"><span class="left">&lt;</span> Back</span>
+        <div id="textfilter">
+          <span class="input">
+            <input autocapitalize="none" placeholder="Search" id="index-input" type="text" accesskey="/" />
+            <i class="clear material-icons"></i>
+            <i id="search-icon" class="material-icons"></i>
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+      <span class="permalink">
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+        <a title="" href="../../../../index.html"><span class="name">root</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../index.html" class="extype" name="_root_">root</a></dd></dl></div>
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+      <span class="permalink">
+      <a href="../../../../com/index.html" title="Permalink">
+        <i class="material-icons"></i>
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+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="../../../index.html"><span class="name">com</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../index.html" class="extype" name="_root_">root</a></dd></dl></div>
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+      <a id="johnsnowlabs"></a><a id="johnsnowlabs:johnsnowlabs"></a>
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+        <a title="" href="../index.html"><span class="name">nlp</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
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+      <a href="../../../../com/johnsnowlabs/nlp/annotators/audio/index.html" title="Permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/btm/index.html" title="Permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="btm/index.html"><span class="name">btm</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/classifier/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+        <a title="" href="classifier/index.html"><span class="name">classifier</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.common" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="common"></a><a id="common:common"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/common/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="common/index.html"><span class="name">common</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.coref" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="coref"></a><a id="coref:coref"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/coref/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="coref/index.html"><span class="name">coref</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.cv" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="cv"></a><a id="cv:cv"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/cv/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="cv/index.html"><span class="name">cv</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.er" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="er"></a><a id="er:er"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/er/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="er/index.html"><span class="name">er</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.keyword" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="keyword"></a><a id="keyword:keyword"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/keyword/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="keyword/index.html"><span class="name">keyword</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ld" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ld"></a><a id="ld:ld"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/ld/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ld/index.html"><span class="name">ld</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ner" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ner"></a><a id="ner:ner"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/ner/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ner/index.html"><span class="name">ner</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.param" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="param"></a><a id="param:param"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/param/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="param/index.html"><span class="name">param</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.parser" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parser"></a><a id="parser:parser"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/parser/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="parser/index.html"><span class="name">parser</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.pos" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pos"></a><a id="pos:pos"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/pos/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="pos/index.html"><span class="name">pos</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sbd" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sbd"></a><a id="sbd:sbd"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/sbd/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="sbd/index.html"><span class="name">sbd</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sda" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sda"></a><a id="sda:sda"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/sda/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="sda/index.html"><span class="name">sda</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="sentence_detector_dl"></a><a id="sentence_detector_dl:sentence_detector_dl"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/sentence_detector_dl/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="sentence_detector_dl/index.html"><span class="name">sentence_detector_dl</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.seq2seq" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="seq2seq"></a><a id="seq2seq:seq2seq"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/seq2seq/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="seq2seq/index.html"><span class="name">seq2seq</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.similarity" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="similarity"></a><a id="similarity:similarity"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/similarity/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="similarity/index.html"><span class="name">similarity</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.spell" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="spell"></a><a id="spell:spell"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/spell/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="spell/index.html"><span class="name">spell</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.tapas" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tapas"></a><a id="tapas:tapas"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/tapas/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="tapas/index.html"><span class="name">tapas</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.tokenizer" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tokenizer"></a><a id="tokenizer:tokenizer"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/tokenizer/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="tokenizer/index.html"><span class="name">tokenizer</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.ws" visbl="pub" class="indented5 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ws"></a><a id="ws:ws"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/ws/index.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ws/index.html"><span class="name">ws</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></dd></dl></div>
+    </li><li class="current-entities indented4">
+                        <a class="object" href="Chunk2Doc$.html" title="This is the companion object of Chunk2Doc."></a>
+                        <a class="class" href="Chunk2Doc.html" title="Converts a CHUNK type column back into DOCUMENT."></a>
+                        <a href="Chunk2Doc.html" title="Converts a CHUNK type column back into DOCUMENT.">Chunk2Doc</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="ChunkTokenizer$.html" title="This is the companion object of ChunkTokenizer."></a>
+                        <a class="class" href="ChunkTokenizer.html" title="Tokenizes and flattens extracted NER chunks."></a>
+                        <a href="ChunkTokenizer.html" title="Tokenizes and flattens extracted NER chunks.">ChunkTokenizer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="ChunkTokenizerModel$.html" title=""></a>
+                        <a class="class" href="ChunkTokenizerModel.html" title="Instantiated model of the ChunkTokenizer."></a>
+                        <a href="ChunkTokenizerModel.html" title="Instantiated model of the ChunkTokenizer.">ChunkTokenizerModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Chunker$.html" title="This is the companion object of Chunker."></a>
+                        <a class="class" href="Chunker.html" title="This annotator matches a pattern of part-of-speech tags in order to return meaningful phrases from document."></a>
+                        <a href="Chunker.html" title="This annotator matches a pattern of part-of-speech tags in order to return meaningful phrases from document.">Chunker</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Date2Chunk$.html" title="This is the companion object of Date2Chunk."></a>
+                        <a class="class" href="Date2Chunk.html" title="Converts DATE type Annotations to CHUNK type."></a>
+                        <a href="Date2Chunk.html" title="Converts DATE type Annotations to CHUNK type.">Date2Chunk</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="DateMatcher$.html" title="This is the companion object of DateMatcher."></a>
+                        <a class="class" href="DateMatcher.html" title="Matches standard date formats into a provided format Reads from different forms of date and time expressions and converts them to a provided date format."></a>
+                        <a href="DateMatcher.html" title="Matches standard date formats into a provided format Reads from different forms of date and time expressions and converts them to a provided date format.">DateMatcher</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="DateMatcherTranslator.html" title=""></a>
+                        <a href="DateMatcherTranslator.html" title="">DateMatcherTranslator</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="DateMatcherTranslatorPolicy.html" title=""></a>
+                        <a href="DateMatcherTranslatorPolicy.html" title="">DateMatcherTranslatorPolicy</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="DateMatcherUtils.html" title=""></a>
+                        <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
+                        <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
+                        <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="DocumentNormalizer$.html" title="This is the companion object of DocumentNormalizer."></a>
+                        <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
+                        <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="" title="This is the companion object of DocumentTokenSplitter."></a>
+                        <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
+                        <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
+                      </li><li class="current-entities indented4">
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+                        <a class="class" href="GraphExtraction.html" title="Extracts a dependency graph between entities."></a>
+                        <a href="GraphExtraction.html" title="Extracts a dependency graph between entities.">GraphExtraction</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Lemmatizer$.html" title="This is the companion object of Lemmatizer."></a>
+                        <a class="class" href="Lemmatizer.html" title="Class to find lemmas out of words with the objective of returning a base dictionary word."></a>
+                        <a href="Lemmatizer.html" title="Class to find lemmas out of words with the objective of returning a base dictionary word.">Lemmatizer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="LemmatizerModel$.html" title="This is the companion object of LemmatizerModel."></a>
+                        <a class="class" href="LemmatizerModel.html" title="Instantiated Model of the Lemmatizer."></a>
+                        <a href="LemmatizerModel.html" title="Instantiated Model of the Lemmatizer.">LemmatizerModel</a>
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+                        <a href="LookAroundManager$.html" title="">LookAroundManager</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="MultiDateMatcher$.html" title="This is the companion object of MultiDateMatcher."></a>
+                        <a class="class" href="MultiDateMatcher.html" title="Matches standard date formats into a provided format."></a>
+                        <a href="MultiDateMatcher.html" title="Matches standard date formats into a provided format.">MultiDateMatcher</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="MultiDatePolicy$.html" title=""></a>
+                        <a href="MultiDatePolicy$.html" title="">MultiDatePolicy</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="NGramGenerator$.html" title=""></a>
+                        <a class="class" href="NGramGenerator.html" title="A feature transformer that converts the input array of strings (annotatorType TOKEN) into an array of n-grams (annotatorType CHUNK)."></a>
+                        <a href="NGramGenerator.html" title="A feature transformer that converts the input array of strings (annotatorType TOKEN) into an array of n-grams (annotatorType CHUNK).">NGramGenerator</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Normalizer$.html" title="This is the companion object of Normalizer."></a>
+                        <a class="class" href="Normalizer.html" title="Annotator that cleans out tokens."></a>
+                        <a href="Normalizer.html" title="Annotator that cleans out tokens.">Normalizer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="NormalizerModel$.html" title=""></a>
+                        <a class="class" href="NormalizerModel.html" title="Instantiated Model of the Normalizer."></a>
+                        <a href="NormalizerModel.html" title="Instantiated Model of the Normalizer.">NormalizerModel</a>
+                      </li><li class="current-entities indented4">
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+                        <a href="PretrainedAnnotations$.html" title="">PretrainedAnnotations</a>
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+                        <a class="trait" href="ReadablePretrainedLemmatizer.html" title=""></a>
+                        <a href="ReadablePretrainedLemmatizer.html" title="">ReadablePretrainedLemmatizer</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedStopWordsCleanerModel.html" title=""></a>
+                        <a href="ReadablePretrainedStopWordsCleanerModel.html" title="">ReadablePretrainedStopWordsCleanerModel</a>
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+                        <a href="ReadablePretrainedTextMatcher.html" title="">ReadablePretrainedTextMatcher</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedTokenizer.html" title=""></a>
+                        <a href="ReadablePretrainedTokenizer.html" title="">ReadablePretrainedTokenizer</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="RecursiveTokenizer.html" title="Tokenizes raw text recursively based on a handful of definable rules."></a>
+                        <a href="RecursiveTokenizer.html" title="Tokenizes raw text recursively based on a handful of definable rules.">RecursiveTokenizer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RecursiveTokenizerModel$.html" title=""></a>
+                        <a class="class" href="RecursiveTokenizerModel.html" title="Instantiated model of the RecursiveTokenizer."></a>
+                        <a href="RecursiveTokenizerModel.html" title="Instantiated model of the RecursiveTokenizer.">RecursiveTokenizerModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RegexMatcher$.html" title="This is the companion object of RegexMatcher."></a>
+                        <a class="class" href="RegexMatcher.html" title="Uses rules to match a set of regular expressions and associate them with a provided identifier."></a>
+                        <a href="RegexMatcher.html" title="Uses rules to match a set of regular expressions and associate them with a provided identifier.">RegexMatcher</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RegexMatcherModel$.html" title=""></a>
+                        <a class="class" href="RegexMatcherModel.html" title="Instantiated model of the RegexMatcher."></a>
+                        <a href="RegexMatcherModel.html" title="Instantiated model of the RegexMatcher.">RegexMatcherModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RegexTokenizer$.html" title="This is the companion object of RegexTokenizer."></a>
+                        <a class="class" href="RegexTokenizer.html" title="A tokenizer that splits text by a regex pattern."></a>
+                        <a href="RegexTokenizer.html" title="A tokenizer that splits text by a regex pattern.">RegexTokenizer</a>
+                      </li><li class="current-entities indented4">
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+                        <a href="SingleDatePolicy$.html" title="">SingleDatePolicy</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Stemmer$.html" title="This is the companion object of Stemmer."></a>
+                        <a class="class" href="Stemmer.html" title="Returns hard-stems out of words with the objective of retrieving the meaningful part of the word."></a>
+                        <a href="Stemmer.html" title="Returns hard-stems out of words with the objective of retrieving the meaningful part of the word.">Stemmer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="StopWordsCleaner$.html" title=""></a>
+                        <a class="class" href="StopWordsCleaner.html" title="This annotator takes a sequence of strings (e.g."></a>
+                        <a href="StopWordsCleaner.html" title="This annotator takes a sequence of strings (e.g.">StopWordsCleaner</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="TextMatcher$.html" title="This is the companion object of TextMatcher."></a>
+                        <a class="class" href="TextMatcher.html" title="Annotator to match exact phrases (by token) provided in a file against a Document."></a>
+                        <a href="TextMatcher.html" title="Annotator to match exact phrases (by token) provided in a file against a Document.">TextMatcher</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="TextMatcherModel$.html" title="This is the companion object of TextMatcherModel."></a>
+                        <a class="class" href="TextMatcherModel.html" title="Instantiated model of the TextMatcher."></a>
+                        <a href="TextMatcherModel.html" title="Instantiated model of the TextMatcher.">TextMatcherModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="TextSplitter.html" title="Splits texts recursively to match given length"></a>
+                        <a href="TextSplitter.html" title="Splits texts recursively to match given length">TextSplitter</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Token2Chunk$.html" title="This is the companion object of Token2Chunk."></a>
+                        <a class="class" href="Token2Chunk.html" title="Converts TOKEN type Annotations to CHUNK type."></a>
+                        <a href="Token2Chunk.html" title="Converts TOKEN type Annotations to CHUNK type.">Token2Chunk</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Tokenizer$.html" title="This is the companion object of Tokenizer."></a>
+                        <a class="class" href="Tokenizer.html" title="Tokenizes raw text in document type columns into TokenizedSentence ."></a>
+                        <a href="Tokenizer.html" title="Tokenizes raw text in document type columns into TokenizedSentence .">Tokenizer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="TokenizerModel$.html" title="This is the companion object of TokenizerModel."></a>
+                        <a class="class" href="TokenizerModel.html" title="Tokenizes raw text into word pieces, tokens."></a>
+                        <a href="TokenizerModel.html" title="Tokenizes raw text into word pieces, tokens.">TokenizerModel</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="object value">
+      <div id="definition">
+        <a href="DocumentTokenSplitter.html" title="See companion class"><div class="big-circle object-companion-class">o</div></a>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
+        <h1><a href="DocumentTokenSplitter.html" title="See companion class">DocumentTokenSplitter</a><span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
+            Companion <a href="DocumentTokenSplitter.html" title="See companion class">class DocumentTokenSplitter</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">DocumentTokenSplitter</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>This is the companion object of <a href="DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>. Please refer to that class for the
+documentation.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>], <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
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+            <span class="filtertype">Ordering</span>
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+          </div>
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+                  <span class="filtertype">Inherited<br />
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+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter"><span>DocumentTokenSplitter</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                  </ol>
+                </div><div class="ancestors">
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+      <div id="template">
+        <div id="allMembers">
+        
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+        
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+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
+      <span class="permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html###():Int" title="Permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#==(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#asInstanceOf[T0]:T0" title="Permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#clone():Object" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#finalize():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a><a id="load(String):DocumentTokenSplitter"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#load(path:String):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.DefaultParamsReadable#read" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a><a id="read:MLReader[DocumentTokenSplitter]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#read:org.apache.spark.ml.util.MLReader[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
+        </div>
+      </div>
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter.html b/docs/api/com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter.html
index 41a8db437a3def..660ceedf2fdddf 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
@@ -656,14 +656,16 @@ <h1>Packages</h1>
           <div id="content">
             <body class="class type">
       <div id="definition">
-        <div class="big-circle class">c</div>
+        <a href="DocumentTokenSplitter$.html" title="See companion object"><div class="big-circle class-companion-object">c</div></a>
         <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.annotators">annotators</a></p>
-        <h1>DocumentTokenSplitter<span class="permalink">
+        <h1><a href="DocumentTokenSplitter$.html" title="See companion object">DocumentTokenSplitter</a><span class="permalink">
       <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter.html" title="Permalink">
         <i class="material-icons"></i>
       </a>
     </span></h1>
-        <h3><span class="morelinks"></span></h3>
+        <h3><span class="morelinks"><div>
+            Companion <a href="DocumentTokenSplitter$.html" title="See companion object">object DocumentTokenSplitter</a>
+          </div></span></h3>
       </div>
 
       <h4 id="signature" class="signature">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/EnglishStemmer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/EnglishStemmer$.html
index 2fe2a6227e2a9f..5c2b17fc8f84fc 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/EnglishStemmer$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/EnglishStemmer$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.EnglishStemmer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.EnglishStemmer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.EnglishStemmer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.EnglishStemmer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.EnglishStemmer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.EnglishStemmer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
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                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/GraphExtraction.html b/docs/api/com/johnsnowlabs/nlp/annotators/GraphExtraction.html
index 6de09cc9ddf26f..306028765a955f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/GraphExtraction.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.GraphExtraction" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.GraphExtraction" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.GraphExtraction</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.GraphExtraction" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.GraphExtraction" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
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                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
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-                        <span class="separator"></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer$.html
index fdcd6f754a8623..9ac009c3136e68 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Lemmatizer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Lemmatizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Lemmatizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Lemmatizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Lemmatizer" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
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                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
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                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer.html
index d36d6979ae5c62..7de5f2a142fb89 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Lemmatizer.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Lemmatizer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Lemmatizer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Lemmatizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Lemmatizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Lemmatizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Lemmatizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel$.html
index c5b8cf0880f758..b4fc93a937780b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.LemmatizerModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.LemmatizerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel.html
index 3b9547889f9472..9424f2e847e0a2 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/LemmatizerModel.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.LemmatizerModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.LemmatizerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.LemmatizerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/LookAroundManager$.html b/docs/api/com/johnsnowlabs/nlp/annotators/LookAroundManager$.html
index 07fa6e20beec06..e2e6a90d7e1123 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/LookAroundManager$.html
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@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.LookAroundManager</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.LookAroundManager" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.LookAroundManager" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.LookAroundManager</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.LookAroundManager" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.LookAroundManager" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/MultiDateMatcher$.html b/docs/api/com/johnsnowlabs/nlp/annotators/MultiDateMatcher$.html
index 4ec1f16b754503..8cee52a1a81e91 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/MultiDateMatcher$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/MultiDateMatcher$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.MultiDateMatcher</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.MultiDateMatcher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.MultiDateMatcher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.MultiDateMatcher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.MultiDateMatcher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.MultiDateMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/MultiDateMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/MultiDateMatcher.html
index 33df328e121be0..1047e8a8b52132 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/MultiDateMatcher.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/MultiDateMatcher.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.MultiDateMatcher</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.MultiDateMatcher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.MultiDateMatcher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.MultiDateMatcher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.MultiDateMatcher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.MultiDateMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/MultiDatePolicy$.html b/docs/api/com/johnsnowlabs/nlp/annotators/MultiDatePolicy$.html
index e81e64f1c04067..9703c361f0eab0 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/MultiDatePolicy$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/MultiDatePolicy$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.MultiDatePolicy</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.MultiDatePolicy" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.MultiDatePolicy" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.MultiDatePolicy</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.MultiDatePolicy" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.MultiDatePolicy" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/NGramGenerator$.html b/docs/api/com/johnsnowlabs/nlp/annotators/NGramGenerator$.html
index b18c61f84b8e7f..fac11d9c58bfde 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/NGramGenerator$.html
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@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.NGramGenerator</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.NGramGenerator" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.NGramGenerator" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.NGramGenerator</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.NGramGenerator" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.NGramGenerator" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/NGramGenerator.html b/docs/api/com/johnsnowlabs/nlp/annotators/NGramGenerator.html
index 553786ef8f66d1..38b889904b8e07 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/NGramGenerator.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/NGramGenerator.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.NGramGenerator</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.NGramGenerator" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.NGramGenerator" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.NGramGenerator</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.NGramGenerator" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.NGramGenerator" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer$.html
index 75e1b9b2d1e35d..9aa71d109433ea 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Normalizer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Normalizer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Normalizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Normalizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Normalizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Normalizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer.html
index d8c41cd4d1129a..d7d4a90f475f21 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Normalizer.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Normalizer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Normalizer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Normalizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Normalizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Normalizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Normalizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/NormalizerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/NormalizerModel$.html
index 9c826aaf66f4f6..38603138f0e4a8 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/NormalizerModel$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/NormalizerModel$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.NormalizerModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.NormalizerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.NormalizerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.NormalizerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.NormalizerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.NormalizerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.NormalizerModel.TokenizerAndNormalizerMap" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.NormalizerModel.TokenizerAndNormalizerMap</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.NormalizerModel.TokenizerAndNormalizerMap" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/NormalizerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/NormalizerModel.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.NormalizerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.NormalizerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.NormalizerModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
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                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
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index 6bd583859f9731..e3fb3287048f89 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.PretrainedAnnotations" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.PretrainedAnnotations</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.PretrainedAnnotations" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
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                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ReadablePretrainedLemmatizer" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ReadablePretrainedLemmatizer" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -522,7 +522,7 @@ <h1>Packages</h1>
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                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ReadablePretrainedStopWordsCleanerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ReadablePretrainedStopWordsCleanerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ReadablePretrainedStopWordsCleanerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ReadablePretrainedStopWordsCleanerModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
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+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
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                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
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-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ReadablePretrainedTextMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/ReadablePretrainedTextMatcher.html
index 90a12bc4cf1322..b8d5a264c14f87 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ReadablePretrainedTextMatcher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ReadablePretrainedTextMatcher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ReadablePretrainedTextMatcher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ReadablePretrainedTextMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
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                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
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-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ReadablePretrainedTokenizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ReadablePretrainedTokenizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ReadablePretrainedTokenizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ReadablePretrainedTokenizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
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+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
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                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
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-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RecursiveTokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/RecursiveTokenizer.html
index bda2f1d8bba213..e9c8d332f87654 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.RecursiveTokenizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RecursiveTokenizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.RecursiveTokenizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.RecursiveTokenizer" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
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                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
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                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RecursiveTokenizerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/RecursiveTokenizerModel$.html
index 1ca6548539f798..a73403cc6cb2d6 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/RecursiveTokenizerModel$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RecursiveTokenizerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/RecursiveTokenizerModel.html
index 46160ed794f492..4eb89d48d38498 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/RecursiveTokenizerModel.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.RecursiveTokenizerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
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                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher$.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher$.html
index 6ae84186cb4d98..8bfb579fb674be 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher$.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexMatcher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexMatcher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexMatcher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexMatcher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher.html
index 58c8a941bcb30c..b9c3d0791ae17e 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcher.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexMatcher</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexMatcher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexMatcher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexMatcher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexMatcher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel$.html
index f3c14f08b04f21..a02dc95ebf317a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel$.html
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@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexMatcherModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexMatcherModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel.html
index b39f6d82cc8a9a..e97f0385e7ac12 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/RegexMatcherModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexMatcherModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexMatcherModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexMatcherModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexTokenizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexTokenizer$.html
index f3805ad41e4b93..02acdda3e79449 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/RegexTokenizer$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/RegexTokenizer$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexTokenizer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexTokenizer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexTokenizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexTokenizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexTokenizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexTokenizer" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/RegexTokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/RegexTokenizer.html
index d70ff45443c5ef..6a039ee5d223a7 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/RegexTokenizer.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/RegexTokenizer.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexTokenizer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexTokenizer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexTokenizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.RegexTokenizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.RegexTokenizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.RegexTokenizer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/SingleDatePolicy$.html b/docs/api/com/johnsnowlabs/nlp/annotators/SingleDatePolicy$.html
index d1f69ab04c882f..ba8e7ab66a656d 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/SingleDatePolicy$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.SingleDatePolicy</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.SingleDatePolicy" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.SingleDatePolicy" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.SingleDatePolicy</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.SingleDatePolicy" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.SingleDatePolicy" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer$.html
index e7e21b8236e80c..0103200723bbed 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer$.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Stemmer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Stemmer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Stemmer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Stemmer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Stemmer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Stemmer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer.html b/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer.html
index 66513fc2652494..6d649cd03fbb15 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Stemmer.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Stemmer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Stemmer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Stemmer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Stemmer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Stemmer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Stemmer" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/StopWordsCleaner$.html b/docs/api/com/johnsnowlabs/nlp/annotators/StopWordsCleaner$.html
index 5af18e85ad8e37..0901251ed71923 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/StopWordsCleaner$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/StopWordsCleaner$.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.StopWordsCleaner</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.StopWordsCleaner" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.StopWordsCleaner" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.StopWordsCleaner</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.StopWordsCleaner" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.StopWordsCleaner" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/StopWordsCleaner.html b/docs/api/com/johnsnowlabs/nlp/annotators/StopWordsCleaner.html
index 70918147115720..d93efae5a349f2 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/StopWordsCleaner.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/StopWordsCleaner.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.StopWordsCleaner</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.StopWordsCleaner" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.StopWordsCleaner" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.StopWordsCleaner</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.StopWordsCleaner" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.StopWordsCleaner" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher$.html b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher$.html
index ace899593dec82..c02b683086a704 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextMatcher</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextMatcher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextMatcher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextMatcher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher.html
index 1ae24b8197b3a5..c0823483d07db4 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcher.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextMatcher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextMatcher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextMatcher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcher" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel$.html
index 0763fe0481c2de..786485d0248786 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextMatcherModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextMatcherModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel.html
index 122ec056810845..5594d1d0250f78 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/TextMatcherModel.html
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@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextMatcherModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextMatcherModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.TextMatcherModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TextSplitter.html b/docs/api/com/johnsnowlabs/nlp/annotators/TextSplitter.html
index ec46e42ea576ed..da73c90401147c 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/TextSplitter.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/TextSplitter.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextSplitter</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextSplitter" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.TextSplitter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TextSplitter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.TextSplitter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.TextSplitter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Token2Chunk$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Token2Chunk$.html
index 822706e1ab0810..cbb9f2ceb9eb63 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Token2Chunk$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Token2Chunk$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Token2Chunk</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Token2Chunk" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Token2Chunk" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Token2Chunk</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Token2Chunk" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Token2Chunk" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Token2Chunk.html b/docs/api/com/johnsnowlabs/nlp/annotators/Token2Chunk.html
index 84795724873c7d..5acd27b943dbd2 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Token2Chunk.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Token2Chunk.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Token2Chunk</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Token2Chunk" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Token2Chunk" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Token2Chunk</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Token2Chunk" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Token2Chunk" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/Tokenizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/Tokenizer$.html
index 2af6932ace3d3c..915c557fc9263f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/Tokenizer$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/Tokenizer$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Tokenizer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.Tokenizer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Tokenizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Tokenizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Tokenizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Tokenizer" />
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.Tokenizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.Tokenizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.Tokenizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.Tokenizer" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
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-                        <span class="separator"></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TokenizerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/TokenizerModel$.html
index f033179eb968d6..e2091d5850a764 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.TokenizerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TokenizerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.TokenizerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.TokenizerModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
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                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/TokenizerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/TokenizerModel.html
index dbf7070c4a243f..c7026e11356fea 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/TokenizerModel.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.TokenizerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.TokenizerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.TokenizerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.TokenizerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.TokenizerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
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@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/HubertForCTC$.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/HubertForCTC$.html
index 22aed9d055d6ed..5159f4f925b484 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/audio/HubertForCTC$.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.HubertForCTC</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.HubertForCTC" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.HubertForCTC" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.HubertForCTC</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.HubertForCTC" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.HubertForCTC" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/HubertForCTC.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/HubertForCTC.html
index 71a26ebee13c88..299a0014597dc3 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/audio/HubertForCTC.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.HubertForCTC</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.HubertForCTC" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.HubertForCTC" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.HubertForCTC</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.HubertForCTC" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.HubertForCTC" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadHubertForAudioDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadHubertForAudioDLModel.html
index f517916b690c72..a55d312bf24201 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadHubertForAudioDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadHubertForAudioDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.ReadHubertForAudioDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.ReadHubertForAudioDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.ReadHubertForAudioDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.ReadHubertForAudioDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.ReadHubertForAudioDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.ReadHubertForAudioDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadWav2Vec2ForAudioDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadWav2Vec2ForAudioDLModel.html
index 43cc3501aa7826..aa5e599ac88614 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadWav2Vec2ForAudioDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadWav2Vec2ForAudioDLModel.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.ReadWav2Vec2ForAudioDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.ReadWav2Vec2ForAudioDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.ReadWav2Vec2ForAudioDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.ReadWav2Vec2ForAudioDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.ReadWav2Vec2ForAudioDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.ReadWav2Vec2ForAudioDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadWhisperForCTCDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadWhisperForCTCDLModel.html
index 293a8236e4565c..38b34e6f68d007 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadWhisperForCTCDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadWhisperForCTCDLModel.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.ReadWhisperForCTCDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.ReadWhisperForCTCDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.ReadWhisperForCTCDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.ReadWhisperForCTCDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.ReadWhisperForCTCDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.ReadWhisperForCTCDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadablePretrainedHubertForAudioModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadablePretrainedHubertForAudioModel.html
index 3c94d42232ec74..83f44df6911fa8 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadablePretrainedHubertForAudioModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadablePretrainedHubertForAudioModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedHubertForAudioModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedHubertForAudioModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedHubertForAudioModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedHubertForAudioModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedHubertForAudioModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadablePretrainedWav2Vec2ForAudioModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadablePretrainedWav2Vec2ForAudioModel.html
index 6d56303455120c..13cdfb7948822f 100644
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedWav2Vec2ForAudioModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedWav2Vec2ForAudioModel" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadablePretrainedWhisperForCTCModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/ReadablePretrainedWhisperForCTCModel.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.ReadablePretrainedWhisperForCTCModel" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/Wav2Vec2ForCTC$.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/Wav2Vec2ForCTC$.html
index a2a1221dbe4816..18c23f193d89b6 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/Wav2Vec2ForCTC.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/Wav2Vec2ForCTC.html
index 05254cae895258..15d292f7162f47 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.Wav2Vec2ForCTC" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/WhisperForCTC$.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/WhisperForCTC$.html
index e167a1a7aae389..42e3e4560f2d02 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.WhisperForCTC" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/WhisperForCTC.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/WhisperForCTC.html
index 6bc43466229d84..8d2d12ad47413d 100644
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index ef122b09b3a731..2396256828ee80 100644
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/feature_extractor/PreprocessorAttributes$.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/feature_extractor/PreprocessorAttributes$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/feature_extractor/WhisperPreprocessor.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/feature_extractor/WhisperPreprocessor.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.feature extractor.WhisperPreprocessor" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/feature_extractor/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/feature_extractor/index.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.audio.feature extractor" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/audio/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/audio/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.audio" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcher$.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcher$.html
index 66f3c130a5172d..f3136124fff7de 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcher$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcher$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcher.html
index bdde2951e6d350..19178d77452888 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcher.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcher.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcherModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcherModel$.html
index 879859fdf469ee..93c69bb3a22f1c 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcherModel$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcherModel$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcherModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcherModel.html
index b6d004d7b93f5d..fff5b7188c019b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcherModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/BigTextMatcherModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/ReadablePretrainedBigTextMatcher.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/ReadablePretrainedBigTextMatcher.html
index ddfdcf1ae69d00..5ff990421a7615 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/ReadablePretrainedBigTextMatcher.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/ReadablePretrainedBigTextMatcher.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.ReadablePretrainedBigTextMatcher" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMEdgesReadWriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMEdgesReadWriter.html
index 4e38639a57018d..97d58bb00cb1c0 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMEdgesReadWriter.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMEdgesReadWriter.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMEdgesReadWriter</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMEdgesReadWriter" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMEdgesReadWriter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMEdgesReadWriter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMEdgesReadWriter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMEdgesReadWriter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMEdgesReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMEdgesReader.html
index 3abf8f08caf487..16e166d687821b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMEdgesReader.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMEdgesReader.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMEdgesReader</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMEdgesReader" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMEdgesReader" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMEdgesReader</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMEdgesReader" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMEdgesReader" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMNodesReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMNodesReader.html
index 1ad974750e4196..7e5b0540e044a1 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMNodesReader.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMNodesReader.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMNodesReader</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMNodesReader" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMNodesReader" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMNodesReader</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMNodesReader" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMNodesReader" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMNodesWriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMNodesWriter.html
index e07b42274cac4d..7d409f644679b6 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMNodesWriter.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMNodesWriter.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMNodesWriter</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMNodesWriter" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMNodesWriter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMNodesWriter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMNodesWriter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMNodesWriter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReadWriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReadWriter.html
index 2d4299c3cdb3a4..d31cc0a1f755a5 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReadWriter.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReadWriter.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMVocabReadWriter</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMVocabReadWriter" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMVocabReadWriter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMVocabReadWriter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMVocabReadWriter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMVocabReadWriter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReader.html
index 32c9bc10e71ceb..7c5d0d7eb66518 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReader.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TMVocabReader.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMVocabReader</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMVocabReader" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMVocabReader" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TMVocabReader</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TMVocabReader" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TMVocabReader" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TrieNode.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TrieNode.html
index 58415b31347d45..874a2dd6fd4bfa 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/btm/TrieNode.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/btm/TrieNode.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TrieNode</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TrieNode" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TrieNode" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm.TrieNode</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm.TrieNode" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm.TrieNode" />
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         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/btm/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/btm/index.html
index 62518e3f389d06..eb8f0404b5c1be 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.btm" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.btm</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.btm" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.btm" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForQuestionAnswering$.html
index 209f190b57cf76..e06b0e75b0e486 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForQuestionAnswering.html
index 7f1facf130285e..c30491d9bbe7dc 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForSequenceClassification$.html
index a597182c01017f..d980ed02c1b2ac 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForSequenceClassification.html
index a860ed1146c152..228c14d15af1b6 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForSequenceClassification" />
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         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification$.html
index 1c47885073bc43..4f291de6902e23 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
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         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/AlbertForTokenClassification.html
index 777b28ea9a1c45..cc4de9722d637d 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
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         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BartForZeroShotClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BartForZeroShotClassification$.html
index 40409f24864871..0048a5c1f33e81 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BartForZeroShotClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BartForZeroShotClassification.html
index 13c2e50df9c7b6..ef70357e5c842c 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BartForZeroShotClassification.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BartForZeroShotClassification" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering$.html
index cac9aef8705595..72c6ecc65b8aff 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForQuestionAnswering.html
index 58fcf76a2608b8..cf6cc38005d383 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForQuestionAnswering" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification$.html
index f5fca94813fe92..d77be5052f5ffb 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification.html
index 8b4410d4e3e243..4b3424e353eb4f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForSequenceClassification.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification$.html
index 7ec10075325f83..b5e9f142296f89 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification.html
index 6c65dc34e5b98b..939adc3b914c6e 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForTokenClassification.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification$.html
index af477e83df332e..3eea90f0ffa81a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification.html
index 7b4ccff894d89c..4982303c99aaea 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/BertForZeroShotClassification.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.BertForZeroShotClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering$.html
index 1cde7de5e8ceda..147b5148c04686 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html
index b9ea81af07a77f..8bef3a498dfc89 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForQuestionAnswering.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html
index a0ea15f1a73107..31aa76c5e20ede 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification.html
index 10cf3f84bbc332..7ef6491b7c8092 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForSequenceClassification.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForSequenceClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification$.html
index 17afaebff20a97..7bc4534c83c475 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/CamemBertForTokenClassification.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.CamemBertForTokenClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLApproach$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLApproach.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLApproach" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLModel$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierDLModel.html
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierEncoder.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierEncoder.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierEncoder" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierMetrics.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ClassifierMetrics.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierMetrics" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierMetrics" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierMetrics" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+                    <li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering"><span>DeBertaForQuestionAnswering</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel"><span>ReadDeBertaForQuestionAnsweringDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForQAModel"><span>ReadablePretrainedDeBertaForQAModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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               <span class="filtertype"></span>
@@ -1050,6 +1050,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering$.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadDeBertaForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel">ReadDeBertaForQuestionAnsweringDLModel</a> → <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
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       <span class="permalink">
@@ -1146,6 +1162,38 @@ <h3>Value Members</h3>
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       <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadDeBertaForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel">ReadDeBertaForQuestionAnsweringDLModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering$.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol"><span class="name"><a href="../../../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModels" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]"></a><a id="readOnnxModels(String,SparkSession,Seq[String],String,Boolean,Boolean):Map[String,OnnxWrapper]"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering$.html#readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModels</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="modelNames">modelNames: <a href="../../../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel#readSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,filename:String):com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper"></a><a id="readSentencePieceModel(String,SparkSession,String,String):SentencePieceWrapper"></a>
       <span class="permalink">
@@ -1376,6 +1424,8 @@ <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable
               <h3>Inherited from <a href="ReadDeBertaForQuestionAnsweringDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel">ReadDeBertaForQuestionAnsweringDLModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">
               <h3>Inherited from <a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForQAModel">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.html
index 8b7378a36ba54c..ed2333e3b74e1c 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -634,7 +634,7 @@ <h4 id="signature" class="signature">
         <span class="kind">class</span>
       </span>
       <span class="symbol">
-        <span class="name">DeBertaForQuestionAnswering</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>] with <a href="../../../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>] with <a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a> with <a href="../../../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../../../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
+        <span class="name">DeBertaForQuestionAnswering</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>] with <a href="../../../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>] with <a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="../../../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a> with <a href="../../../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../../../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
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@@ -681,7 +681,7 @@ <h4 id="signature" class="signature">
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             Linear Supertypes
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-          <div class="superTypes hiddenContent"><a href="../../../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a>, <a href="../../../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a>, <a href="../../../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a>, <a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a>, <a href="../../../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>], <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>], <a href="../../../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a>, <a href="../../../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>], <a href="../../../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../../../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../../../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../../../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../../../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering">DeBertaForQuestionAnswering</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <a href="../../../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a>, <span class="extype" name="scala.Any">Any</span></div>
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@@ -707,7 +707,7 @@ <h4 id="signature" class="signature">
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       <p class="shortcomment cmt"></p>
@@ -2987,6 +2987,38 @@ <h3>Value Members</h3>
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+    </li><li name="com.johnsnowlabs.ml.onnx.WriteOnnxModel#writeOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
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+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="onnxWrapper">onnxWrapper: <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="fileName">fileName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.WriteOnnxModel#writeOnnxModels" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.html#writeOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrappersWithNames:Seq[(com.johnsnowlabs.ml.onnx.OnnxWrapper,String)],suffix:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeOnnxModels</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="onnxWrappersWithNames">onnxWrappersWithNames: <a href="../../../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[(<a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>, <span class="extype" name="scala.Predef.String">String</span>)]</span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel#writeSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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       <span class="permalink">
@@ -3067,6 +3099,8 @@ <h3>Inherited from <a href="../../../HasEngine.html" class="extype" name="com.jo
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+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">
+              <h3>Inherited from <a href="../../../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification$.html
index d3b346f144ee18..279abed910ad39 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+                    <li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification"><span>DeBertaForSequenceClassification</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel"><span>ReadDeBertaForSequenceDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForSequenceModel"><span>ReadablePretrainedDeBertaForSequenceModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification$.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadDeBertaForSequenceDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel">ReadDeBertaForSequenceDLModel</a> → <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
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+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification$.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol"><span class="name"><a href="../../../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModels" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]"></a><a id="readOnnxModels(String,SparkSession,Seq[String],String,Boolean,Boolean):Map[String,OnnxWrapper]"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification$.html#readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModels</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="modelNames">modelNames: <a href="../../../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel#readSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,filename:String):com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper"></a><a id="readSentencePieceModel(String,SparkSession,String,String):SentencePieceWrapper"></a>
       <span class="permalink">
@@ -1376,6 +1424,8 @@ <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable
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               <h3>Inherited from <a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
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index ccdbef764e1c5b..0d02637a578a47 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+        <span class="name">DeBertaForSequenceClassification</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>] with <a href="../../../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification">DeBertaForSequenceClassification</a>] with <a href="../../../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a> with <a href="../../../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../../../HasClassifierActivationProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasClassifierActivationProperties">HasClassifierActivationProperties</a> with <a href="../../../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
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       <p class="shortcomment cmt"></p>
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+    </li><li name="com.johnsnowlabs.ml.onnx.WriteOnnxModel#writeOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="onnxWrapper">onnxWrapper: <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="fileName">fileName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.WriteOnnxModel#writeOnnxModels" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
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+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel#writeSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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@@ -3310,6 +3342,8 @@ <h3>Inherited from <a href="../../../HasCaseSensitiveProperties.html" class="ext
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               <h3>Inherited from <a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">
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index 4fbe4c310665b0..6d5072730a4beb 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+                    <li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification"><span>DeBertaForTokenClassification</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel"><span>ReadDeBertaForTokenDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForTokenModel"><span>ReadablePretrainedDeBertaForTokenModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
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@@ -1050,6 +1050,22 @@ <h3>Value Members</h3>
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+    </li><li name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification$.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadDeBertaForTokenDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel">ReadDeBertaForTokenDLModel</a> → <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
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@@ -1146,6 +1162,38 @@ <h3>Value Members</h3>
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+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification$.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol"><span class="name"><a href="../../../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModels" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]"></a><a id="readOnnxModels(String,SparkSession,Seq[String],String,Boolean,Boolean):Map[String,OnnxWrapper]"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification$.html#readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModels</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="modelNames">modelNames: <a href="../../../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel#readSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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       <span class="permalink">
@@ -1376,6 +1424,8 @@ <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable
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             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">
               <h3>Inherited from <a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
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index 2fc1f3184b27a5..143108bf14e155 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification" />
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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+        <span class="name">DeBertaForTokenClassification</span><span class="result"> extends <a href="../../../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>] with <a href="../../../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification">DeBertaForTokenClassification</a>] with <a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="../../../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a> with <a href="../../../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../../../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
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       <p class="shortcomment cmt"></p>
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+      <span class="permalink">
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+        <i class="material-icons"></i>
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+    </span>
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+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.WriteOnnxModel#writeOnnxModels" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="permalink">
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+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel#writeSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="writeSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,spp:com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper,suffix:String,filename:String):Unit"></a><a id="writeSentencePieceModel(String,SparkSession,SentencePieceWrapper,String,String):Unit"></a>
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@@ -3123,6 +3155,8 @@ <h3>Inherited from <a href="../../../HasEngine.html" class="extype" name="com.jo
               <h3>Inherited from <a href="../../../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">
               <h3>Inherited from <a href="../../../../ml/tensorflow/sentencepiece/WriteSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.WriteSentencePieceModel">WriteSentencePieceModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">
+              <h3>Inherited from <a href="../../../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">
               <h3>Inherited from <a href="../../../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering$.html
index 785711e7593610..5b3d322aaf437e 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForQuestionAnswering.html
index 777ead6ef0ad9a..cd8463906cf7bf 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForSequenceClassification$.html
index 02b9c644827d04..3b2967a33e7957 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForSequenceClassification.html
index 1a3448e2cd78ef..4c516517821582 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForSequenceClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForTokenClassification$.html
index e4704805e3bbd4..b8ebcf3ad5cd34 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForTokenClassification.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForTokenClassification" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification$.html
index dc30573b32bee1..96173b3b7c9ebb 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/DistilBertForZeroShotClassification.html
index 0ed2f355ffb873..a1748e2568abb4 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.DistilBertForZeroShotClassification" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForQuestionAnswering$.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForQuestionAnswering.html
index ed6744198b352d..ebfe8b6c71eaed 100644
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForQuestionAnswering" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForSequenceClassification$.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForSequenceClassification.html
index 71aeb96e62d974..66075b492b8953 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForSequenceClassification" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForTokenClassification$.html
index ab617308c15b87..24760061eac0fe 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/LongformerForTokenClassification.html
index 1f89e179b6964c..b314007492d379 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.LongformerForTokenClassification" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/MultiClassifierDLApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/MultiClassifierDLApproach.html
index bfacc2e8fd8de1..e5ba77abd700df 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLApproach" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/MultiClassifierDLModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/MultiClassifierDLModel$.html
index 70eb5820324d33..71285e410b4a71 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/MultiClassifierDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/MultiClassifierDLModel.html
index f89f83b65730c4..a38b3b92f46396 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForQuestionAnsweringDLModel.html
index c5c215f679ef7b..6d4b4219919423 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForQuestionAnsweringDLModel" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForSequenceDLModel.html
index cc88a9ef6bf30a..ee9033ced617fb 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForSequenceDLModel.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForSequenceDLModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadAlbertForTokenDLModel.html
index 94185a025c175e..bc6e4a4316e638 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadAlbertForTokenDLModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBartForZeroShotDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBartForZeroShotDLModel.html
index 6528688b811a40..da9cef0f38a337 100644
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@@ -3,9 +3,9 @@
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBartForZeroShotDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBartForZeroShotDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBartForZeroShotDLModel" />
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForQuestionAnsweringDLModel.html
index c11fc84ca72bf1..29016c2190f796 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForQuestionAnsweringDLModel" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForSequenceDLModel.html
index 00ebf46c363d64..b7732e5292f957 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForSequenceDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForSequenceDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForSequenceDLModel" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForTokenDLModel.html
index 2189ec162dc546..e4a2d18b47069d 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForTokenDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForTokenDLModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForZeroShotDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForZeroShotDLModel.html
index 06d477192d09f5..b00dae86b75c39 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForZeroShotDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadBertForZeroShotDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadBertForZeroShotDLModel" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForQADLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForQADLModel.html
index 1a3bb73ad3c41c..72c4ae76349147 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForQADLModel" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForSequenceDLModel.html
index aec8fe6af7d35d..fcd7df834c244a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForSequenceDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForSequenceDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForSequenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForTokenDLModel.html
index bd86b5f74eb709..dca4acc1f5d58d 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadCamemBertForTokenDLModel.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadCamemBertForTokenDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadClassifierDLTensorflowModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadClassifierDLTensorflowModel.html
index 85bfaa5147861c..62fd6fde68f948 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadClassifierDLTensorflowModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadClassifierDLTensorflowModel.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadClassifierDLTensorflowModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html
index bf57ac76a01ef4..b1edb38f7ef4ff 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -632,7 +632,7 @@ <h4 id="signature" class="signature">
         <span class="kind">trait</span>
       </span>
       <span class="symbol">
-        <span class="name">ReadDeBertaForQuestionAnsweringDLModel</span><span class="result"> extends <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></span>
+        <span class="name">ReadDeBertaForQuestionAnsweringDLModel</span><span class="result"> extends <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a> with <a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></span>
       </span>
       </h4>
 
@@ -641,7 +641,7 @@ <h4 id="signature" class="signature">
           <span class="toggle">
             Linear Supertypes
           </span>
-          <div class="superTypes hiddenContent"><a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a>, <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../../../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a>, <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../../../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a>, <span class="extype" name="scala.Any">Any</span></div>
         </div><div class="toggleContainer block">
             <span class="toggle">
               Known Subclasses
@@ -672,7 +672,7 @@ <h4 id="signature" class="signature">
                   <span class="filtertype">Inherited<br />
                   </span>
                   <ol id="linearization">
-                    <li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel"><span>ReadDeBertaForQuestionAnsweringDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                    <li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel"><span>ReadDeBertaForQuestionAnsweringDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
                   </ol>
                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -965,6 +965,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel">ReadDeBertaForQuestionAnsweringDLModel</a> → <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForQuestionAnsweringDLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
       <a id="readModel(instance:com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(DeBertaForQuestionAnswering,String,SparkSession):Unit"></a>
       <span class="permalink">
@@ -981,6 +997,38 @@ <h3>Value Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol"><span class="name"><a href="../../../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModels" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]"></a><a id="readOnnxModels(String,SparkSession,Seq[String],String,Boolean,Boolean):Map[String,OnnxWrapper]"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForQuestionAnsweringDLModel.html#readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModels</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="modelNames">modelNames: <a href="../../../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel#readSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,filename:String):com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper"></a><a id="readSentencePieceModel(String,SparkSession,String,String):SentencePieceWrapper"></a>
       <span class="permalink">
@@ -1205,6 +1253,8 @@ <h3>Value Members</h3>
         <div id="inheritedMembers">
         <div class="parent" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">
               <h3>Inherited from <a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
             </div><div class="parent" name="scala.AnyRef">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html
index f965ea22b97c9f..6f5df7070047d8 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -632,7 +632,7 @@ <h4 id="signature" class="signature">
         <span class="kind">trait</span>
       </span>
       <span class="symbol">
-        <span class="name">ReadDeBertaForSequenceDLModel</span><span class="result"> extends <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></span>
+        <span class="name">ReadDeBertaForSequenceDLModel</span><span class="result"> extends <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a> with <a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></span>
       </span>
       </h4>
 
@@ -641,7 +641,7 @@ <h4 id="signature" class="signature">
           <span class="toggle">
             Linear Supertypes
           </span>
-          <div class="superTypes hiddenContent"><a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a>, <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../../../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a>, <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../../../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a>, <span class="extype" name="scala.Any">Any</span></div>
         </div><div class="toggleContainer block">
             <span class="toggle">
               Known Subclasses
@@ -672,7 +672,7 @@ <h4 id="signature" class="signature">
                   <span class="filtertype">Inherited<br />
                   </span>
                   <ol id="linearization">
-                    <li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel"><span>ReadDeBertaForSequenceDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                    <li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel"><span>ReadDeBertaForSequenceDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
                   </ol>
                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -965,6 +965,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel">ReadDeBertaForSequenceDLModel</a> → <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForSequenceDLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
       <a id="readModel(instance:com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForSequenceClassification,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(DeBertaForSequenceClassification,String,SparkSession):Unit"></a>
       <span class="permalink">
@@ -981,6 +997,38 @@ <h3>Value Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol"><span class="name"><a href="../../../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModels" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]"></a><a id="readOnnxModels(String,SparkSession,Seq[String],String,Boolean,Boolean):Map[String,OnnxWrapper]"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForSequenceDLModel.html#readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModels</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="modelNames">modelNames: <a href="../../../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel#readSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,filename:String):com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper"></a><a id="readSentencePieceModel(String,SparkSession,String,String):SentencePieceWrapper"></a>
       <span class="permalink">
@@ -1205,6 +1253,8 @@ <h3>Value Members</h3>
         <div id="inheritedMembers">
         <div class="parent" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">
               <h3>Inherited from <a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
             </div><div class="parent" name="scala.AnyRef">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html
index 91900837e49d31..a23d123639067b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -632,7 +632,7 @@ <h4 id="signature" class="signature">
         <span class="kind">trait</span>
       </span>
       <span class="symbol">
-        <span class="name">ReadDeBertaForTokenDLModel</span><span class="result"> extends <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></span>
+        <span class="name">ReadDeBertaForTokenDLModel</span><span class="result"> extends <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a> with <a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></span>
       </span>
       </h4>
 
@@ -641,7 +641,7 @@ <h4 id="signature" class="signature">
           <span class="toggle">
             Linear Supertypes
           </span>
-          <div class="superTypes hiddenContent"><a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a>, <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../../../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a>, <span class="extype" name="scala.Any">Any</span></div>
+          <div class="superTypes hiddenContent"><a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a>, <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="../../../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a>, <span class="extype" name="scala.Any">Any</span></div>
         </div><div class="toggleContainer block">
             <span class="toggle">
               Known Subclasses
@@ -672,7 +672,7 @@ <h4 id="signature" class="signature">
                   <span class="filtertype">Inherited<br />
                   </span>
                   <ol id="linearization">
-                    <li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel"><span>ReadDeBertaForTokenDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                    <li class="in" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel"><span>ReadDeBertaForTokenDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel"><span>ReadSentencePieceModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
                   </ol>
                 </div><div class="ancestors">
               <span class="filtertype"></span>
@@ -965,6 +965,22 @@ <h3>Value Members</h3>
                 <span class="name">@native</span><span class="args">()</span>
               
         </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel">ReadDeBertaForTokenDLModel</a> → <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDeBertaForTokenDLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
       <a id="readModel(instance:com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForTokenClassification,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(DeBertaForTokenClassification,String,SparkSession):Unit"></a>
       <span class="permalink">
@@ -981,6 +997,38 @@ <h3>Value Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol"><span class="name"><a href="../../../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModels" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]"></a><a id="readOnnxModels(String,SparkSession,Seq[String],String,Boolean,Boolean):Map[String,OnnxWrapper]"></a>
+      <span class="permalink">
+      <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDeBertaForTokenDLModel.html#readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModels</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="modelNames">modelNames: <a href="../../../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <a href="../../../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
     </li><li name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel#readSentencePieceModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="readSentencePieceModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,filename:String):com.johnsnowlabs.ml.tensorflow.sentencepiece.SentencePieceWrapper"></a><a id="readSentencePieceModel(String,SparkSession,String,String):SentencePieceWrapper"></a>
       <span class="permalink">
@@ -1205,6 +1253,8 @@ <h3>Value Members</h3>
         <div id="inheritedMembers">
         <div class="parent" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">
               <h3>Inherited from <a href="../../../../ml/tensorflow/sentencepiece/ReadSentencePieceModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.sentencepiece.ReadSentencePieceModel">ReadSentencePieceModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
             </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
               <h3>Inherited from <a href="../../../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
             </div><div class="parent" name="scala.AnyRef">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForQuestionAnsweringDLModel.html
index 04536ebbadcfe1..ed07b985793b62 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForQuestionAnsweringDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForQuestionAnsweringDLModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForQuestionAnsweringDLModel" />
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForSequenceDLModel.html
index f9e7081e1ed49e..3b359edf306021 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForSequenceDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForSequenceDLModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForTokenDLModel.html
index 1ca4215a33ec37..b75ea9c6f734b8 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForTokenDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForTokenDLModel" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForZeroShotDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadDistilBertForZeroShotDLModel.html
index 7f48ab55db759c..7230fabc240d45 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForZeroShotDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForZeroShotDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForZeroShotDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForZeroShotDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForZeroShotDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadDistilBertForZeroShotDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForQuestionAnsweringDLModel.html
index b8fcd2b3f18f6d..7706a9b01bb3cb 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForQuestionAnsweringDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForQuestionAnsweringDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForQuestionAnsweringDLModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForQuestionAnsweringDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForSequenceDLModel.html
index 6743159d4baf6e..e14b6b924807d7 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForSequenceDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForSequenceDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForSequenceDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadLongformerForTokenDLModel.html
index 77f8395d44ed80..a729dfaa3bd64e 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadLongformerForTokenDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadMultiClassifierDLTensorflowModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadMultiClassifierDLTensorflowModel.html
index 1a024648de8abd..7c57a57682379b 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadMultiClassifierDLTensorflowModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadMultiClassifierDLTensorflowModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadMultiClassifierDLTensorflowModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadMultiClassifierDLTensorflowModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadMultiClassifierDLTensorflowModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForQuestionAnsweringDLModel.html
index 56bc786c371680..78ccbd21e89374 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForQuestionAnsweringDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForSequenceDLModel.html
index 275cd5dd0b256c..fe4130794e8c76 100644
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForSequenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForTokenDLModel.html
index df85bb9e00e799..62177c4d27f241 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForTokenDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForTokenDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForZeroShotDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForZeroShotDLModel.html
index c66d551bc32f83..80cf99cf42b625 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForZeroShotDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadRoBertaForZeroShotDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForZeroShotDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForZeroShotDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForZeroShotDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForZeroShotDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForZeroShotDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadRoBertaForZeroShotDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadSentimentDLTensorflowModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadSentimentDLTensorflowModel.html
index 317c569713b097..77fc93adbc8805 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadSentimentDLTensorflowModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadSentimentDLTensorflowModel.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadSentimentDLTensorflowModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadSentimentDLTensorflowModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadSentimentDLTensorflowModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadSentimentDLTensorflowModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadSentimentDLTensorflowModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadSentimentDLTensorflowModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadTapasForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadTapasForQuestionAnsweringDLModel.html
index 6d70fdcaf05f98..cc8c27dc5417c7 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadTapasForQuestionAnsweringDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadTapasForQuestionAnsweringDLModel.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadTapasForQuestionAnsweringDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForQuestionAnsweringDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForQuestionAnsweringDLModel.html
index 172577603426da..adf6bf433e3ac0 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForQuestionAnsweringDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForQuestionAnsweringDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForQuestionAnsweringDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForSequenceDLModel.html
index 516366cac04c15..db75a145dcfd3f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForSequenceDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForSequenceDLModel.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForSequenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForTokenDLModel.html
index 4832aeda58eb39..dc1038c34bdb87 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForTokenDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForTokenDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForZeroShotDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForZeroShotDLModel.html
index a59811d9f1fc65..805c28888f01c3 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForZeroShotDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlmRoBertaForZeroShotDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForZeroShotDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForZeroShotDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForZeroShotDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForZeroShotDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForZeroShotDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlmRoBertaForZeroShotDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForSequenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForSequenceDLModel.html
index 14e5433834ceac..b627272de02247 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForSequenceDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForSequenceDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForSequenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForTokenDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForTokenDLModel.html
index 9b941c18ecad75..5f5a0e85bab003 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForTokenDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadXlnetForTokenDLModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForTokenDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForTokenDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForTokenDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForTokenDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForTokenDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadXlnetForTokenDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedAlbertForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedAlbertForQAModel.html
index 2d63c19e0bd534..848eab124417cf 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForQAModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForQAModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForQAModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedAlbertForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedAlbertForSequenceModel.html
index 1399accb977937..f9838499aabdeb 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForSequenceModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForSequenceModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForSequenceModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedAlbertForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedAlbertForTokenModel.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForTokenModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForTokenModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForTokenModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedAlbertForTokenModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBartForZeroShotModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBartForZeroShotModel.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBartForZeroShotModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBartForZeroShotModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForQAModel.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForQAModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForQAModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForQAModel" />
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@@ -28,7 +28,7 @@
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         <body>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForSequenceModel.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForSequenceModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForSequenceModel" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForTokenModel.html
index 141e1d81634382..4aee065416e35b 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForTokenModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForTokenModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForTokenModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForZeroShotModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForZeroShotModel.html
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedBertForZeroShotModel.html
@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForZeroShotModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForZeroShotModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedBertForZeroShotModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForQAModel.html
index 7637699c1f2f87..c0695f8ad0f4e1 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForQAModel.html
@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForQAModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForQAModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForQAModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForQAModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForSequenceModel.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForSequenceModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForSequenceModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForSequenceModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForSequenceModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedCamemBertForTokenModel.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForTokenModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForTokenModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedCamemBertForTokenModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedClassifierDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedClassifierDL.html
index a49edb7af1ead9..f3bf69e7dd1fed 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedClassifierDL" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedClassifierDL</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedClassifierDL" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedClassifierDL" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDeBertaForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDeBertaForQAModel.html
index e769cef3a7aeee..e3d4e1c5eac4ae 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForQAModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForQAModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForQAModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForQAModel" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDeBertaForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDeBertaForSequenceModel.html
index 534960ead6fbd2..0ad063964a3b50 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForSequenceModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForSequenceModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForSequenceModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDeBertaForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDeBertaForTokenModel.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForTokenModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDeBertaForTokenModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForQAModel.html
index a629cb4f1b875e..ecc19436d9b2a4 100644
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@@ -3,9 +3,9 @@
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForQAModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForQAModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForSequenceModel.html
index bbd998037faf54..d9ecadf7997850 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForSequenceModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForSequenceModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForTokenModel.html
index 92481b80fb4641..95092e80812c4b 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForTokenModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForTokenModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForTokenModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForTokenModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForZeroShotModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedDistilBertForZeroShotModel.html
index e42056bf906eb8..741481d4af3751 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForZeroShotModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForZeroShotModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForZeroShotModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedDistilBertForZeroShotModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForQAModel.html
index bcbdd059e90120..b6b0e12c229c7d 100644
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForQAModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForQAModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForQAModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForQAModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForQAModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForSequenceModel.html
index 7464b0cd4a5772..28453326fdef83 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForSequenceModel.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForSequenceModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForSequenceModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForSequenceModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForSequenceModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForTokenModel.html
index b8645154e16183..d9baea94a815f0 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedLongformerForTokenModel.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForTokenModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForTokenModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedLongformerForTokenModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedMultiClassifierDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedMultiClassifierDL.html
index bebda8b5ad40c6..df22f85a61ecd3 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedMultiClassifierDL" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedMultiClassifierDL</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedMultiClassifierDL" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedMultiClassifierDL" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForQAModel.html
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@@ -3,9 +3,9 @@
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForQAModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForSequenceModel.html
index a77434f76a5909..672e3634332214 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForSequenceModel.html
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@@ -3,9 +3,9 @@
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForSequenceModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForTokenModel.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForTokenModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForTokenModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForTokenModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForZeroShotModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedRoBertaForZeroShotModel.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForZeroShotModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedRoBertaForZeroShotModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedSentimentDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedSentimentDL.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedSentimentDL" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedSentimentDL</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedSentimentDL" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedSentimentDL" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedTapasForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedTapasForQAModel.html
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedTapasForQAModel.html
@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedTapasForQAModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedTapasForQAModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForQAModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForQAModel.html
index 096829341b5477..c9df56a4b5c02f 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForQAModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForQAModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForQAModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForQAModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForSequenceModel.html
index ea596b956b2184..449027152f57e7 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForSequenceModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForSequenceModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForSequenceModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForSequenceModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForTokenModel.html
index f9336a12841f31..19e0735712e118 100644
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForZeroShotModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForZeroShotModel.html
index b3cdd12037c0ba..fa1c7922a36ba9 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlmRoBertaForZeroShotModel.html
@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForZeroShotModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForZeroShotModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlmRoBertaForZeroShotModel" />
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@@ -28,7 +28,7 @@
         </head>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlnetForSequenceModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlnetForSequenceModel.html
index 5356c715a4dda4..f82a53e756de58 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlnetForSequenceModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlnetForSequenceModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlnetForSequenceModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlnetForTokenModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/ReadablePretrainedXlnetForTokenModel.html
index 3eec1160aa2800..c7caa64015ad7b 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.ReadablePretrainedXlnetForTokenModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForQuestionAnswering$.html
index 58eefed5380f14..ee633a116dc357 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForQuestionAnswering.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForQuestionAnswering" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForSequenceClassification$.html
index beebadb899039f..bc69e8b7b1bc61 100644
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForSequenceClassification.html
index 359a100aefa028..117b96e473dd37 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForSequenceClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForTokenClassification$.html
index 39f99e0f15fe23..1fbf6324ae358c 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForTokenClassification.html
index 191ba849d4eba1..eb49cd040367d6 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForTokenClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForZeroShotClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForZeroShotClassification$.html
index f3cab12f2fe79a..189bd12894667d 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForZeroShotClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/RoBertaForZeroShotClassification.html
index 82efb80bd9d21f..1b14793579fb80 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.RoBertaForZeroShotClassification" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentApproach$.html
index 82d32fbcf8c2c7..2d5c475b75995c 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentApproach" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentDLApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentDLApproach.html
index 429f955448f1e4..8f8aa1c365645e 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLApproach" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentDLModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentDLModel$.html
index 5fd0fc9c583b67..2ccf34665652a7 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/SentimentDLModel.html
index a739bd1ece55c3..1f4f12765eb6de 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/TapasForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/TapasForQuestionAnswering$.html
index 43dc8ae1f2a3c1..8c960f22ba867e 100644
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@@ -3,9 +3,9 @@
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/TapasForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/TapasForQuestionAnswering.html
index d0d67e8a376a4f..de778dbbeae24f 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.TapasForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering$.html
index b9b8df2260d909..efa3d648ec59fd 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForQuestionAnswering.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForQuestionAnswering" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification$.html
index 52d3f2b6113f58..48765f42f5ce97 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForSequenceClassification.html
index 5e9c91d75ce322..008b2044415da2 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForSequenceClassification" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification$.html
index efe257834cec58..98022af6ff935c 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification" />
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@@ -28,7 +28,7 @@
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForTokenClassification.html
index f6d95bf1bea76b..6d0294df265730 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForTokenClassification" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForZeroShotClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForZeroShotClassification$.html
index 17b4cf8c4a94d6..f51b5015d6d5d6 100644
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlmRoBertaForZeroShotClassification.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlmRoBertaForZeroShotClassification" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForSequenceClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForSequenceClassification$.html
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForSequenceClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForSequenceClassification.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForSequenceClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForTokenClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForTokenClassification$.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForTokenClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/XlnetForTokenClassification.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl.XlnetForTokenClassification" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/classifier/dl/index.html
index fa79f8d89e2cfd..c6a3d1769987cf 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.classifier.dl" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.classifier.dl</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.classifier.dl" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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@@ -1526,7 +1526,7 @@ <h3>Type Members</h3>
       
       
     </li><li name="com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <a id="DeBertaForQuestionAnsweringextendsAnnotatorModel[com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering]withHasBatchedAnnotate[com.johnsnowlabs.nlp.annotators.classifier.dl.DeBertaForQuestionAnswering]withWriteTensorflowModelwithWriteOnnxModelwithWriteSentencePieceModelwithHasCaseSensitivePropertieswithHasEngine"></a><a id="DeBertaForQuestionAnswering:DeBertaForQuestionAnswering"></a>
       <span class="permalink">
       <a href="../../../../../../com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.html" title="Permalink">
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@@ -1537,7 +1537,7 @@ <h3>Type Members</h3>
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Annotated</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Annotated" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Annotated" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/ChunkSplit$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/ChunkSplit$.html
index 232851cd5fc1e4..0a9fd5ba9dc90b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/ChunkSplit$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/ChunkSplit$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.ChunkSplit</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.ChunkSplit" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.ChunkSplit" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.ChunkSplit</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.ChunkSplit" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.ChunkSplit" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/ConllSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/ConllSentence.html
index e0f245c040fe2b..d6da05225e5931 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/ConllSentence.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/ConllSentence.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.ConllSentence</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.ConllSentence" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.ConllSentence" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.ConllSentence</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.ConllSentence" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.ConllSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers$$DataFrameHelper.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers$$DataFrameHelper.html
index eef0d41dd8d58f..749a0ca7c97a7e 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers$$DataFrameHelper.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers.DataFrameHelper</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers.DataFrameHelper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DatasetHelpers.DataFrameHelper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers.DataFrameHelper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers.DataFrameHelper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DatasetHelpers.DataFrameHelper" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers$.html
index ec837153279537..c83a87a70a9601 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DatasetHelpers" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DatasetHelpers" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DatasetHelpers" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsed$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsed$.html
index e577eed6b4a524..bcca644eb75a2e 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DependencyParsed</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DependencyParsed" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DependencyParsed" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DependencyParsed</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DependencyParsed" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DependencyParsed" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsedSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsedSentence.html
index 407ddecd95974c..fefe6973ffa6bb 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/DependencyParsedSentence.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.DependencyParsedSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/EmbeddingsWithSentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/EmbeddingsWithSentence$.html
index 68642dc44e77cb..2646fd9e5366ae 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/EmbeddingsWithSentence$.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.EmbeddingsWithSentence" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.EmbeddingsWithSentence" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.EmbeddingsWithSentence</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.EmbeddingsWithSentence" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.EmbeddingsWithSentence" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedTaggedWord.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedTaggedWord.html
index 8ecdd4ef7f1ac7..28522c0441d059 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedTaggedWord.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.IndexedTaggedWord" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedToken.html
index 4445647826167a..7845dce88e92cc 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/IndexedToken.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.IndexedToken</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.IndexedToken" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.IndexedToken" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.IndexedToken</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.IndexedToken" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.IndexedToken" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken$.html
index 50440ab5314c90..f8d15749b54f17 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.InfixToken</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.InfixToken" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.InfixToken" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.InfixToken</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.InfixToken" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.InfixToken" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken.html
index b12eeae312b983..39bd1d7edac649 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/InfixToken.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.InfixToken" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.InfixToken" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.InfixToken</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.InfixToken" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.InfixToken" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$$DependencyInfo.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$$DependencyInfo.html
index a6ce45c6b9555d..cd06d2319472a7 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$$DependencyInfo.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.LabeledDependency.DependencyInfo</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.LabeledDependency.DependencyInfo" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.LabeledDependency.DependencyInfo" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.LabeledDependency.DependencyInfo</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.LabeledDependency.DependencyInfo" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.LabeledDependency.DependencyInfo" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$.html
index a9c9e01c553037..800633213e83b9 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/LabeledDependency$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.LabeledDependency</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.LabeledDependency" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.LabeledDependency" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.LabeledDependency</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.LabeledDependency" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.LabeledDependency" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/NerTagged$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/NerTagged$.html
index 7d98461820e1b7..5cb46e7d5a0baf 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/NerTagged$.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.NerTagged</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.NerTagged" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.NerTagged" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.NerTagged</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.NerTagged" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.NerTagged" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/PosTagged$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/PosTagged$.html
index ff7527548b01f7..08d7baf9ab6f7f 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/PosTagged$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PosTagged</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PosTagged" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PosTagged" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PosTagged</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PosTagged" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PosTagged" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken$.html
index 8558d2320c76b5..f62860dc762366 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PrefixedToken</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PrefixedToken</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken.html
index 0ed39b52f5dcbf..f2fd5dd31619cb 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/PrefixedToken.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PrefixedToken</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PrefixedToken</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PrefixedToken" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/PreprocessingParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/PreprocessingParser.html
index cd6b16a850e9a5..44b0ceb3b4c444 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/PreprocessingParser.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PreprocessingParser</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PreprocessingParser" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PreprocessingParser" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.PreprocessingParser</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.PreprocessingParser" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.PreprocessingParser" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence$.html
index 814eb443901493..848518fa8f9ebd 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Sentence</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Sentence" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Sentence" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Sentence</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Sentence" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Sentence" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence.html
index d9dd2975aacae7..4f27864ca491a0 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/Sentence.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Sentence</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Sentence" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Sentence" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Sentence</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Sentence" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Sentence" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/SentenceSplit$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/SentenceSplit$.html
index 5f3037c2dcc423..eb902473e63564 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/SentenceSplit$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.SentenceSplit" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.SentenceSplit" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.SentenceSplit</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.SentenceSplit" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.SentenceSplit" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken$.html
index e8a45b2f19e588..73a356814f2b08 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken$.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.SuffixedToken</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken.html
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--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/SuffixedToken.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.SuffixedToken</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.SuffixedToken" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TableData$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TableData$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TableData" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TableData" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TableData</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TableData" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TableData" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TableData.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TableData.html
index be55cba991c8ae..37ebf5ffc00581 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TableData.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TableData.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TableData</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TableData" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TableData" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TableData</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TableData" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TableData" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/Tagged.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/Tagged.html
index d5186884843196..73e0dc2e6eccd6 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/Tagged.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Tagged</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Tagged" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Tagged" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.Tagged</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.Tagged" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.Tagged" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence$.html
index e0d207ef7c3207..fc05a8fecfe234 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TaggedSentence</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TaggedSentence</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence.html
index 5b4c00fbfa7d83..3739083dbc82a4 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedSentence.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TaggedSentence</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TaggedSentence</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TaggedSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedWord.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedWord.html
index 60febb273d883d..e7d8e77f3ffbfe 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedWord.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TaggedWord.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TaggedWord</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TaggedWord" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TaggedWord" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TaggedWord</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TaggedWord" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TaggedWord" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPiece.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPiece.html
index f9328f54fe66dc..a05eadde767dbf 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPiece.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPiece.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenPiece</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenPiece" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenPiece" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenPiece</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenPiece" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenPiece" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings$.html
index d977b8968a6420..6e9c4ae5983c67 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings.html
index b5c90722d97eda..2f84dd3deff658 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenPieceEmbeddings.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenPieceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedSentence.html
index 1b905ce1ddb776..ee194bfc22607c 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedSentence.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenizedSentence</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenizedSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedWithSentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedWithSentence$.html
index 9595e9a4b699df..d51cc71ac2904a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/TokenizedWithSentence$.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.TokenizedWithSentence" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordWithDependency.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordWithDependency.html
index a80038ce87371e..913aa5876e5c94 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordWithDependency.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.WordWithDependency</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordWithDependency" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.common.WordWithDependency" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.common.WordWithDependency</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordWithDependency" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.common.WordWithDependency" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence$.html
index 3faf4683e67139..2505bd69756019 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceEmbeddingsSentence.html
index 954065e400a2ea..a13c2099eaec77 100644
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenized$.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenized$.html
index aac037a9f97c5d..a5cecedfeb3daf 100644
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenizedSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/common/WordpieceTokenizedSentence.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/coref/ReadSpanBertCorefTensorflowModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/coref/ReadSpanBertCorefTensorflowModel.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/coref/ReadablePretrainedSpanBertCorefModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/coref/ReadablePretrainedSpanBertCorefModel.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref.ReadablePretrainedSpanBertCorefModel" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/coref/SpanBertCorefModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/coref/SpanBertCorefModel$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/coref/SpanBertCorefModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/coref/SpanBertCorefModel.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/coref/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/coref/index.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.coref" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/CLIPForZeroShotClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/CLIPForZeroShotClassification$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/CLIPForZeroShotClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/CLIPForZeroShotClassification.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.CLIPForZeroShotClassification" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ConvNextForImageClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ConvNextForImageClassification$.html
index 902167766c13eb..d83a6bf5cc4e33 100644
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ConvNextForImageClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ConvNextForImageClassification.html
index af2145bcc50596..e767a9a446f3fc 100644
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/HasRescaleFactor.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/HasRescaleFactor.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadCLIPForZeroShotClassificationModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadCLIPForZeroShotClassificationModel.html
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadConvNextForImageDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadConvNextForImageDLModel.html
index 577475ee5ca547..5b3f241c244063 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ReadConvNextForImageDLModel" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadSwinForImageDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadSwinForImageDLModel.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ReadSwinForImageDLModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadViTForImageDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadViTForImageDLModel.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ReadViTForImageDLModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadVisionEncoderDecoderDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadVisionEncoderDecoderDLModel.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ReadVisionEncoderDecoderDLModel" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadablePretrainedCLIPForZeroShotClassificationModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadablePretrainedCLIPForZeroShotClassificationModel.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.cv.ReadablePretrainedCLIPForZeroShotClassificationModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ReadablePretrainedCLIPForZeroShotClassificationModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadablePretrainedConvNextForImageModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadablePretrainedConvNextForImageModel.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.ReadablePretrainedConvNextForImageModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.cv.ReadablePretrainedConvNextForImageModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ReadablePretrainedConvNextForImageModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.ReadablePretrainedConvNextForImageModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadablePretrainedSwinForImageModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadablePretrainedSwinForImageModel.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.ReadablePretrainedSwinForImageModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.cv.ReadablePretrainedSwinForImageModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ReadablePretrainedSwinForImageModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.cv.ReadablePretrainedSwinForImageModel" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadablePretrainedViTForImageModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadablePretrainedViTForImageModel.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadablePretrainedVisionEncoderDecoderModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ReadablePretrainedVisionEncoderDecoderModel.html
index 7dc4dd996c9219..4d4ddd4519c669 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ReadablePretrainedVisionEncoderDecoderModel" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/SwinForImageClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/SwinForImageClassification$.html
index 36bd366c20a3a2..b78acb2a9dd001 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.SwinForImageClassification" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/SwinForImageClassification.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/SwinForImageClassification.html
index 6018fe283e435d..8190270213523e 100644
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/ViTForImageClassification$.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/ViTForImageClassification$.html
index 54f3dca2446b6b..29ac3ac8b9d857 100644
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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index 5e492b033867a7..afcc630fb1ffbb 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.ViTForImageClassification" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/VisionEncoderDecoderForImageCaptioning$.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/VisionEncoderDecoderForImageCaptioning$.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv.VisionEncoderDecoderForImageCaptioning" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/cv/VisionEncoderDecoderForImageCaptioning.html b/docs/api/com/johnsnowlabs/nlp/annotators/cv/VisionEncoderDecoderForImageCaptioning.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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index 38398241698167..4c3bf769303efd 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.cv" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/AhoCorasickAutomaton.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/AhoCorasickAutomaton.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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index 4b4a30a8a7433d..4f596d6f6d2fc3 100644
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerFeatures.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerFeatures.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerModel$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerModel.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerUtil$.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/EntityRulerUtil$.html
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/FlattenEntityPattern.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/FlattenEntityPattern.html
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/PatternsReadWriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/PatternsReadWriter.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/ReadablePretrainedEntityRuler.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/ReadablePretrainedEntityRuler.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/RegexPatternsReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/RegexPatternsReader.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/er/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/er/index.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.er" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.er" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.er</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.er" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.er" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/index.html
index e40e94db652daa..f831b30972ba29 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/index.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/index.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -522,7 +522,7 @@ <h1>Packages</h1>
                         <a class="trait" href="DateMatcherUtils.html" title=""></a>
                         <a href="DateMatcherUtils.html" title="">DateMatcherUtils</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentCharacterTextSplitter$.html" title="This is the companion object of DocumentCharacterTextSplitter."></a>
                         <a class="class" href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size."></a>
                         <a href="DocumentCharacterTextSplitter.html" title="Annotator which splits large documents into chunks of roughly given size.">DocumentCharacterTextSplitter</a>
                       </li><li class="current-entities indented4">
@@ -530,7 +530,7 @@ <h1>Packages</h1>
                         <a class="class" href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g."></a>
                         <a href="DocumentNormalizer.html" title="Annotator which normalizes raw text from tagged text, e.g.">DocumentNormalizer</a>
                       </li><li class="current-entities indented4">
-                        <span class="separator"></span>
+                        <a class="object" href="DocumentTokenSplitter$.html" title="This is the companion object of DocumentTokenSplitter."></a>
                         <a class="class" href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text."></a>
                         <a href="DocumentTokenSplitter.html" title="Annotator that splits large documents into smaller documents based on the number of tokens in the text.">DocumentTokenSplitter</a>
                       </li><li class="current-entities indented4">
@@ -2452,6 +2452,24 @@ <h3>Value Members</h3>
       
       <p class="shortcomment cmt">This is the companion object of <a href="DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>.</p><div class="fullcomment"><div class="comment cmt"><p>This is the companion object of <a href="DateMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DateMatcher">DateMatcher</a>. Please refer to that class for the
 documentation.
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="DocumentCharacterTextSplitter"></a><a id="DocumentCharacterTextSplitter:DocumentCharacterTextSplitter"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a title="This is the companion object of DocumentCharacterTextSplitter." href="DocumentCharacterTextSplitter$.html"><span class="name">DocumentCharacterTextSplitter</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">This is the companion object of <a href="DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>.</p><div class="fullcomment"><div class="comment cmt"><p>This is the companion object of <a href="DocumentCharacterTextSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentCharacterTextSplitter">DocumentCharacterTextSplitter</a>. Please refer to that class
+for the documentation.
 </p></div></div>
     </li><li name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
       <a id="DocumentNormalizer"></a><a id="DocumentNormalizer:DocumentNormalizer"></a>
@@ -2470,6 +2488,24 @@ <h3>Value Members</h3>
       
       <p class="shortcomment cmt">This is the companion object of <a href="DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>.</p><div class="fullcomment"><div class="comment cmt"><p>This is the companion object of <a href="DocumentNormalizer.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentNormalizer">DocumentNormalizer</a>. Please refer to that class for the
 documentation.
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="DocumentTokenSplitter"></a><a id="DocumentTokenSplitter:DocumentTokenSplitter"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a title="This is the companion object of DocumentTokenSplitter." href="DocumentTokenSplitter$.html"><span class="name">DocumentTokenSplitter</span></a><span class="result"> extends <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>] with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">This is the companion object of <a href="DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>.</p><div class="fullcomment"><div class="comment cmt"><p>This is the companion object of <a href="DocumentTokenSplitter.html" class="extype" name="com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter">DocumentTokenSplitter</a>. Please refer to that class for the
+documentation.
 </p></div></div>
     </li><li name="com.johnsnowlabs.nlp.annotators.EnglishStemmer" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
       <a id="EnglishStemmer"></a><a id="EnglishStemmer:EnglishStemmer"></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/index.html
index 9bb40c729b0063..ea2b91a1f58928 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/index.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/index.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeKeywordExtraction$.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeKeywordExtraction$.html
index 550fd3e8934715..3145aadfc7b0eb 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeKeywordExtraction$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeKeywordExtraction$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeKeywordExtraction.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeKeywordExtraction.html
index 47f85ea83e2131..d8ce1f78d49eb6 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeKeywordExtraction.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeKeywordExtraction.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.YakeKeywordExtraction" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeParams.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeParams.html
index fdf153e1c286b7..d623d824108cf0 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeParams.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/YakeParams.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeParams</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeParams" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.YakeParams" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeParams</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.YakeParams" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.YakeParams" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/index.html
index 2677382188bdcf..a900d578ccfcbf 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/index.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/index.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/Token.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/Token.html
index 92fc8820bdd67d..0c8b9a14c13fb1 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/Token.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/Token.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.util.Token</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.util.Token" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.util.Token" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.util.Token</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.util.Token" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.util.Token" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/Utilities$.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/Utilities$.html
index 79b62a795ff6bf..337084026a33b9 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/Utilities$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/Utilities$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.util.Utilities</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.util.Utilities" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.util.Utilities" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.keyword.yake.util.Utilities</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.util.Utilities" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.keyword.yake.util.Utilities" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/index.html
index ce035edf906e06..275c8b0117e512 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/keyword/yake/util/index.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.keyword.yake.util" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/LanguageDetectorDL$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/LanguageDetectorDL$.html
index 962cf9723433cf..f0173e64e11778 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/LanguageDetectorDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/LanguageDetectorDL.html
index 5bca45edde97b7..cbda2bef4b7de8 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ld.dl.LanguageDetectorDL" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/ReadLanguageDetectorDLTensorflowModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/ReadLanguageDetectorDLTensorflowModel.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/ReadablePretrainedLanguageDetectorDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/ReadablePretrainedLanguageDetectorDLModel.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/ld/dl/index.html
index 1cb766c1cefad4..b64770b1b4ef10 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ld.dl" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ld/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/ld/index.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ld" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/ModelMetrics$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/ModelMetrics$.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NamedEntity.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NamedEntity.html
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerApproach.html
index a3b65722201b41..154107e400bc45 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NerApproach" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NerConverter" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NerConverter" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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index 3d7850acfb1e91..f96f643950a72f 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerOverwriter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.NerOverwriter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NerOverwriter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerOverwriter" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerOverwriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerOverwriter.html
index ffce6578d9b460..bd08ef4ea06aba 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerOverwriter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.NerOverwriter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NerOverwriter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerOverwriter" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerTagsEncoding$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/NerTagsEncoding$.html
index f5398525238128..95ba25d3d470db 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.NerTagsEncoding" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/Verbose$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/Verbose$.html
index df84756a3e54b2..965959b6d66b6e 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.Verbose" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.Verbose" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.Verbose" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures$.html
index 8de408d200b23e..a0e3d8defaa08d 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/DictionaryFeatures.html
index 175f3bf180553d..e5e57b554b076b 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.DictionaryFeatures" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator$TokenType$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator$TokenType$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator.TokenType" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/FeatureGenerator.html
index b26423cba8c089..57aa3ac0f61d41 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.FeatureGenerator" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach$.html
index 1f4cd69545ac72..7f25e93efcbd17 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html
index b38fcd4c07e236..11bcd186f14982 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfApproach.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfApproach" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/NerCrfModel.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/ReadablePretrainedNerCrf.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/ReadablePretrainedNerCrf.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf.ReadablePretrainedNerCrf" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.crf.ReadablePretrainedNerCrf</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf.ReadablePretrainedNerCrf" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/crf/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.crf" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.crf" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/LoadsContrib$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/LoadsContrib$.html
index db93116550197e..0190fbb426b17a 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.LoadsContrib" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach$.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLApproach.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.NerDLApproach" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel$.html
index 76e5129fa2fa56..2b56c6af4fc10c 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModel.html
index 7fc2fc0b770485..a5fcf9ef30f962 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModelPythonReader$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLModelPythonReader$.html
index 45921179bc01ba..98a93749edf5ba 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModelPythonReader" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadZeroShotNerDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadZeroShotNerDLModel.html
index 0dcca35749fd10..7d70ec064708d0 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadZeroShotNerDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ReadZeroShotNerDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ReadZeroShotNerDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadZeroShotNerDLModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadablePretrainedNerDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadablePretrainedNerDL.html
index a00b960aedd98c..5ec604eb7af298 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedNerDL" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedNerDL</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedNerDL" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedNerDL" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadablePretrainedZeroShotNer.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadablePretrainedZeroShotNer.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedZeroShotNer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedZeroShotNer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ReadablePretrainedZeroShotNer" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadsNERGraph.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ReadsNERGraph.html
index 3900aa5a76f946..365c820625d5cc 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ReadsNERGraph" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/WithGraphResolver.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/WithGraphResolver.html
index 12cf0735759646..70b0bff107e424 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.WithGraphResolver" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ZeroShotNerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ZeroShotNerModel$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ZeroShotNerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/ZeroShotNerModel.html
index 238fc3a3dc10e2..9447cf93f6a1d5 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl.ZeroShotNerModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/dl/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner.dl</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner.dl" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner.dl" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ner/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/ner/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ner" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ner</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ner" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.ner" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam$SerializableFormat$$SerializableDateFormat.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam$SerializableFormat$$SerializableDateFormat.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat.SerializableDateFormat" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat.SerializableDateFormat" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat.SerializableDateFormat" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam$SerializableFormat$.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam$SerializableFormat$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.param.AnnotatorParam.SerializableFormat" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam.html
index 6ab502e67d6700..1ab4c88f87ea23 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/param/AnnotatorParam.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param.AnnotatorParam" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.AnnotatorParam" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.param.AnnotatorParam" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/EvaluationDLParams.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/EvaluationDLParams.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param.EvaluationDLParams" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.EvaluationDLParams</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.EvaluationDLParams" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.param.EvaluationDLParams" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/ExternalResourceParam.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/ExternalResourceParam.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.param.ExternalResourceParam" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/SerializedAnnotatorComponent.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/SerializedAnnotatorComponent.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/WritableAnnotatorComponent.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/WritableAnnotatorComponent.html
index 72b5685ff57695..209f17e946e320 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.param.WritableAnnotatorComponent" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/param/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/param/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.param" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.param</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.param" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.param" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach$.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserApproach" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserApproach.html
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel$.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/DependencyParserModel.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.DependencyParserModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$CurrentState.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$CurrentState.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.CurrentState" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$ParseState.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker$ParseState.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker.ParseState" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/DependencyMaker.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.DependencyMaker" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/GreedyTransitionApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/GreedyTransitionApproach$.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.GreedyTransitionApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep.GreedyTransition.GreedyTransitionApproach" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/dep/GreedyTransition/index.html
index 3872d33dea2b49..272bfadc51b2d3 100644
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.parser.dep" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.dep" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/ReadablePretrainedTypedDependency.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/ReadablePretrainedTypedDependency.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.ReadablePretrainedTypedDependency" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.TrainDependencies" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep.TrainFile" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParser.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserApproach.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/TypedDependencyParserModel.html
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/FeatureTemplate.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/FeatureTemplate.html
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/SyntacticFeatureFactory.html
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/feature/index.html
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/index.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.parser.typdep" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/Conll09Reader.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/Conll09Reader.html
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllUReader.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllUReader.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllWriter.html b/docs/api/com/johnsnowlabs/nlp/annotators/parser/typdep/io/ConllWriter.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/AveragedPerceptron.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/AveragedPerceptron.html
index cd302a9f513da3..51547caf28e118 100644
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproach.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproach" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed$.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed$.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronApproachDistributed" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronApproachDistributed.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronModel.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronModel" />
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index a899b338fe8fb9..c760ab838c68f2 100644
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronPredictionUtils</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronPredictionUtils" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronPredictionUtils" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronTrainingUtils.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/PerceptronTrainingUtils.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronTrainingUtils" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronTrainingUtils</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronTrainingUtils" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronTrainingUtils" />
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.PerceptronUtils" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/ReadablePretrainedPerceptron.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/ReadablePretrainedPerceptron.html
index 369b06385a8311..c749a7adebbf79 100644
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.pos.perceptron.ReadablePretrainedPerceptron</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron.ReadablePretrainedPerceptron" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/StringMapStringDoubleAccumulator.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/StringMapStringDoubleAccumulator.html
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/TrainingPerceptronLegacy.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/TrainingPerceptronLegacy.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/TupleKeyLongDoubleMapAccumulator.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/TupleKeyLongDoubleMapAccumulator.html
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/pos/perceptron/index.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.pos.perceptron" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/SentenceDetectorParams.html
index 8fb1ae95c11609..2d59e91e3ffbad 100644
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sbd" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sbd" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/CustomPragmaticMethod.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/CustomPragmaticMethod.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.CustomPragmaticMethod" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/DefaultPragmaticMethod.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/DefaultPragmaticMethod.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.DefaultPragmaticMethod" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/MixedPragmaticMethod.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/MixedPragmaticMethod.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sbd.pragmatic.MixedPragmaticMethod" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticContentFormatter$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sbd/pragmatic/PragmaticContentFormatter$.html
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sda/vivekn/ViveknSentimentModel$.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/ReadablePretrainedSentenceDetectorDL.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/ReadablePretrainedSentenceDetectorDL.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.ReadablePretrainedSentenceDetectorDL" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.ReadablePretrainedSentenceDetectorDL</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.ReadablePretrainedSentenceDetectorDL" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/ReadsSentenceDetectorDLGraph.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/ReadsSentenceDetectorDLGraph.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.ReadsSentenceDetectorDLGraph</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.ReadsSentenceDetectorDLGraph" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLApproach.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLApproach" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLEncoder$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLEncoder$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoder" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoder" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLEncoder.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLEncoder.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoder" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoder" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLEncoderParam.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLEncoderParam.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoderParam" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoderParam</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLEncoderParam" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl.SentenceDetectorDLModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/sentence_detector_dl/index.html
index 36864e9805bda9..b077cdb315a73d 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.sentence detector dl" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.sentence_detector_dl</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.sentence detector dl" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/BartTransformer.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.BartTransformer" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer$.html
index 6d689c9808fd4c..30d3365252720a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer.html
index 3441ba4d1fcbf0..a804cb70e14d12 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/GPT2Transformer.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.GPT2Transformer" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer$.html
index c7b7236fc25837..a0921ed52896d9 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer.html
index cc017119833965..e419ee51e2ccbe 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/MarianTransformer.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.MarianTransformer" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadBartTransformerDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadBartTransformerDLModel.html
index 151db208c6ef09..ce91c25bfe4735 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadBartTransformerDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadBartTransformerDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadBartTransformerDLModel" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadGPT2TransformerDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadGPT2TransformerDLModel.html
index 023cf6f486e158..2b47798da1c450 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadGPT2TransformerDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadGPT2TransformerDLModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadGPT2TransformerDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadMarianMTDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadMarianMTDLModel.html
index ffb5dd2b32cdf5..e93d4716a1a53b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadMarianMTDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadMarianMTDLModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadMarianMTDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadT5TransformerDLModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadT5TransformerDLModel.html
index ef6b09986858a7..83f4647d77fd19 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadT5TransformerDLModel.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadT5TransformerDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedBartTransformerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedBartTransformerModel.html
index 2a7264e2ac99ca..7a069c075a2083 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedBartTransformerModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedBartTransformerModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedBartTransformerModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedBartTransformerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedBartTransformerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedBartTransformerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedBartTransformerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedBartTransformerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedGPT2TransformerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedGPT2TransformerModel.html
index b46ce933fc9598..637e4dbed2f9b6 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedGPT2TransformerModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedGPT2TransformerModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedGPT2TransformerModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedGPT2TransformerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedGPT2TransformerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedGPT2TransformerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedGPT2TransformerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedGPT2TransformerModel" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedMarianMTModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedMarianMTModel.html
index b08078cde4c869..15605a41ab9263 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedMarianMTModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedMarianMTModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedMarianMTModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedMarianMTModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedMarianMTModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedMarianMTModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedMarianMTModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedMarianMTModel" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedT5TransformerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/ReadablePretrainedT5TransformerModel.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.ReadablePretrainedT5TransformerModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer$.html
index d6ca8d61a3fd51..60b5b314c36c85 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/T5Transformer.html
index dd57e77f874a7d..dd95227fd023ae 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq.T5Transformer" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/seq2seq/index.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.seq2seq" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach$.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerApproach.html
index 52b936c35f6f03..74698ab259200e 100644
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerApproach" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel$.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/DocumentSimilarityRankerModel.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/IndexedNeighbors.html b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/IndexedNeighbors.html
index b49791de82e1b7..d535c3d5db1279 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.similarity.IndexedNeighbors" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity.IndexedNeighbors" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/IndexedNeighborsWithDistance.html b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/IndexedNeighborsWithDistance.html
index bec10ae28d37ea..a78f68bf799561 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.similarity.IndexedNeighborsWithDistance" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.similarity.IndexedNeighborsWithDistance</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity.IndexedNeighborsWithDistance" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.similarity.IndexedNeighborsWithDistance" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/NeighborAnnotation.html b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/NeighborAnnotation.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity.NeighborAnnotation" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/NeighborsResultSet.html b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/NeighborsResultSet.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.similarity.NeighborsResultSet</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity.NeighborsResultSet" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.similarity.NeighborsResultSet" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.similarity.NeighborsResultSet</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity.NeighborsResultSet" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.similarity.NeighborsResultSet" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/ReadableDocumentSimilarityRanker.html b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/ReadableDocumentSimilarityRanker.html
index db27f70e4659fa..20bec3843aaae8 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/ReadableDocumentSimilarityRanker.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/ReadableDocumentSimilarityRanker.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.similarity.ReadableDocumentSimilarityRanker</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity.ReadableDocumentSimilarityRanker" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.similarity.ReadableDocumentSimilarityRanker" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.similarity.ReadableDocumentSimilarityRanker</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity.ReadableDocumentSimilarityRanker" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.similarity.ReadableDocumentSimilarityRanker" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/index.html
index ce38c6e547b50f..470cd9a83c8359 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/similarity/index.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/similarity/index.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.similarity</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.similarity" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.similarity</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.similarity" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.similarity" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/CandidateStrategy$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/CandidateStrategy$.html
index ba30cb59e960cf..de4aa87f8e8a07 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/CandidateStrategy$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/CandidateStrategy$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.CandidateStrategy</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.CandidateStrategy" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.CandidateStrategy" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.CandidateStrategy</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.CandidateStrategy" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.CandidateStrategy" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach$ArrayHelper.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach$ArrayHelper.html
index dce22ac2434e2c..9c670912e11359 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach$ArrayHelper.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach$ArrayHelper.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach.ArrayHelper</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach.ArrayHelper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach.ArrayHelper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach.ArrayHelper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach.ArrayHelper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach.ArrayHelper" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html
index de40a7807a8b6b..65c8b2b6c29d6b 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerApproach.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerApproach" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$.html
index fcf1fd88cfc943..4cfb4c0acd6bd3 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$StringTools.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$StringTools.html
index d0a0332138d630..67fbd2b3b0c9a1 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$StringTools.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel$StringTools.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel.StringTools</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel.StringTools" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel.StringTools" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel.StringTools</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel.StringTools" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel.StringTools" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html
index 0715740deb338a..1a76abfc4a0ba3 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ContextSpellCheckerModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ContextSpellCheckerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html
index ebd657de278fd9..d9cce49ec8d3bd 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/HasTransducerFeatures.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.HasTransducerFeatures" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/LangModelSentence.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/LangModelSentence.html
index 8961956240d5b5..e8dcf3c2265cad 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/LangModelSentence.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/LangModelSentence.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.LangModelSentence</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.LangModelSentence" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.LangModelSentence" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.LangModelSentence</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.LangModelSentence" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.LangModelSentence" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadablePretrainedContextSpell.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadablePretrainedContextSpell.html
index 7207c53d80f6e2..a5ae394a8c7caa 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadablePretrainedContextSpell.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadablePretrainedContextSpell.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ReadablePretrainedContextSpell" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadsLanguageModelGraph.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadsLanguageModelGraph.html
index 7fcd375bed073d..a79b0f62f954d2 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadsLanguageModelGraph.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/ReadsLanguageModelGraph.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.ReadsLanguageModelGraph" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/WeightedLevenshtein.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/WeightedLevenshtein.html
index 28538e7ab9a037..c749ba17a9d5c5 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/WeightedLevenshtein.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/WeightedLevenshtein.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.WeightedLevenshtein" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/index.html
index 1740b355bddda5..27eaaa8e99d070 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/index.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/index.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/AgeToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/AgeToken.html
index 473d965ea3a377..d5b32760ec16f1 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/AgeToken.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/AgeToken.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.AgeToken" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/DateToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/DateToken.html
index 66a280587bc2b3..184001acc2fbe2 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/DateToken.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/DateToken.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.DateToken" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericRegexParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericRegexParser.html
index ed3f058fb54204..e7b5c1f2b47c0c 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericRegexParser.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericRegexParser.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericRegexParser</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericRegexParser" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericRegexParser" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericRegexParser</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericRegexParser" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericRegexParser" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericVocabParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericVocabParser.html
index 0c2e7ffcc9ecb1..759d7435c1f380 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericVocabParser.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/GenericVocabParser.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericVocabParser</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericVocabParser" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericVocabParser" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericVocabParser</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericVocabParser" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.GenericVocabParser" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/LocationClass.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/LocationClass.html
index 0c9cc822a0efa9..3cdcb025052a61 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/LocationClass.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/LocationClass.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.LocationClass</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.LocationClass" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.LocationClass" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.LocationClass</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.LocationClass" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.LocationClass" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MainVocab.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MainVocab.html
index 100fb63b8b4fed..18cf1482933dea 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MainVocab.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MainVocab.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.MainVocab</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.MainVocab" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.MainVocab" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.MainVocab</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.MainVocab" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.MainVocab" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MedicationClass.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MedicationClass.html
index 0d30c541ab407f..ed672c7462d431 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MedicationClass.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/MedicationClass.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.MedicationClass" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NamesClass.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NamesClass.html
index c039bc8cd1fc57..4bf10639e9c66a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NamesClass.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NamesClass.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.NamesClass</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.NamesClass" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.NamesClass" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.NamesClass</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.NamesClass" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.NamesClass" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NumberToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/NumberToken.html
index 3ed4c0acf64744..50b03bd709b1b9 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.NumberToken" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/RegexParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/RegexParser.html
index a5c2dd1cd97024..1eebccdf05907b 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.RegexParser" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/SerializableClass.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/SerializableClass.html
index 5c808a775bd176..a5dca332ee5011 100644
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.SerializableClass</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.SerializableClass" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.SerializableClass" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/SpecialClassParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/SpecialClassParser.html
index 54a02bcec39974..a10df9c95fcf8a 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.SpecialClassParser" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/TransducerSeqFeature.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/TransducerSeqFeature.html
index ab4de14744b39d..6609e3eea2abe1 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.TransducerSeqFeature" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.TransducerSeqFeature" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/UnitToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/UnitToken.html
index 2b22048d66930b..a32c8836e63ec2 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser.UnitToken" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/VocabParser.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/VocabParser.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser.VocabParser</title>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/context/parser/index.html
index df64a68832164d..98ca73c1f797ad 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.context.parser" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.context.parser</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.context.parser" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/index.html
index 2de42a201cfade..b92f11d1522019 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach$.html
index 75ab6586a848a5..6cbbc059ccc432 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingApproach.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingApproach" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel$.html
index a15ac9943546af..1d9f9a6aaf4711 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel$.html
@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" />
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@@ -28,7 +28,7 @@
         </head>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingModel.html
index 8df3a4d5ab8f11..178d53327ff737 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html
index 8ea88fef9e89ad..aa19086652103a 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/NorvigSweetingParams.html
@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.NorvigSweetingParams" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/ReadablePretrainedNorvig.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/ReadablePretrainedNorvig.html
index d31563b19ace8d..1a273afba85d34 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.ReadablePretrainedNorvig" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.ReadablePretrainedNorvig" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.norvig.ReadablePretrainedNorvig</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig.ReadablePretrainedNorvig" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig.ReadablePretrainedNorvig" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/norvig/index.html
index 4a748e3307f2a2..7ff6619a70667c 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.norvig</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.norvig" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.norvig" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/ReadablePretrainedSymmetric.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/ReadablePretrainedSymmetric.html
index 7007c64df59ddb..ca3625ba1c5767 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/ReadablePretrainedSymmetric.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.ReadablePretrainedSymmetric" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.ReadablePretrainedSymmetric" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric.ReadablePretrainedSymmetric</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.ReadablePretrainedSymmetric" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.ReadablePretrainedSymmetric" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach$.html
index 584663416570b2..1a9c73aa06d279 100644
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteApproach.html
index 976b4e56e066ba..47c23132f53c10 100644
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteApproach" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$.html
index 0b3a7336fe2bed..de609bc60e3693 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$SuggestedWord.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$SuggestedWord.html
index aa99f3cc4599a6..aa1ed5e3401ebc 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel$SuggestedWord.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel.SuggestedWord" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteModel.html
index 8f336d4ab70504..d0fc03ce2ac01f 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html
index 636bf465f894fb..bce8134d0b56df 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteParams.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric.SymmetricDeleteParams" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/symmetric/index.html
index aa7df0e08710e6..c810297e1eae7f 100644
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.symmetric</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.symmetric" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.symmetric" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/Utilities$.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/Utilities$.html
index a64ccf5f8c0ddb..979b25ff1f1f8e 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/Utilities$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/Utilities$.html
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.util.Utilities</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.util.Utilities" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.util.Utilities" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.util.Utilities</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.util.Utilities" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.util.Utilities" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/index.html
index 28e47537f7d924..c6d2be3b476daf 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/spell/util/index.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.util</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.util" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.util" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.spell.util</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.spell.util" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.spell.util" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate$.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate$.html
index 7059d9ab37e515..27356d56a394f0 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate.html
index 835c3fbf44ad0f..89a01583c6a54d 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellDate.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellDate" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue$.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue$.html
index 1c96e32ec48e4c..1c2beabb12ad33 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue$.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue$.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue.html
index 0555e664abb115..f70391facd117e 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue.html
+++ b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasCellValue.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasCellValue" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasEncoder.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasEncoder.html
index 059f4aefb10d64..2c1b3e1ac48769 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasEncoder.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasEncoder</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasEncoder" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasEncoder" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasEncoder</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasEncoder" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasEncoder" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasInputData.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasInputData.html
index ce87754930b8bc..f0285bad1b6cc8 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasInputData.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasInputData</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasInputData" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasInputData" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasInputData</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasInputData" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasInputData" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericRelation$.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericRelation$.html
index e4852d39b6f276..321f0c7e5c2287 100644
--- a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericRelation$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericRelation</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericRelation" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasNumericRelation" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericRelation</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericRelation" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasNumericRelation" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericValueSpan$.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericValueSpan$.html
index e971ed75eb50a5..b150ac450d7910 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericValueSpan</title>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas.TapasNumericValueSpan" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericValueSpan.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/TapasNumericValueSpan.html
index 63ce87726483ae..30c1077bd764d1 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas.TapasNumericValueSpan" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tapas/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/tapas/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tapas" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tapas" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/BartTokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/BartTokenizer.html
index 479ad130ad12ae..b8377f843db94a 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BartTokenizer" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/BpeTokenizer$.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/BpeTokenizer$.html
index dd3642f51d4570..751ad427b32de8 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.BpeTokenizer" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/CLIPTokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/CLIPTokenizer.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.CLIPTokenizer" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/Gpt2Tokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/Gpt2Tokenizer.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.Gpt2Tokenizer" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/RobertaTokenizer.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/RobertaTokenizer.html
index 2a129696881bea..5094584c522801 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.RobertaTokenizer" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/SpecialToken.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/SpecialToken.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.SpecialToken" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/WhisperTokenDecoder.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/WhisperTokenDecoder.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.WhisperTokenDecoder</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe.WhisperTokenDecoder" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/bpe/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tokenizer.bpe</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer.bpe" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer.bpe" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/index.html b/docs/api/com/johnsnowlabs/nlp/annotators/tokenizer/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.tokenizer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.tokenizer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.annotators.tokenizer" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/annotators/ws/ReadablePretrainedWordSegmenter.html b/docs/api/com/johnsnowlabs/nlp/annotators/ws/ReadablePretrainedWordSegmenter.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.TagsType" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ws.TagsType" />
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ws.WordSegmenterApproach" />
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.annotators.ws.WordSegmenterModel" />
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.annotators.ws</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.annotators.ws" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+                      </li><li class="current-entities indented4">
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+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings</title>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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                         <a href="" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaEmbeddings$.html" title="This is the companion object of RoBertaEmbeddings."></a>
+                        <a class="class" href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov."></a>
+                        <a href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov.">RoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaSentenceEmbeddings$.html" title="This is the companion object of RoBertaSentenceEmbeddings."></a>
+                        <a class="class" href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa."></a>
+                        <a href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa.">RoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="SentenceEmbeddings$.html" title="This is the companion object of SentenceEmbeddings."></a>
+                        <a class="class" href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols)."></a>
+                        <a href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols).">SentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="UniversalSentenceEncoder$.html" title="This is the companion object of UniversalSentenceEncoder."></a>
+                        <a class="class" href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks."></a>
+                        <a href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.">UniversalSentenceEncoder</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecApproach$.html" title="This is the companion object of Word2VecApproach."></a>
+                        <a class="class" href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Word2VecApproach</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecModel$.html" title="This is the companion object of Word2VecModel."></a>
+                        <a class="class" href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Word2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddings$.html" title="This is the companion object of WordEmbeddings."></a>
+                        <a class="class" href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors."></a>
+                        <a href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors.">WordEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsBinaryIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsBinaryIndexer$.html" title="">WordEmbeddingsBinaryIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddingsModel$.html" title="This is the companion object of WordEmbeddingsModel."></a>
+                        <a class="class" href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors"></a>
+                        <a href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors">WordEmbeddingsModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsReader.html" title=""></a>
+                        <a href="WordEmbeddingsReader.html" title="">WordEmbeddingsReader</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsTextIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsTextIndexer$.html" title="">WordEmbeddingsTextIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsWriter.html" title=""></a>
+                        <a href="WordEmbeddingsWriter.html" title="">WordEmbeddingsWriter</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov."></a>
+                        <a href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov.">XlmRoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaSentenceEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa."></a>
+                        <a href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa.">XlmRoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlnetEmbeddings$.html" title="This is the companion object of XlnetEmbeddings."></a>
+                        <a class="class" href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding"></a>
+                        <a href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding">XlnetEmbeddings</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="object value">
+      <div id="definition">
+        <a href="BGEEmbeddings.html" title="See companion class"><div class="big-circle object-companion-class">o</div></a>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="BGEEmbeddings.html" title="See companion class">BGEEmbeddings</a><span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
+            Companion <a href="BGEEmbeddings.html" title="See companion class">class BGEEmbeddings</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <span class="name">BGEEmbeddings</span><span class="result"> extends <a href="ReadablePretrainedBGEModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a> with <a href="ReadBGEDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel">ReadBGEDLModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>This is the companion object of <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>. Please refer to that class for the
+documentation.
+</p></div><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <a href="ReadBGEDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel">ReadBGEDLModel</a>, <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a>, <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a>, <a href="ReadablePretrainedBGEModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a>, <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>], <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div class="toggle"></div>
+        <div id="memberfilter">
+          <i class="material-icons arrow"></i>
+          <span class="input">
+            <input id="mbrsel-input" placeholder="Filter all members" type="text" accesskey="/" />
+          </span>
+          <i class="clear material-icons"></i>
+        </div>
+        <div id="filterby">
+          <div id="order">
+            <span class="filtertype">Ordering</span>
+            <ol>
+              
+              <li class="alpha in"><span>Alphabetic</span></li>
+              <li class="inherit out"><span>By Inheritance</span></li>
+            </ol>
+          </div>
+          <div class="ancestors">
+                  <span class="filtertype">Inherited<br />
+                  </span>
+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"><span>BGEEmbeddings</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel"><span>ReadBGEDLModel</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel"><span>ReadOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel"><span>ReadTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel"><span>ReadablePretrainedBGEModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasPretrained"><span>HasPretrained</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable"><span>ParamsAndFeaturesReadable</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsReadable"><span>DefaultParamsReadable</span></li><li class="in" name="org.apache.spark.ml.util.MLReadable"><span>MLReadable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                  </ol>
+                </div><div class="ancestors">
+              <span class="filtertype"></span>
+              <ol>
+                <li class="hideall out"><span>Hide All</span></li>
+                <li class="showall in"><span>Show All</span></li>
+              </ol>
+            </div>
+          <div id="visbl">
+              <span class="filtertype">Visibility</span>
+              <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+            </div>
+        </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        
+
+        
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#!=(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html###():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#==(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a><a id="addReader((BGEEmbeddings,String,SparkSession)⇒Unit):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#asInstanceOf[T0]:T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#clone():Object" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasPretrained#defaultLang" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultLang:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#defaultLang:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultLang</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasPretrained#defaultLoc" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultLoc:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#defaultLoc:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultLoc</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel#defaultModelName" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultModelName:Some[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#defaultModelName:Some[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultModelName</span><span class="result">: <span class="extype" name="scala.Some">Some</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedBGEModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#finalize():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a><a id="load(String):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#load(path:String):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel#loadSavedModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="loadSavedModel(modelPath:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="loadSavedModel(String,SparkSession):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#loadSavedModel(modelPath:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadSavedModel</span><span class="params">(<span name="modelPath">modelPath: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadBGEDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel">ReadBGEDLModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadBGEDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel">ReadBGEDLModel</a> → <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="pretrained(String,String,String):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Java default argument interoperability</p><div class="fullcomment"><div class="comment cmt"><p>Java default argument interoperability</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedBGEModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="pretrained(String,String):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#pretrained(name:String,lang:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedBGEModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="pretrained(String):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#pretrained(name:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedBGEModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained():com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="pretrained():BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#pretrained():com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">()</span><span class="result">: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Java compliant-overrides</p><div class="fullcomment"><div class="comment cmt"><p>Java compliant-overrides</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadablePretrainedBGEModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a><a id="read:MLReader[BGEEmbeddings]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#read:org.apache.spark.ml.util.MLReader[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readModel(instance:com.johnsnowlabs.nlp.embeddings.BGEEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(BGEEmbeddings,String,SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#readModel(instance:com.johnsnowlabs.nlp.embeddings.BGEEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readModel</span><span class="params">(<span name="instance">instance: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadBGEDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel">ReadBGEDLModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModels" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]"></a><a id="readOnnxModels(String,SparkSession,Seq[String],String,Boolean,Boolean):Map[String,OnnxWrapper]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModels</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="modelNames">modelNames: <a href="../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowChkPoints</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">Array.empty</a></span></span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowHub" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowHub(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowHub(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#readTensorflowHub(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowHub</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">Array.empty</a></span></span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,savedSignatures:Option[Map[String,String]]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String],Boolean,Option[Map[String,String]]):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,savedSignatures:Option[Map[String,String]]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">Array.empty</a></span></span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="savedSignatures">savedSignatures: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowWithSPModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowWithSPModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,loadSP:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowWithSPModel(String,SparkSession,String,Boolean,Boolean,Array[String],Boolean,Boolean):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#readTensorflowWithSPModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,loadSP:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowWithSPModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">Array.empty</a></span></span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="loadSP">loadSP: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel#tfFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#tfFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="ReadBGEDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel">ReadBGEDLModel</a> → <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel">
+              <h3>Inherited from <a href="ReadBGEDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel">ReadBGEDLModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">
+              <h3>Inherited from <a href="ReadablePretrainedBGEModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasPretrained">
+              <h3>Inherited from <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedRobertaModel.html" title=""></a>
+                        <a href="ReadablePretrainedRobertaModel.html" title="">ReadablePretrainedRobertaModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedRobertaSentenceModel.html" title=""></a>
+                        <a href="ReadablePretrainedRobertaSentenceModel.html" title="">ReadablePretrainedRobertaSentenceModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedUSEModel.html" title=""></a>
+                        <a href="ReadablePretrainedUSEModel.html" title="">ReadablePretrainedUSEModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedWord2Vec.html" title=""></a>
+                        <a href="ReadablePretrainedWord2Vec.html" title="">ReadablePretrainedWord2Vec</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedWordEmbeddings.html" title=""></a>
+                        <a href="ReadablePretrainedWordEmbeddings.html" title="">ReadablePretrainedWordEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedXlmRobertaModel.html" title=""></a>
+                        <a href="ReadablePretrainedXlmRobertaModel.html" title="">ReadablePretrainedXlmRobertaModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedXlmRobertaSentenceModel.html" title=""></a>
+                        <a href="ReadablePretrainedXlmRobertaSentenceModel.html" title="">ReadablePretrainedXlmRobertaSentenceModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedXlnetModel.html" title=""></a>
+                        <a href="ReadablePretrainedXlnetModel.html" title="">ReadablePretrainedXlnetModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadsFromBytes.html" title=""></a>
+                        <a href="ReadsFromBytes.html" title="">ReadsFromBytes</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaEmbeddings$.html" title="This is the companion object of RoBertaEmbeddings."></a>
+                        <a class="class" href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov."></a>
+                        <a href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov.">RoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaSentenceEmbeddings$.html" title="This is the companion object of RoBertaSentenceEmbeddings."></a>
+                        <a class="class" href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa."></a>
+                        <a href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa.">RoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="SentenceEmbeddings$.html" title="This is the companion object of SentenceEmbeddings."></a>
+                        <a class="class" href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols)."></a>
+                        <a href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols).">SentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="UniversalSentenceEncoder$.html" title="This is the companion object of UniversalSentenceEncoder."></a>
+                        <a class="class" href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks."></a>
+                        <a href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.">UniversalSentenceEncoder</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecApproach$.html" title="This is the companion object of Word2VecApproach."></a>
+                        <a class="class" href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Word2VecApproach</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecModel$.html" title="This is the companion object of Word2VecModel."></a>
+                        <a class="class" href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Word2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddings$.html" title="This is the companion object of WordEmbeddings."></a>
+                        <a class="class" href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors."></a>
+                        <a href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors.">WordEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsBinaryIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsBinaryIndexer$.html" title="">WordEmbeddingsBinaryIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddingsModel$.html" title="This is the companion object of WordEmbeddingsModel."></a>
+                        <a class="class" href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors"></a>
+                        <a href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors">WordEmbeddingsModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsReader.html" title=""></a>
+                        <a href="WordEmbeddingsReader.html" title="">WordEmbeddingsReader</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="object" href="WordEmbeddingsTextIndexer$.html" title=""></a>
+                        <a href="WordEmbeddingsTextIndexer$.html" title="">WordEmbeddingsTextIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsWriter.html" title=""></a>
+                        <a href="WordEmbeddingsWriter.html" title="">WordEmbeddingsWriter</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov."></a>
+                        <a href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov.">XlmRoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlmRoBertaSentenceEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa."></a>
+                        <a href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa.">XlmRoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlnetEmbeddings$.html" title="This is the companion object of XlnetEmbeddings."></a>
+                        <a class="class" href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding"></a>
+                        <a href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding">XlnetEmbeddings</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="class type">
+      <div id="definition">
+        <a href="BGEEmbeddings$.html" title="See companion object"><div class="big-circle class-companion-object">c</div></a>
+        <p id="owner"><a href="../../../index.html" class="extype" name="com">com</a>.<a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a>.<a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a>.<a href="index.html" class="extype" name="com.johnsnowlabs.nlp.embeddings">embeddings</a></p>
+        <h1><a href="BGEEmbeddings$.html" title="See companion object">BGEEmbeddings</a><span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span></h1>
+        <h3><span class="morelinks"><div>
+            Companion <a href="BGEEmbeddings$.html" title="See companion object">object BGEEmbeddings</a>
+          </div></span></h3>
+      </div>
+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <span class="name">BGEEmbeddings</span><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
+      </span>
+      </h4>
+
+      
+          <div id="comment" class="fullcommenttop"><div class="comment cmt"><p>Sentence embeddings using BGE.</p><p>BGE, or BAAI General Embeddings, a model that can map any text to a low-dimensional dense
+vector which can be used for tasks like retrieval, classification, clustering, or semantic
+search.</p><p>Pretrained models can be loaded with <code>pretrained</code> of the companion object:</p><pre><span class="kw">val</span> embeddings = BGEEmbeddings.pretrained()
+  .setInputCols(<span class="lit">"document"</span>)
+  .setOutputCol(<span class="lit">"embeddings"</span>)</pre><p>The default model is <code>&quot;bge_base&quot;</code>, if no name is provided.</p><p>For available pretrained models please see the
+<a href="https://sparknlp.org/models?q=BGE" target="_blank">Models Hub</a>.</p><p>For extended examples of usage, see
+<a href="https://github.com/JohnSnowLabs/spark-nlp/blob/master/src/test/scala/com/johnsnowlabs/nlp/embeddings/BGEEmbeddingsTestSpec.scala" target="_blank">BGEEmbeddingsTestSpec</a>.</p><p><b>Sources</b> :</p><p><a href="https://arxiv.org/pdf/2309.07597" target="_blank">C-Pack: Packaged Resources To Advance General Chinese Embedding</a></p><p><a href="https://github.com/FlagOpen/FlagEmbedding" target="_blank">BGE Github Repository</a></p><p><b> Paper abstract </b></p><p><i>We introduce C-Pack, a package of resources that significantly advance the field of general
+Chinese embeddings. C-Pack includes three critical resources. 1) C-MTEB is a comprehensive
+benchmark for Chinese text embeddings covering 6 tasks and 35 datasets. 2) C-MTP is a massive
+text embedding dataset curated from labeled and unlabeled Chinese corpora for training
+embedding models. 3) C-TEM is a family of embedding models covering multiple sizes. Our models
+outperform all prior Chinese text embeddings on C-MTEB by up to +10% upon the time of the
+release. We also integrate and optimize the entire suite of training methods for C-TEM. Along
+with our resources on general Chinese embedding, we release our data and models for English
+text embeddings. The English models achieve stateof-the-art performance on the MTEB benchmark;
+meanwhile, our released English data is 2 times larger than the Chinese data. All these
+resources are made publicly available at https://github.com/FlagOpen/FlagEmbedding.</i></p><h4>Example</h4><pre><span class="kw">import</span> spark.implicits._
+<span class="kw">import</span> com.johnsnowlabs.nlp.base.DocumentAssembler
+<span class="kw">import</span> com.johnsnowlabs.nlp.annotators.Tokenizer
+<span class="kw">import</span> com.johnsnowlabs.nlp.embeddings.BGEEmbeddings
+<span class="kw">import</span> com.johnsnowlabs.nlp.EmbeddingsFinisher
+<span class="kw">import</span> org.apache.spark.ml.Pipeline
+
+<span class="kw">val</span> documentAssembler = <span class="kw">new</span> DocumentAssembler()
+  .setInputCol(<span class="lit">"text"</span>)
+  .setOutputCol(<span class="lit">"document"</span>)
+
+<span class="kw">val</span> embeddings = BGEEmbeddings.pretrained(<span class="lit">"bge_base"</span>, <span class="lit">"en"</span>)
+  .setInputCols(<span class="lit">"document"</span>)
+  .setOutputCol(<span class="lit">"bge_embeddings"</span>)
+
+<span class="kw">val</span> embeddingsFinisher = <span class="kw">new</span> EmbeddingsFinisher()
+  .setInputCols(<span class="lit">"bge_embeddings"</span>)
+  .setOutputCols(<span class="lit">"finished_embeddings"</span>)
+  .setOutputAsVector(<span class="kw">true</span>)
+
+<span class="kw">val</span> pipeline = <span class="kw">new</span> Pipeline().setStages(<span class="std">Array</span>(
+  documentAssembler,
+  embeddings,
+  embeddingsFinisher
+))
+
+<span class="kw">val</span> data = <span class="std">Seq</span>(<span class="lit">"query: how much protein should a female eat"</span>,
+<span class="lit">"passage: As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 is 46 grams per day."</span> +
+But, as you can see from <span class="kw">this</span> chart, you'll need to increase that <span class="kw">if</span> you're expecting or training <span class="kw">for</span> a<span class="lit">" +
+marathon. Check out the chart below to see how much protein you should be eating each day."</span>
+
+).toDF(<span class="lit">"text"</span>)
+<span class="kw">val</span> result = pipeline.fit(data).transform(data)
+
+result.selectExpr(<span class="lit">"explode(finished_embeddings) as result"</span>).show(<span class="num">1</span>, <span class="num">80</span>)
++--------------------------------------------------------------------------------+
+|                                                                          result|
++--------------------------------------------------------------------------------+
+|[[<span class="num">8.0190285E-4</span>, -<span class="num">0.005974853</span>, -<span class="num">0.072875895</span>, <span class="num">0.007944068</span>, <span class="num">0.026059335</span>, -<span class="num">0.0080</span>...|
+[[<span class="num">0.050514214</span>, <span class="num">0.010061974</span>, -<span class="num">0.04340176</span>, -<span class="num">0.020937217</span>, <span class="num">0.05170225</span>, <span class="num">0.01157857</span>...|
++--------------------------------------------------------------------------------+</pre></div><dl class="attributes block"> <dt>See also</dt><dd><span class="cmt"><p>
+  <a href="https://sparknlp.org/docs/en/annotators" target="_blank">Annotators Main Page</a> for a list of transformer
+  based embeddings</p></span></dd></dl><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
+          </span>
+          <div class="superTypes hiddenContent"><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a>, <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a>, <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a>, <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a>, <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a>, <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a>, <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a>, <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>], <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>], <a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a>, <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>], <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a>, <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a>, <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a>, <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a>, <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a>, <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span>, <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span>, <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span>, <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span>, <span class="extype" name="org.apache.spark.internal.Logging">Logging</span>, <span class="extype" name="org.apache.spark.ml.param.Params">Params</span>, <span class="extype" name="scala.Serializable">Serializable</span>, <span class="extype" name="java.io.Serializable">Serializable</span>, <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span>, <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a>, <span class="extype" name="scala.Any">Any</span></div>
+        </div></div>
+        
+
+      <div id="mbrsel">
+        <div class="toggle"></div>
+        <div id="memberfilter">
+          <i class="material-icons arrow"></i>
+          <span class="input">
+            <input id="mbrsel-input" placeholder="Filter all members" type="text" accesskey="/" />
+          </span>
+          <i class="clear material-icons"></i>
+        </div>
+        <div id="filterby">
+          <div id="order">
+            <span class="filtertype">Ordering</span>
+            <ol>
+              <li class="group out"><span>Grouped</span></li>
+              <li class="alpha in"><span>Alphabetic</span></li>
+              <li class="inherit out"><span>By Inheritance</span></li>
+            </ol>
+          </div>
+          <div class="ancestors">
+                  <span class="filtertype">Inherited<br />
+                  </span>
+                  <ol id="linearization">
+                    <li class="in" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"><span>BGEEmbeddings</span></li><li class="in" name="com.johnsnowlabs.nlp.HasEngine"><span>HasEngine</span></li><li class="in" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties"><span>HasCaseSensitiveProperties</span></li><li class="in" name="com.johnsnowlabs.storage.HasStorageRef"><span>HasStorageRef</span></li><li class="in" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties"><span>HasEmbeddingsProperties</span></li><li class="in" name="com.johnsnowlabs.nlp.HasProtectedParams"><span>HasProtectedParams</span></li><li class="in" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel"><span>WriteOnnxModel</span></li><li class="in" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel"><span>WriteTensorflowModel</span></li><li class="in" name="com.johnsnowlabs.nlp.HasBatchedAnnotate"><span>HasBatchedAnnotate</span></li><li class="in" name="com.johnsnowlabs.nlp.AnnotatorModel"><span>AnnotatorModel</span></li><li class="in" name="com.johnsnowlabs.nlp.CanBeLazy"><span>CanBeLazy</span></li><li class="in" name="com.johnsnowlabs.nlp.RawAnnotator"><span>RawAnnotator</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol"><span>HasOutputAnnotationCol</span></li><li class="in" name="com.johnsnowlabs.nlp.HasInputAnnotationCols"><span>HasInputAnnotationCols</span></li><li class="in" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType"><span>HasOutputAnnotatorType</span></li><li class="in" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable"><span>ParamsAndFeaturesWritable</span></li><li class="in" name="com.johnsnowlabs.nlp.HasFeatures"><span>HasFeatures</span></li><li class="in" name="org.apache.spark.ml.util.DefaultParamsWritable"><span>DefaultParamsWritable</span></li><li class="in" name="org.apache.spark.ml.util.MLWritable"><span>MLWritable</span></li><li class="in" name="org.apache.spark.ml.Model"><span>Model</span></li><li class="in" name="org.apache.spark.ml.Transformer"><span>Transformer</span></li><li class="in" name="org.apache.spark.ml.PipelineStage"><span>PipelineStage</span></li><li class="in" name="org.apache.spark.internal.Logging"><span>Logging</span></li><li class="in" name="org.apache.spark.ml.param.Params"><span>Params</span></li><li class="in" name="scala.Serializable"><span>Serializable</span></li><li class="in" name="java.io.Serializable"><span>Serializable</span></li><li class="in" name="org.apache.spark.ml.util.Identifiable"><span>Identifiable</span></li><li class="in" name="scala.AnyRef"><span>AnyRef</span></li><li class="in" name="scala.Any"><span>Any</span></li>
+                  </ol>
+                </div><div class="ancestors">
+              <span class="filtertype"></span>
+              <ol>
+                <li class="hideall out"><span>Hide All</span></li>
+                <li class="showall in"><span>Show All</span></li>
+              </ol>
+            </div>
+          <div id="visbl">
+              <span class="filtertype">Visibility</span>
+              <ol><li class="public in"><span>Public</span></li><li class="all out"><span>All</span></li></ol>
+            </div>
+        </div>
+      </div>
+
+      <div id="template">
+        <div id="allMembers">
+        <div id="constructors" class="members">
+              <h3>Instance Constructors</h3>
+              <ol><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="&lt;init&gt;:BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#&lt;init&gt;():com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">BGEEmbeddings</span><span class="params">()</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#&lt;init&gt;" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="&lt;init&gt;:BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#&lt;init&gt;(uid:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">new</span>
+      </span>
+      <span class="symbol">
+        <span class="name">BGEEmbeddings</span><span class="params">(<span name="uid">uid: <span class="extype" name="scala.Predef.String">String</span></span>)</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt class="param">uid</dt><dd class="cmt"><p>
+  required uid for storing annotator to disk</p></dd></dl></div>
+    </li></ol>
+            </div>
+
+        <div id="types" class="types members">
+              <h3>Type Members</h3>
+              <ol><li name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ProtectedParam[T]extendsParam[T]"></a><a id="ProtectedParam[T]:(HasProtectedParams.this)#ProtectedParam[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/HasProtectedParams$ProtectedParam.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">implicit </span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="../HasProtectedParams$ProtectedParam.html"><span class="name">ProtectedParam</span></a><span class="tparams">[<span name="T">T</span>]</span><span class="result"> extends <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel.AnnotationContent" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotationContent=Seq[org.apache.spark.sql.Row]"></a><a id="AnnotationContent:AnnotationContent"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#AnnotationContent=Seq[org.apache.spark.sql.Row]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotationContent</span><span class="result alias"> = <span class="extype" name="scala.collection.Seq">Seq</span>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">internal types to show Rows as a relevant StructType Should be deleted once Spark releases
+UserDefinedTypes to @developerAPI
+</p><div class="fullcomment"><div class="comment cmt"><p>internal types to show Rows as a relevant StructType Should be deleted once Spark releases
+UserDefinedTypes to @developerAPI
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotatorType.AnnotatorType" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="AnnotatorType=String"></a><a id="AnnotatorType:AnnotatorType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#AnnotatorType=String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">type</span>
+      </span>
+      <span class="symbol">
+        <span class="name">AnnotatorType</span><span class="result alias"> = <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li></ol>
+            </div>
+
+        
+
+        <div class="values members">
+              <h3>Value Members</h3>
+              <ol>
+                <li name="scala.AnyRef#!=" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="!=(x$1:Any):Boolean"></a><a id="!=(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#!=(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="##():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html###():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="$[T](Param[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#$[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.$.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T"></a><a id="$$[T](StructFeature[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]"></a><a id="$$[K,V](MapFeature[K,V]):Map[K,V]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#$$[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Map[K,V]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.V">V</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]"></a><a id="$$[T](SetFeature[T]):Set[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Set[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#$$" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]"></a><a id="$$[T](ArrayFeature[T]):Array[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#$$[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Array[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">$$</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.$$.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#==(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#_transform" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="_transform(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):org.apache.spark.sql.DataFrame"></a><a id="_transform(Dataset[_],Option[PipelineModel]):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#_transform(dataset:org.apache.spark.sql.Dataset[_],recursivePipeline:Option[org.apache.spark.ml.PipelineModel]):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">_transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="recursivePipeline">recursivePipeline: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.PipelineModel">PipelineModel</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#afterAnnotate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame"></a><a id="afterAnnotate(DataFrame):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#afterAnnotate(dataset:org.apache.spark.sql.DataFrame):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">afterAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a> → <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#asInstanceOf[T0]:T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#batchAnnotate" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="batchAnnotate(batchedAnnotations:Seq[Array[com.johnsnowlabs.nlp.Annotation]]):Seq[Seq[com.johnsnowlabs.nlp.Annotation]]"></a><a id="batchAnnotate(Seq[Array[Annotation]]):Seq[Seq[Annotation]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#batchAnnotate(batchedAnnotations:Seq[Array[com.johnsnowlabs.nlp.Annotation]]):Seq[Seq[com.johnsnowlabs.nlp.Annotation]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchAnnotate</span><span class="params">(<span name="batchedAnnotations">batchedAnnotations: <a href="../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<span class="extype" name="scala.Array">Array</span>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>)</span><span class="result">: <a href="../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<a href="../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]]</span>
+      </span>
+      
+      <p class="shortcomment cmt">takes a document and annotations and produces new annotations of this annotator's annotation
+type
+</p><div class="fullcomment"><div class="comment cmt"><p>takes a document and annotations and produces new annotations of this annotator's annotation
+type
+</p></div><dl class="paramcmts block"><dt class="param">batchedAnnotations</dt><dd class="cmt"><p>
+  Annotations that correspond to inputAnnotationCols generated by previous annotators if any</p></dd><dt>returns</dt><dd class="cmt"><p>
+  any number of annotations processed for every input annotation. Not necessary one to one
+  relationship</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a> → <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasBatchedAnnotate#batchProcess" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="batchProcess(rows:Iterator[_]):Iterator[org.apache.spark.sql.Row]"></a><a id="batchProcess(Iterator[_]):Iterator[Row]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#batchProcess(rows:Iterator[_]):Iterator[org.apache.spark.sql.Row]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchProcess</span><span class="params">(<span name="rows">rows: <a href="../../../../scala/index.html#Iterator[+A]=Iterator[A]" class="extmbr" name="scala.Iterator">Iterator</a>[_]</span>)</span><span class="result">: <a href="../../../../scala/index.html#Iterator[+A]=Iterator[A]" class="extmbr" name="scala.Iterator">Iterator</a>[<span class="extype" name="org.apache.spark.sql.Row">Row</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasBatchedAnnotate#batchSize" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="batchSize:org.apache.spark.ml.param.IntParam"></a><a id="batchSize:IntParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#batchSize:org.apache.spark.ml.param.IntParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">batchSize</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Size of every batch (Default depends on model).</p><div class="fullcomment"><div class="comment cmt"><p>Size of every batch (Default depends on model).
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#beforeAnnotate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]"></a><a id="beforeAnnotate(Dataset[_]):Dataset[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#beforeAnnotate(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.Dataset[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">beforeAnnotate</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties#caseSensitive" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="caseSensitive:org.apache.spark.ml.param.BooleanParam"></a><a id="caseSensitive:BooleanParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#caseSensitive:org.apache.spark.ml.param.BooleanParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">caseSensitive</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Whether to ignore case in index lookups (Default depends on model)
+</p><div class="fullcomment"><div class="comment cmt"><p>Whether to ignore case in index lookups (Default depends on model)
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#checkSchema" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean"></a><a id="checkSchema(StructType,String):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#checkSchema(schema:org.apache.spark.sql.types.StructType,inputAnnotatorType:String):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">checkSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="inputAnnotatorType">inputAnnotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#clear" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type"></a><a id="clear(Param[_]):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#clear(param:org.apache.spark.ml.param.Param[_]):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clear</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#clone():Object" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#configProtoBytes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="configProtoBytes:org.apache.spark.ml.param.IntArrayParam"></a><a id="configProtoBytes:IntArrayParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#configProtoBytes:org.apache.spark.ml.param.IntArrayParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">configProtoBytes</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntArrayParam">IntArrayParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">ConfigProto from tensorflow, serialized into byte array.</p><div class="fullcomment"><div class="comment cmt"><p>ConfigProto from tensorflow, serialized into byte array. Get with
+<code>config_proto.SerializeToString()</code>
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#copy" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copy(extra:org.apache.spark.ml.param.ParamMap):M"></a><a id="copy(ParamMap):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#copy(extra:org.apache.spark.ml.param.ParamMap):M" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copy</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">requirement for annotators copies</p><div class="fullcomment"><div class="comment cmt"><p>requirement for annotators copies</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → Model → Transformer → PipelineStage → Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#copyValues" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T"></a><a id="copyValues[T&lt;:Params](T,ParamMap):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#copyValues[T&lt;:org.apache.spark.ml.param.Params](to:T,extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">copyValues</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="to">to: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>, <span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.copyValues.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#createDatabaseConnection" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="createDatabaseConnection(database:com.johnsnowlabs.storage.Database.Name):com.johnsnowlabs.storage.RocksDBConnection"></a><a id="createDatabaseConnection(Name):RocksDBConnection"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#createDatabaseConnection(database:com.johnsnowlabs.storage.Database.Name):com.johnsnowlabs.storage.RocksDBConnection" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">createDatabaseConnection</span><span class="params">(<span name="database">database: <a href="../../storage/Database$.html#Name=com.johnsnowlabs.storage.Database" class="extmbr" name="com.johnsnowlabs.storage.Database.Name">Name</a></span>)</span><span class="result">: <a href="../../storage/RocksDBConnection.html" class="extype" name="com.johnsnowlabs.storage.RocksDBConnection">RocksDBConnection</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#defaultCopy" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T"></a><a id="defaultCopy[T&lt;:Params](ParamMap):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#defaultCopy[T&lt;:org.apache.spark.ml.param.Params](extra:org.apache.spark.ml.param.ParamMap):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultCopy</span><span class="tparams">[<span name="T">T &lt;: <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></span>]</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.defaultCopy.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#dimension" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="dimension:HasEmbeddingsProperties.this.ProtectedParam[Int]"></a><a id="dimension:ProtectedParam[Int]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#dimension:HasEmbeddingsProperties.this.ProtectedParam[Int]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">dimension</span><span class="result">: <a href="#ProtectedParam[T]extendsParam[T]" class="extmbr" name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam">ProtectedParam</a>[<span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Number of embedding dimensions (Default depends on model)
+</p><div class="fullcomment"><div class="comment cmt"><p>Number of embedding dimensions (Default depends on model)
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasEngine#engine" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="engine:org.apache.spark.ml.param.Param[String]"></a><a id="engine:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#engine:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">engine</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">This param is set internally once via loadSavedModel.</p><div class="fullcomment"><div class="comment cmt"><p>This param is set internally once via loadSavedModel. That's why there is no setter
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParam(param:org.apache.spark.ml.param.Param[_]):String"></a><a id="explainParam(Param[_]):String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#explainParam(param:org.apache.spark.ml.param.Param[_]):String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParam</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#explainParams" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="explainParams():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#explainParams():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">explainParams</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean"></a><a id="extraValidate(StructType):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#extraValidate(structType:org.apache.spark.sql.types.StructType):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidate</span><span class="params">(<span name="structType">structType: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#extraValidateMsg" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extraValidateMsg:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#extraValidateMsg:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extraValidateMsg</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Override for additional custom schema checks</p><div class="fullcomment"><div class="comment cmt"><p>Override for additional custom schema checks</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap():org.apache.spark.ml.param.ParamMap"></a><a id="extractParamMap():ParamMap"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#extractParamMap():org.apache.spark.ml.param.ParamMap" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">()</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#extractParamMap" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap"></a><a id="extractParamMap(ParamMap):ParamMap"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#extractParamMap(extra:org.apache.spark.ml.param.ParamMap):org.apache.spark.ml.param.ParamMap" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">extractParamMap</span><span class="params">(<span name="extra">extra: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#features" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]"></a><a id="features:ArrayBuffer[Feature[_,_,_]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#features:scala.collection.mutable.ArrayBuffer[com.johnsnowlabs.nlp.serialization.Feature[_,_,_]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">features</span><span class="result">: <span class="extype" name="scala.collection.mutable.ArrayBuffer">ArrayBuffer</span>[<a href="../serialization/Feature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.Feature">Feature</a>[_, _, _]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#finalize():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]"></a><a id="get[T](StructFeature[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#get[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]"></a><a id="get[K,V](MapFeature[K,V]):Option[Map[K,V]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#get[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V]):Option[Map[K,V]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.V">V</span>]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]"></a><a id="get[T](SetFeature[T]):Option[Set[T]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#get[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T]):Option[Set[T]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#get" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]"></a><a id="get[T](ArrayFeature[T]):Option[Array[T]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#get[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T]):Option[Array[T]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.get.T">T</span>]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#get" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a><a id="get[T](Param[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#get[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">get</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.get.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasBatchedAnnotate#getBatchSize" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getBatchSize:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getBatchSize:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getBatchSize</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Size of every batch.</p><div class="fullcomment"><div class="comment cmt"><p>Size of every batch.
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties#getCaseSensitive" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getCaseSensitive:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getCaseSensitive:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getCaseSensitive</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#getConfigProtoBytes" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getConfigProtoBytes:Option[Array[Byte]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getConfigProtoBytes:Option[Array[Byte]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getConfigProtoBytes</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]]</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="org.apache.spark.ml.param.Params#getDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]"></a><a id="getDefault[T](Param[T]):Option[T]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getDefault[T](param:org.apache.spark.ml.param.Param[T]):Option[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getDefault.T">T</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#getDimension" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getDimension:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getDimension:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getDimension</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasEngine#getEngine" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="getParam">
+      <a id="getEngine:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getEngine:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getEngine</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#getInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getInputCols:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getInputCols:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getInputCols</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p><div class="fullcomment"><div class="comment cmt"></div><dl class="paramcmts block"><dt>returns</dt><dd class="cmt"><p>input annotations columns currently used</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#getLazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getLazyAnnotator:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getLazyAnnotator:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getLazyAnnotator</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#getMaxSentenceLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getMaxSentenceLength:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getMaxSentenceLength:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getMaxSentenceLength</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#getModelIfNotSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getModelIfNotSet:com.johnsnowlabs.ml.ai.BGE"></a><a id="getModelIfNotSet:BGE"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getModelIfNotSet:com.johnsnowlabs.ml.ai.BGE" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getModelIfNotSet</span><span class="result">: <span class="extype" name="com.johnsnowlabs.ml.ai.BGE">BGE</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="org.apache.spark.ml.param.Params#getOrDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T"></a><a id="getOrDefault[T](Param[T]):T"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getOrDefault[T](param:org.apache.spark.ml.param.Param[T]):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOrDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Params.getOrDefault.T">T</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#getOutputCol" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getOutputCol:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getOutputCol:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getOutputCol</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Gets annotation column name going to generate</p><div class="fullcomment"><div class="comment cmt"><p>Gets annotation column name going to generate</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#getParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getParam(paramName:String):org.apache.spark.ml.param.Param[Any]"></a><a id="getParam(String):Param[Any]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getParam(paramName:String):org.apache.spark.ml.param.Param[Any]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Any">Any</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#getSignatures" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="getParam">
+      <a id="getSignatures:Option[Map[String,String]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getSignatures:Option[Map[String,String]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getSignatures</span><span class="result">: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]]</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#getStorageRef" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getStorageRef:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#getStorageRef:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getStorageRef</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasDefault" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean"></a><a id="hasDefault[T](Param[T]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#hasDefault[T](param:org.apache.spark.ml.param.Param[T]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.hasDefault.T">T</span>]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#hasParam" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParam(paramName:String):Boolean"></a><a id="hasParam(String):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#hasParam(paramName:String):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParam</span><span class="params">(<span name="paramName">paramName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#hasParent" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hasParent:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#hasParent:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hasParent</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean"></a><a id="initializeLogIfNecessary(Boolean,Boolean):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#initializeLogIfNecessary(isInterpreter:Boolean,silent:Boolean):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>, <span name="silent">silent: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#initializeLogIfNecessary" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="initializeLogIfNecessary(isInterpreter:Boolean):Unit"></a><a id="initializeLogIfNecessary(Boolean):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#initializeLogIfNecessary(isInterpreter:Boolean):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">initializeLogIfNecessary</span><span class="params">(<span name="isInterpreter">isInterpreter: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#inputAnnotatorTypes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputAnnotatorTypes:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#inputAnnotatorTypes:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Annotator reference id.</p><div class="fullcomment"><div class="comment cmt"><p>Annotator reference id. Used to identify elements in metadata or to refer to this annotator
+type
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a> → <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#inputCols" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="inputCols:org.apache.spark.ml.param.StringArrayParam"></a><a id="inputCols:StringArrayParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#inputCols:org.apache.spark.ml.param.StringArrayParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">inputCols</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.StringArrayParam">StringArrayParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">columns that contain annotations necessary to run this annotator AnnotatorType is used both
+as input and output columns if not specified
+</p><div class="fullcomment"><div class="comment cmt"><p>columns that contain annotations necessary to run this annotator AnnotatorType is used both
+as input and output columns if not specified
+</p></div><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isDefined" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean"></a><a id="isDefined(Param[_]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#isDefined(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isDefined</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#isSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isSet(param:org.apache.spark.ml.param.Param[_]):Boolean"></a><a id="isSet(Param[_]):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#isSet(param:org.apache.spark.ml.param.Param[_]):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isSet</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]</span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#isTraceEnabled" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isTraceEnabled():Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#isTraceEnabled():Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isTraceEnabled</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#lazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="lazyAnnotator:org.apache.spark.ml.param.BooleanParam"></a><a id="lazyAnnotator:BooleanParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#lazyAnnotator:org.apache.spark.ml.param.BooleanParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">lazyAnnotator</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.BooleanParam">BooleanParam</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#log" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="log:org.slf4j.Logger"></a><a id="log:Logger"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#log:org.slf4j.Logger" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">log</span><span class="result">: <span class="extype" name="org.slf4j.Logger">Logger</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logDebug(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#logDebug(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <a href="../../../../scala/index.html#Throwable=Throwable" class="extmbr" name="scala.Throwable">Throwable</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logDebug" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logDebug(msg:=&gt;String):Unit"></a><a id="logDebug(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#logDebug(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logDebug</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logError(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#logError(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <a href="../../../../scala/index.html#Throwable=Throwable" class="extmbr" name="scala.Throwable">Throwable</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logError" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logError(msg:=&gt;String):Unit"></a><a id="logError(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#logError(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logError</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logInfo(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#logInfo(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <a href="../../../../scala/index.html#Throwable=Throwable" class="extmbr" name="scala.Throwable">Throwable</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logInfo" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logInfo(msg:=&gt;String):Unit"></a><a id="logInfo(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#logInfo(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logInfo</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logName" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logName:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#logName:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logName</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logTrace(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#logTrace(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <a href="../../../../scala/index.html#Throwable=Throwable" class="extmbr" name="scala.Throwable">Throwable</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logTrace" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logTrace(msg:=&gt;String):Unit"></a><a id="logTrace(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#logTrace(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logTrace</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String,throwable:Throwable):Unit"></a><a id="logWarning(⇒String,Throwable):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#logWarning(msg:=&gt;String,throwable:Throwable):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>, <span name="throwable">throwable: <a href="../../../../scala/index.html#Throwable=Throwable" class="extmbr" name="scala.Throwable">Throwable</a></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="org.apache.spark.internal.Logging#logWarning" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="logWarning(msg:=&gt;String):Unit"></a><a id="logWarning(⇒String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#logWarning(msg:=&gt;String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">logWarning</span><span class="params">(<span name="msg">msg: ⇒ <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Logging</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#maxSentenceLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="maxSentenceLength:org.apache.spark.ml.param.IntParam"></a><a id="maxSentenceLength:IntParam"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#maxSentenceLength:org.apache.spark.ml.param.IntParam" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">maxSentenceLength</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.IntParam">IntParam</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Max sentence length to process (Default: <code>128</code>)
+</p>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#msgHelper" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="msgHelper(schema:org.apache.spark.sql.types.StructType):String"></a><a id="msgHelper(StructType):String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#msgHelper(schema:org.apache.spark.sql.types.StructType):String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">msgHelper</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#onWrite" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="onWrite(String,SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#onWrite(path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onWrite</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a> → <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#optionalInputAnnotatorTypes" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="optionalInputAnnotatorTypes:Array[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#optionalInputAnnotatorTypes:Array[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">optionalInputAnnotatorTypes</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#outputAnnotatorType" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputAnnotatorType:BGEEmbeddings.this.AnnotatorType"></a><a id="outputAnnotatorType:AnnotatorType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#outputAnnotatorType:BGEEmbeddings.this.AnnotatorType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputAnnotatorType</span><span class="result">: <a href="#AnnotatorType=String" class="extmbr" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings.AnnotatorType">AnnotatorType</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a> → <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#outputCol" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="outputCol:org.apache.spark.ml.param.Param[String]"></a><a id="outputCol:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#outputCol:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">outputCol</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#params" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="params:Array[org.apache.spark.ml.param.Param[_]]"></a><a id="params:Array[Param[_]]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#params:Array[org.apache.spark.ml.param.Param[_]]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">params</span><span class="result">: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[_]]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#parent" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="parent:org.apache.spark.ml.Estimator[M]"></a><a id="parent:Estimator[BGEEmbeddings]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#parent:org.apache.spark.ml.Estimator[M]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">var</span>
+      </span>
+      <span class="symbol">
+        <span class="name">parent</span><span class="result">: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLWritable#save" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="save(path:String):Unit"></a><a id="save(String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#save(path:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">save</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLWritable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="&quot;If the input path already exists but overwrite is not enabled.&quot;">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#sentenceEndTokenId" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="sentenceEndTokenId:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#sentenceEndTokenId:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentenceEndTokenId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#sentenceStartTokenId" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="sentenceStartTokenId:Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#sentenceStartTokenId:Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">sentenceStartTokenId</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.HasProtectedParams#set" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:HasProtectedParams.this.ProtectedParam[T],value:T):&lt;refinement&gt;.type"></a><a id="set[T](ProtectedParam[T],T):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#set[T](param:HasProtectedParams.this.ProtectedParam[T],value:T):&lt;refinement&gt;.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <a href="#ProtectedParam[T]extendsParam[T]" class="extmbr" name="com.johnsnowlabs.nlp.HasProtectedParams.ProtectedParam">ProtectedParam</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Sets the value for a protected Param.</p><div class="fullcomment"><div class="comment cmt"><p>Sets the value for a protected Param.</p><p>If the parameter was already set, it will not be set again. Default values do not count as a
+set value and can be overridden.
+</p></div><dl class="paramcmts block"><dt class="tparam">T</dt><dd class="cmt"><p>
+  Type of the parameter</p></dd><dt class="param">param</dt><dd class="cmt"><p>
+  Protected parameter to set</p></dd><dt class="param">value</dt><dd class="cmt"><p>
+  Value for the parameter</p></dd><dt>returns</dt><dd class="cmt"><p>
+  This object</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type"></a><a id="set[T](StructFeature[T],T):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#set[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:T):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type"></a><a id="set[K,V](MapFeature[K,V],Map[K,V]):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#set[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:Map[K,V]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type"></a><a id="set[T](SetFeature[T],Set[T]):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#set[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:Set[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type"></a><a id="set[T](ArrayFeature[T],Array[T]):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#set[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:Array[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.set.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type"></a><a id="set(ParamPair[_]):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#set(paramPair:org.apache.spark.ml.param.ParamPair[_]):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="paramPair">paramPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set(param:String,value:Any):Params.this.type"></a><a id="set(String,Any):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#set(param:String,value:Any):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="params">(<span name="param">param: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="value">value: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#set" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a><a id="set[T](Param[T],T):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#set[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">set</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.set.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasBatchedAnnotate#setBatchSize" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="setParam">
+      <a id="setBatchSize(size:Int):com.johnsnowlabs.nlp.&lt;refinement&gt;.type"></a><a id="setBatchSize(Int):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setBatchSize(size:Int):com.johnsnowlabs.nlp.&lt;refinement&gt;.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setBatchSize</span><span class="params">(<span name="size">size: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Size of every batch.</p><div class="fullcomment"><div class="comment cmt"><p>Size of every batch.
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#setCaseSensitive" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="setParam">
+      <a id="setCaseSensitive(value:Boolean):BGEEmbeddings.this.type"></a><a id="setCaseSensitive(Boolean):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setCaseSensitive(value:Boolean):BGEEmbeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setCaseSensitive</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Whether to lowercase tokens or not
+</p><div class="fullcomment"><div class="comment cmt"><p>Whether to lowercase tokens or not
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a> → <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#setConfigProtoBytes" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setConfigProtoBytes(bytes:Array[Int]):BGEEmbeddings.this.type"></a><a id="setConfigProtoBytes(Array[Int]):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setConfigProtoBytes(bytes:Array[Int]):BGEEmbeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setConfigProtoBytes</span><span class="params">(<span name="bytes">bytes: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type"></a><a id="setDefault[T](StructFeature[T],()⇒T):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.StructFeature[T],value:()=&gt;T):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/StructFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.StructFeature">StructFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type"></a><a id="setDefault[K,V](MapFeature[K,V],()⇒Map[K,V]):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setDefault[K,V](feature:com.johnsnowlabs.nlp.serialization.MapFeature[K,V],value:()=&gt;Map[K,V]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="K">K</span>, <span name="V">V</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.K">K</span>, <span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.V">V</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type"></a><a id="setDefault[T](SetFeature[T],()⇒Set[T]):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.SetFeature[T],value:()=&gt;Set[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/SetFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.SetFeature">SetFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Predef.Set">Set</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasFeatures#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type"></a><a id="setDefault[T](ArrayFeature[T],()⇒Array[T]):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setDefault[T](feature:com.johnsnowlabs.nlp.serialization.ArrayFeature[T],value:()=&gt;Array[T]):HasFeatures.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="feature">feature: <a href="../serialization/ArrayFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.ArrayFeature">ArrayFeature</a>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>, <span name="value">value: () ⇒ <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="com.johnsnowlabs.nlp.HasFeatures.setDefault.T">T</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type"></a><a id="setDefault(ParamPair[_]*):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setDefault(paramPairs:org.apache.spark.ml.param.ParamPair[_]*):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="params">(<span name="paramPairs">paramPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="org.apache.spark.ml.param.Params#setDefault" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type"></a><a id="setDefault[T](Param[T],T):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setDefault[T](param:org.apache.spark.ml.param.Param[T],value:T):Params.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDefault</span><span class="tparams">[<span name="T">T</span>]</span><span class="params">(<span name="param">param: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span>]</span>, <span name="value">value: <span class="extype" name="org.apache.spark.ml.param.Params.setDefault.T">T</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="org.apache.spark.ml">org.apache.spark.ml</span>] </dd><dt>Definition Classes</dt><dd>Params</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#setDimension" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="setParam">
+      <a id="setDimension(value:Int):BGEEmbeddings.this.type"></a><a id="setDimension(Int):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setDimension(value:Int):BGEEmbeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setDimension</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Set Embeddings dimensions for the BERT model Only possible to set this when the first time
+is saved dimension is not changeable, it comes from BERT config file
+</p><div class="fullcomment"><div class="comment cmt"><p>Set Embeddings dimensions for the BERT model Only possible to set this when the first time
+is saved dimension is not changeable, it comes from BERT config file
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a> → <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:String*):HasInputAnnotationCols.this.type"></a><a id="setInputCols(String*):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setInputCols(value:String*):HasInputAnnotationCols.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span>*</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasInputAnnotationCols#setInputCols" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setInputCols(value:Array[String]):HasInputAnnotationCols.this.type"></a><a id="setInputCols(Array[String]):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setInputCols(value:Array[String]):HasInputAnnotationCols.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setInputCols</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Overrides required annotators column if different than default</p><div class="fullcomment"><div class="comment cmt"><p>Overrides required annotators column if different than default</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.CanBeLazy#setLazyAnnotator" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setLazyAnnotator(value:Boolean):&lt;refinement&gt;.type"></a><a id="setLazyAnnotator(Boolean):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setLazyAnnotator(value:Boolean):&lt;refinement&gt;.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setLazyAnnotator</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#setMaxSentenceLength" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setMaxSentenceLength(value:Int):BGEEmbeddings.this.type"></a><a id="setMaxSentenceLength(Int):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setMaxSentenceLength(value:Int):BGEEmbeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setMaxSentenceLength</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#setModelIfNotSet" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="setModelIfNotSet(SparkSession,Option[TensorflowWrapper],Option[OnnxWrapper]):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setModelIfNotSet(spark:org.apache.spark.sql.SparkSession,tensorflowWrapper:Option[com.johnsnowlabs.ml.tensorflow.TensorflowWrapper],onnxWrapper:Option[com.johnsnowlabs.ml.onnx.OnnxWrapper]):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setModelIfNotSet</span><span class="params">(<span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflowWrapper">tensorflowWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a>]</span>, <span name="onnxWrapper">onnxWrapper: <span class="extype" name="scala.Option">Option</span>[<a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.HasOutputAnnotationCol#setOutputCol" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setOutputCol(value:String):HasOutputAnnotationCol.this.type"></a><a id="setOutputCol(String):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setOutputCol(value:String):HasOutputAnnotationCol.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setOutputCol</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt">Overrides annotation column name when transforming</p><div class="fullcomment"><div class="comment cmt"><p>Overrides annotation column name when transforming</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></dd></dl></div>
+    </li><li name="org.apache.spark.ml.Model#setParent" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setParent(parent:org.apache.spark.ml.Estimator[M]):M"></a><a id="setParent(Estimator[BGEEmbeddings]):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setParent(parent:org.apache.spark.ml.Estimator[M]):M" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setParent</span><span class="params">(<span name="parent">parent: <span class="extype" name="org.apache.spark.ml.Estimator">Estimator</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Model</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#setSignatures" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setSignatures(value:Map[String,String]):BGEEmbeddings.this.type"></a><a id="setSignatures(Map[String,String]):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setSignatures(value:Map[String,String]):BGEEmbeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setSignatures</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#setStorageRef" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="setStorageRef(value:String):HasStorageRef.this.type"></a><a id="setStorageRef(String):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setStorageRef(value:String):HasStorageRef.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setStorageRef</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#setVocabulary" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="setParam">
+      <a id="setVocabulary(value:Map[String,Int]):BGEEmbeddings.this.type"></a><a id="setVocabulary(Map[String,Int]):BGEEmbeddings.this.type"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#setVocabulary(value:Map[String,Int]):BGEEmbeddings.this.type" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">setVocabulary</span><span class="params">(<span name="value">value: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>)</span><span class="result">: <a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.this.type</span>
+      </span>
+      
+      <p class="shortcomment cmt"></p>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#signatures" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="signatures:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]"></a><a id="signatures:MapFeature[String,String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#signatures:com.johnsnowlabs.nlp.serialization.MapFeature[String,String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">signatures</span><span class="result">: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">It contains TF model signatures for the laded saved model
+</p>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#storageRef" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="param">
+      <a id="storageRef:org.apache.spark.ml.param.Param[String]"></a><a id="storageRef:Param[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#storageRef:org.apache.spark.ml.param.Param[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">storageRef</span><span class="result">: <span class="extype" name="org.apache.spark.ml.param.Param">Param</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Unique identifier for storage (Default: <code>this.uid</code>)
+</p><div class="fullcomment"><div class="comment cmt"><p>Unique identifier for storage (Default: <code>this.uid</code>)
+</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.Identifiable#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Identifiable → AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#tokenize" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="tokenize(sentences:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence]"></a><a id="tokenize(Seq[Annotation]):Seq[WordpieceTokenizedSentence]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#tokenize(sentences:Seq[com.johnsnowlabs.nlp.Annotation]):Seq[com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tokenize</span><span class="params">(<span name="sentences">sentences: <a href="../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<a href="../Annotation.html" class="extype" name="com.johnsnowlabs.nlp.Annotation">Annotation</a>]</span>)</span><span class="result">: <a href="../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<a href="../annotators/common/WordpieceTokenizedSentence.html" class="extype" name="com.johnsnowlabs.nlp.annotators.common.WordpieceTokenizedSentence">WordpieceTokenizedSentence</a>]</span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.nlp.AnnotatorModel#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_]):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#transform(dataset:org.apache.spark.sql.Dataset[_]):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still
+available separately metadata is built at schema level to record annotations structural
+information outside its content
+</p><div class="fullcomment"><div class="comment cmt"><p>Given requirements are met, this applies ML transformation within a Pipeline or stand-alone
+Output annotation will be generated as a new column, previous annotations are still
+available separately metadata is built at schema level to record annotations structural
+information outside its content
+</p></div><dl class="paramcmts block"><dt class="param">dataset</dt><dd class="cmt"><p>
+  <span class="extype" name="Dataset[Row">Dataset[Row</span>]</p></dd></dl><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a> → Transformer</dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_],ParamMap):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#transform(dataset:org.apache.spark.sql.Dataset[_],paramMap:org.apache.spark.ml.param.ParamMap):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="paramMap">paramMap: <span class="extype" name="org.apache.spark.ml.param.ParamMap">ParamMap</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="org.apache.spark.ml.Transformer#transform" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame"></a><a id="transform(Dataset[_],ParamPair[_],ParamPair[_]*):DataFrame"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#transform(dataset:org.apache.spark.sql.Dataset[_],firstParamPair:org.apache.spark.ml.param.ParamPair[_],otherParamPairs:org.apache.spark.ml.param.ParamPair[_]*):org.apache.spark.sql.DataFrame" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transform</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="firstParamPair">firstParamPair: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]</span>, <span name="otherParamPairs">otherParamPairs: <span class="extype" name="org.apache.spark.ml.param.ParamPair">ParamPair</span>[_]*</span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.DataFrame">DataFrame</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Transformer</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;2.0.0&quot;</span>
+    </span>)</span>
+              
+                <span class="name">@varargs</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#transformSchema" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType"></a><a id="transformSchema(StructType):StructType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#transformSchema(schema:org.apache.spark.sql.types.StructType):org.apache.spark.sql.types.StructType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">requirement for pipeline transformation validation.</p><div class="fullcomment"><div class="comment cmt"><p>requirement for pipeline transformation validation. It is called on fit()</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a> → PipelineStage</dd></dl></div>
+    </li><li name="org.apache.spark.ml.PipelineStage#transformSchema" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType"></a><a id="transformSchema(StructType,Boolean):StructType"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#transformSchema(schema:org.apache.spark.sql.types.StructType,logging:Boolean):org.apache.spark.sql.types.StructType" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">transformSchema</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>, <span name="logging">logging: <span class="extype" name="scala.Boolean">Boolean</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd>PipelineStage</dd><dt>Annotations</dt><dd>
+                <span class="name">@DeveloperApi</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#uid" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="uid:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#uid:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">uid</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a> → Identifiable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#validate" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validate(schema:org.apache.spark.sql.types.StructType):Boolean"></a><a id="validate(StructType):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#validate(schema:org.apache.spark.sql.types.StructType):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validate</span><span class="params">(<span name="schema">schema: <span class="extype" name="org.apache.spark.sql.types.StructType">StructType</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.</p><div class="fullcomment"><div class="comment cmt"><p>takes a <span class="extype" name="Dataset">Dataset</span> and checks to see if all the required annotation types are present.
+</p></div><dl class="paramcmts block"><dt class="param">schema</dt><dd class="cmt"><p>
+  to be validated</p></dd><dt>returns</dt><dd class="cmt"><p>
+  True if all the required types are present, else false</p></dd></dl><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.storage.HasStorageRef#validateStorageRef" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="validateStorageRef(dataset:org.apache.spark.sql.Dataset[_],inputCols:Array[String],annotatorType:String):Unit"></a><a id="validateStorageRef(Dataset[_],Array[String],String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#validateStorageRef(dataset:org.apache.spark.sql.Dataset[_],inputCols:Array[String],annotatorType:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">validateStorageRef</span><span class="params">(<span name="dataset">dataset: <span class="extype" name="org.apache.spark.sql.Dataset">Dataset</span>[_]</span>, <span name="inputCols">inputCols: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="annotatorType">annotatorType: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings#vocabulary" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="param">
+      <a id="vocabulary:com.johnsnowlabs.nlp.serialization.MapFeature[String,Int]"></a><a id="vocabulary:MapFeature[String,Int]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#vocabulary:com.johnsnowlabs.nlp.serialization.MapFeature[String,Int]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">vocabulary</span><span class="result">: <a href="../serialization/MapFeature.html" class="extype" name="com.johnsnowlabs.nlp.serialization.MapFeature">MapFeature</a>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Int">Int</span>]</span>
+      </span>
+      
+      <p class="shortcomment cmt">Vocabulary used to encode the words to ids with WordPieceEncoder
+</p>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.RawAnnotator#wrapColumnMetadata" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column"></a><a id="wrapColumnMetadata(Column):Column"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#wrapColumnMetadata(col:org.apache.spark.sql.Column):org.apache.spark.sql.Column" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapColumnMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#wrapEmbeddingsMetadata" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column"></a><a id="wrapEmbeddingsMetadata(Column,Int,Option[String]):Column"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#wrapEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapEmbeddingsMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>, <span name="embeddingsDim">embeddingsDim: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties#wrapSentenceEmbeddingsMetadata" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wrapSentenceEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column"></a><a id="wrapSentenceEmbeddingsMetadata(Column,Int,Option[String]):Column"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#wrapSentenceEmbeddingsMetadata(col:org.apache.spark.sql.Column,embeddingsDim:Int,embeddingsRef:Option[String]):org.apache.spark.sql.Column" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wrapSentenceEmbeddingsMetadata</span><span class="params">(<span name="col">col: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>, <span name="embeddingsDim">embeddingsDim: <span class="extype" name="scala.Int">Int</span></span>, <span name="embeddingsRef">embeddingsRef: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <span class="extype" name="org.apache.spark.sql.Column">Column</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected </dd><dt>Definition Classes</dt><dd><a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable#write" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="write:org.apache.spark.ml.util.MLWriter"></a><a id="write:MLWriter"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#write:org.apache.spark.ml.util.MLWriter" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">write</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLWriter">MLWriter</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a> → DefaultParamsWritable → MLWritable</dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.WriteOnnxModel#writeOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrapper:com.johnsnowlabs.ml.onnx.OnnxWrapper,suffix:String,fileName:String):Unit"></a><a id="writeOnnxModel(String,SparkSession,OnnxWrapper,String,String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#writeOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrapper:com.johnsnowlabs.ml.onnx.OnnxWrapper,suffix:String,fileName:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="onnxWrapper">onnxWrapper: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="fileName">fileName: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.WriteOnnxModel#writeOnnxModels" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrappersWithNames:Seq[(com.johnsnowlabs.ml.onnx.OnnxWrapper,String)],suffix:String):Unit"></a><a id="writeOnnxModels(String,SparkSession,Seq[(OnnxWrapper,String)],String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#writeOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,onnxWrappersWithNames:Seq[(com.johnsnowlabs.ml.onnx.OnnxWrapper,String)],suffix:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeOnnxModels</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="onnxWrappersWithNames">onnxWrappersWithNames: <a href="../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[(<a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>, <span class="extype" name="scala.Predef.String">String</span>)]</span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowHub" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeTensorflowHub(path:String,tfPath:String,spark:org.apache.spark.sql.SparkSession,suffix:String):Unit"></a><a id="writeTensorflowHub(String,String,SparkSession,String):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#writeTensorflowHub(path:String,tfPath:String,spark:org.apache.spark.sql.SparkSession,suffix:String):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeTensorflowHub</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="tfPath">tfPath: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span> = <span class="symbol">&quot;_use&quot;</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]]):Unit"></a><a id="writeTensorflowModel(String,SparkSession,TensorflowWrapper,String,String,Option[Array[Byte]]):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#writeTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]]):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflow">tensorflow: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel#writeTensorflowModelV2" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="writeTensorflowModelV2(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]],savedSignatures:Option[Map[String,String]]):Unit"></a><a id="writeTensorflowModelV2(String,SparkSession,TensorflowWrapper,String,String,Option[Array[Byte]],Option[Map[String,String]]):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html#writeTensorflowModelV2(path:String,spark:org.apache.spark.sql.SparkSession,tensorflow:com.johnsnowlabs.ml.tensorflow.TensorflowWrapper,suffix:String,filename:String,configProtoBytes:Option[Array[Byte]],savedSignatures:Option[Map[String,String]]):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">writeTensorflowModelV2</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="tensorflow">tensorflow: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="filename">filename: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="configProtoBytes">configProtoBytes: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Byte">Byte</span>]] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">None</a></span></span></span>, <span name="savedSignatures">savedSignatures: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.HasEngine">
+              <h3>Inherited from <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">
+              <h3>Inherited from <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.storage.HasStorageRef">
+              <h3>Inherited from <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">
+              <h3>Inherited from <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasProtectedParams">
+              <h3>Inherited from <a href="../HasProtectedParams.html" class="extype" name="com.johnsnowlabs.nlp.HasProtectedParams">HasProtectedParams</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">
+              <h3>Inherited from <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.AnnotatorModel">
+              <h3>Inherited from <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.CanBeLazy">
+              <h3>Inherited from <a href="../CanBeLazy.html" class="extype" name="com.johnsnowlabs.nlp.CanBeLazy">CanBeLazy</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.RawAnnotator">
+              <h3>Inherited from <a href="../RawAnnotator.html" class="extype" name="com.johnsnowlabs.nlp.RawAnnotator">RawAnnotator</a>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">
+              <h3>Inherited from <a href="../HasOutputAnnotationCol.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotationCol">HasOutputAnnotationCol</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">
+              <h3>Inherited from <a href="../HasInputAnnotationCols.html" class="extype" name="com.johnsnowlabs.nlp.HasInputAnnotationCols">HasInputAnnotationCols</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">
+              <h3>Inherited from <a href="../HasOutputAnnotatorType.html" class="extype" name="com.johnsnowlabs.nlp.HasOutputAnnotatorType">HasOutputAnnotatorType</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesWritable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesWritable">ParamsAndFeaturesWritable</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.HasFeatures">
+              <h3>Inherited from <a href="../HasFeatures.html" class="extype" name="com.johnsnowlabs.nlp.HasFeatures">HasFeatures</a></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsWritable">DefaultParamsWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLWritable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLWritable">MLWritable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.Model">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Model">Model</span>[<a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.Transformer">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.Transformer">Transformer</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.PipelineStage">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.PipelineStage">PipelineStage</span></h3>
+            </div><div class="parent" name="org.apache.spark.internal.Logging">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.internal.Logging">Logging</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.param.Params">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.param.Params">Params</span></h3>
+            </div><div class="parent" name="scala.Serializable">
+              <h3>Inherited from <span class="extype" name="scala.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="java.io.Serializable">
+              <h3>Inherited from <span class="extype" name="java.io.Serializable">Serializable</span></h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.Identifiable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.Identifiable">Identifiable</span></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="param">
+              <h3>Parameters</h3>
+              <div class="comment cmt"><p>
+  A list of (hyper-)parameter keys this annotator can take. Users can set and get the
+  parameter values through setters and getters, respectively.</p></div>
+            </div><div class="group" name="Ungrouped">
+              <h3>Members</h3>
+              
+            </div><div class="group" name="setParam">
+              <h3>Parameter setters</h3>
+              
+            </div><div class="group" name="getParam">
+              <h3>Parameter getters</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/BertEmbeddings$.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.BertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.BertEmbeddings" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
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+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
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+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
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+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
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+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/CamemBertEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/CamemBertEmbeddings.html
index 71433e2663b912..06f29eee2ab35c 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ChunkEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ChunkEmbeddings$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ChunkEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ChunkEmbeddings.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ChunkEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/DeBertaEmbeddings$.html
index 93a8c6e64db3ea..19cacb29bfe90e 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/DistilBertEmbeddings.html
index 31c18ed3d7c7e4..709ca84215f8f7 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/Doc2VecApproach$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/Doc2VecApproach$.html
index 2c5b3105aacfc4..0a5ee0edd13d1a 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Doc2VecApproach</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Doc2VecApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/Doc2VecApproach.html b/docs/api/com/johnsnowlabs/nlp/embeddings/Doc2VecApproach.html
index ece06e45c1d2b7..1e2934fe40ee71 100644
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Doc2VecApproach</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Doc2VecApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.Doc2VecApproach" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/Doc2VecModel$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/Doc2VecModel$.html
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--- a/docs/api/com/johnsnowlabs/nlp/embeddings/Doc2VecModel$.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Doc2VecModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Doc2VecModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Doc2VecModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Doc2VecModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Doc2VecModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.Doc2VecModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.E5Embeddings" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.E5Embeddings" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
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+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.E5Embeddings" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.E5Embeddings" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
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+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
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+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings" />
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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+                      </li><li class="current-entities indented4">
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+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
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         <head>
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage.CoverageResult</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage.CoverageResult" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage.CoverageResult" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage.CoverageResult</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage.CoverageResult" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage.CoverageResult" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsCoverage.html b/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsCoverage.html
index 682fcc54637250..889c66bc1deb96 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/EmbeddingsCoverage.html
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.EmbeddingsCoverage" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/HasEmbeddingsProperties.html b/docs/api/com/johnsnowlabs/nlp/embeddings/HasEmbeddingsProperties.html
index 61d38a30e6ad64..5b45e341a19a78 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/HasEmbeddingsProperties.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/HasEmbeddingsProperties.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
@@ -450,7 +462,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="../annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
+            <div class="subClasses hiddenContent"><a href="../annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="../annotators/similarity/DocumentSimilarityRankerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.similarity.DocumentSimilarityRankerModel">DocumentSimilarityRankerModel</a>, <a href="AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <a href="BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a></div>
           </div></div>
         
 
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html
index 87c6c32ff62d95..e334247b7876fe 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html
index cc8ba1aedc11b3..865c472a479d3c 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/InstructorEmbeddings.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings$.html
index 9ab39cec110ecc..5b107df40817f5 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings$.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.html
index c0f04191db3280..c224f86c16179e 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/LongformerEmbeddings.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/MPNetEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/MPNetEmbeddings$.html
index 81318122d908ce..5e5bb207ba33a4 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/MPNetEmbeddings$.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/MPNetEmbeddings$.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/MPNetEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/MPNetEmbeddings.html
index 67d3ebe1caaaa2..e8e9939918d505 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/MPNetEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/MPNetEmbeddings.html
@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/PoolingStrategy$$AnnotatorType$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/PoolingStrategy$$AnnotatorType$.html
index ef6a7ed54a6d9b..595ecaf56d3a9d 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.PoolingStrategy.AnnotatorType</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.PoolingStrategy.AnnotatorType" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.PoolingStrategy.AnnotatorType" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.PoolingStrategy.AnnotatorType</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.PoolingStrategy.AnnotatorType" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.PoolingStrategy.AnnotatorType" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/PoolingStrategy$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/PoolingStrategy$.html
index bc5ea8efbd02e7..b60487edcef759 100644
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@@ -3,9 +3,9 @@
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           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.PoolingStrategy</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.PoolingStrategy" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.PoolingStrategy" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.PoolingStrategy</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.PoolingStrategy" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.PoolingStrategy" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadAlbertDLModel" />
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         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
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                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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+          <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel" />
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+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
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+      <link href="../../../../lib/index.css" media="screen" type="text/css" rel="stylesheet" />
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+      <link href="../../../../lib/diagrams.css" media="screen" type="text/css" rel="stylesheet" id="diagrams-css" />
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+      <div id="search">
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
+        <span class="close-results"><span class="left">&lt;</span> Back</span>
+        <div id="textfilter">
+          <span class="input">
+            <input autocapitalize="none" placeholder="Search" id="index-input" type="text" accesskey="/" />
+            <i class="clear material-icons"></i>
+            <i id="search-icon" class="material-icons"></i>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../index.html" class="extype" name="_root_">root</a></dd></dl></div>
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+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/index.html" title="Permalink">
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../index.html" class="extype" name="com">com</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp" visbl="pub" class="indented3 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nlp"></a><a id="nlp:nlp"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/index.html" title="Permalink">
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+    </li><li name="com.johnsnowlabs.nlp.embeddings" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="embeddings"></a><a id="embeddings:embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/index.html" title="Permalink">
+        <i class="material-icons"></i>
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+      <span class="modifier_kind">
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+        <a title="" href="index.html"><span class="name">embeddings</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li class="current-entities indented4">
+                        <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
+                        <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
+                        <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
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+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <a href="BertEmbeddings.html" title="Token-level embeddings using BERT.">BertEmbeddings</a>
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+                        <a class="object" href="BertSentenceEmbeddings$.html" title="This is the companion object of BertSentenceEmbeddings."></a>
+                        <a class="class" href="BertSentenceEmbeddings.html" title="Sentence-level embeddings using BERT."></a>
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+                        <a class="object" href="CamemBertEmbeddings$.html" title="This is the companion object of CamemBertEmbeddings."></a>
+                        <a class="class" href="CamemBertEmbeddings.html" title="The CamemBERT model was proposed in CamemBERT: a Tasty French Language Model by Louis Martin, Benjamin Muller, Pedro Javier Ortiz Suárez, Yoann Dupont, Laurent Romary, Éric Villemonte de la Clergerie, Djamé Seddah, and Benoît Sagot."></a>
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+                        <a href="DeBertaEmbeddings.html" title="The DeBERTa model was proposed in DeBERTa: Decoding-enhanced BERT with Disentangled Attention by Pengcheng He, Xiaodong Liu, Jianfeng Gao, Weizhu Chen It is based on Google’s BERT model released in 2018 and Facebook’s RoBERTa model released in 2019.">DeBertaEmbeddings</a>
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+                        <a class="object" href="DistilBertEmbeddings$.html" title="This is the companion object of DistilBertEmbeddings."></a>
+                        <a class="class" href="DistilBertEmbeddings.html" title="DistilBERT is a small, fast, cheap and light Transformer model trained by distilling BERT base."></a>
+                        <a href="DistilBertEmbeddings.html" title="DistilBERT is a small, fast, cheap and light Transformer model trained by distilling BERT base.">DistilBertEmbeddings</a>
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+                        <a class="object" href="Doc2VecApproach$.html" title="This is the companion object of Doc2VecApproach."></a>
+                        <a class="class" href="Doc2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Doc2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecApproach</a>
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+                        <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
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+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
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+                        <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
+                        <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
+                        <a href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark.">ElmoEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="EmbeddingsCoverage.html" title=""></a>
+                        <a href="EmbeddingsCoverage.html" title="">EmbeddingsCoverage</a>
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+                        <a class="trait" href="HasEmbeddingsProperties.html" title=""></a>
+                        <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
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+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
+                        <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="MPNetEmbeddings$.html" title="This is the companion object of MPNetEmbeddings."></a>
+                        <a class="class" href="MPNetEmbeddings.html" title="Sentence embeddings using MPNet."></a>
+                        <a href="MPNetEmbeddings.html" title="Sentence embeddings using MPNet.">MPNetEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="object" href="PoolingStrategy$.html" title=""></a>
+                        <a href="PoolingStrategy$.html" title="">PoolingStrategy</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
+                        <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
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+                        <a class="trait" href="" title=""></a>
+                        <a href="" title="">ReadBGEDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBertDLModel.html" title=""></a>
+                        <a href="ReadBertDLModel.html" title="">ReadBertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBertSentenceDLModel.html" title=""></a>
+                        <a href="ReadBertSentenceDLModel.html" title="">ReadBertSentenceDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadCamemBertDLModel.html" title=""></a>
+                        <a href="ReadCamemBertDLModel.html" title="">ReadCamemBertDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadDeBertaDLModel.html" title=""></a>
+                        <a href="ReadDeBertaDLModel.html" title="">ReadDeBertaDLModel</a>
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+                        <a href="ReadDistilBertDLModel.html" title="">ReadDistilBertDLModel</a>
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+                        <a class="trait" href="ReadE5DLModel.html" title=""></a>
+                        <a href="ReadE5DLModel.html" title="">ReadE5DLModel</a>
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+                        <a href="ReadElmoDLModel.html" title="">ReadElmoDLModel</a>
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+                        <span class="separator"></span>
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+                        <a class="object" href="RoBertaEmbeddings$.html" title="This is the companion object of RoBertaEmbeddings."></a>
+                        <a class="class" href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov."></a>
+                        <a href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov.">RoBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="RoBertaSentenceEmbeddings$.html" title="This is the companion object of RoBertaSentenceEmbeddings."></a>
+                        <a class="class" href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa."></a>
+                        <a href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa.">RoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="SentenceEmbeddings$.html" title="This is the companion object of SentenceEmbeddings."></a>
+                        <a class="class" href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols)."></a>
+                        <a href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols).">SentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="UniversalSentenceEncoder$.html" title="This is the companion object of UniversalSentenceEncoder."></a>
+                        <a class="class" href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks."></a>
+                        <a href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.">UniversalSentenceEncoder</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecApproach$.html" title="This is the companion object of Word2VecApproach."></a>
+                        <a class="class" href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Word2VecApproach</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecModel$.html" title="This is the companion object of Word2VecModel."></a>
+                        <a class="class" href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Word2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddings$.html" title="This is the companion object of WordEmbeddings."></a>
+                        <a class="class" href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors."></a>
+                        <a href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors.">WordEmbeddings</a>
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+                        <a class="object" href="WordEmbeddingsModel$.html" title="This is the companion object of WordEmbeddingsModel."></a>
+                        <a class="class" href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors"></a>
+                        <a href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors">WordEmbeddingsModel</a>
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+                        <a class="class" href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov."></a>
+                        <a href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov.">XlmRoBertaEmbeddings</a>
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+                        <a href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa.">XlmRoBertaSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="XlnetEmbeddings$.html" title="This is the companion object of XlnetEmbeddings."></a>
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+                        <a href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding">XlnetEmbeddings</a>
+                      </li>
+              </ul>
+            </div>
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+          <div id="content">
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+        <h1>ReadBGEDLModel<span class="permalink">
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+      <span class="modifier_kind">
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+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#eq(x$1:AnyRef):Boolean" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#equals(x$1:Any):Boolean" title="Permalink">
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+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#finalize():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#getClass():Class[_]" title="Permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel#loadSavedModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="loadSavedModel(modelPath:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="loadSavedModel(String,SparkSession):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#loadSavedModel(modelPath:String,spark:org.apache.spark.sql.SparkSession):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">loadSavedModel</span><span class="params">(<span name="modelPath">modelPath: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel#onnxFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="onnxFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#onnxFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">onnxFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel">ReadBGEDLModel</a> → <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel#readModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="no" group="Ungrouped">
+      <a id="readModel(instance:com.johnsnowlabs.nlp.embeddings.BGEEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit"></a><a id="readModel(BGEEmbeddings,String,SparkSession):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#readModel(instance:com.johnsnowlabs.nlp.embeddings.BGEEmbeddings,path:String,spark:org.apache.spark.sql.SparkSession):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readModel</span><span class="params">(<span name="instance">instance: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>, <span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper"></a><a id="readOnnxModel(String,SparkSession,String,Boolean,Boolean,Option[SessionOptions]):OnnxWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#readOnnxModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,sessionOptions:Option[ai.onnxruntime.OrtSession.SessionOptions]):com.johnsnowlabs.ml.onnx.OnnxWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="sessionOptions">sessionOptions: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="ai.onnxruntime.OrtSession.SessionOptions">SessionOptions</span>] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.onnx.ReadOnnxModel#readOnnxModels" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]"></a><a id="readOnnxModels(String,SparkSession,Seq[String],String,Boolean,Boolean):Map[String,OnnxWrapper]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#readOnnxModels(path:String,spark:org.apache.spark.sql.SparkSession,modelNames:Seq[String],suffix:String,zipped:Boolean,useBundle:Boolean):Map[String,com.johnsnowlabs.ml.onnx.OnnxWrapper]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readOnnxModels</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="modelNames">modelNames: <a href="../../../../scala/index.html#Seq[+A]=Seq[A]" class="extmbr" name="scala.Seq">Seq</a>[<span class="extype" name="scala.Predef.String">String</span>]</span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <a href="../../ml/onnx/OnnxWrapper.html" class="extype" name="com.johnsnowlabs.ml.onnx.OnnxWrapper">OnnxWrapper</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowChkPoints" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowChkPoints(String,SparkSession,String,Boolean,Array[String],Boolean):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#readTensorflowChkPoints(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,tags:Array[String],initAllTables:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowChkPoints</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">Array.empty</a></span></span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowHub" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowHub(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowHub(String,SparkSession,String,Boolean,Boolean,Array[String]):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#readTensorflowHub(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowHub</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">Array.empty</a></span></span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,savedSignatures:Option[Map[String,String]]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowModel(String,SparkSession,String,Boolean,Boolean,Array[String],Boolean,Option[Map[String,String]]):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#readTensorflowModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,savedSignatures:Option[Map[String,String]]):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">Array.empty</a></span></span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="savedSignatures">savedSignatures: <span class="extype" name="scala.Option">Option</span>[<span class="extype" name="scala.Predef.Map">Map</span>[<span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="scala.Predef.String">String</span>]] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">None</a></span></span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel#readTensorflowWithSPModel" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="readTensorflowWithSPModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,loadSP:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper"></a><a id="readTensorflowWithSPModel(String,SparkSession,String,Boolean,Boolean,Array[String],Boolean,Boolean):TensorflowWrapper"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#readTensorflowWithSPModel(path:String,spark:org.apache.spark.sql.SparkSession,suffix:String,zipped:Boolean,useBundle:Boolean,tags:Array[String],initAllTables:Boolean,loadSP:Boolean):com.johnsnowlabs.ml.tensorflow.TensorflowWrapper" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">readTensorflowWithSPModel</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="spark">spark: <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span></span>, <span name="suffix">suffix: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="zipped">zipped: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">true</span></span>, <span name="useBundle">useBundle: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="tags">tags: <span class="extype" name="scala.Array">Array</span>[<span class="extype" name="scala.Predef.String">String</span>] = <span class="symbol"><span class="name"><a href="../../../../scala/index.html">Array.empty</a></span></span></span>, <span name="initAllTables">initAllTables: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>, <span name="loadSP">loadSP: <span class="extype" name="scala.Boolean">Boolean</span> = <span class="symbol">false</span></span>)</span><span class="result">: <a href="../../ml/tensorflow/TensorflowWrapper.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.TensorflowWrapper">TensorflowWrapper</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel#tfFile" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="tfFile:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#tfFile:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">tfFile</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel">ReadBGEDLModel</a> → <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">
+              <h3>Inherited from <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></h3>
+            </div><div class="parent" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">
+              <h3>Inherited from <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a></h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
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+    </body>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertDLModel.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadBertDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadBertDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadBertDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadBertDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
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                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertSentenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadBertSentenceDLModel.html
index 6db22e327683bd..c3b4d72b4c6601 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadBertSentenceDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadCamemBertDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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index e03969969a1714..991ef9557dd86a 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadDeBertaDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadDistilBertDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadDistilBertDLModel.html
index b71b9ca8fe1108..9031f24b57db1c 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadDistilBertDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadE5DLModel.html
index 075566887c45ad..d30779d55c44d0 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadE5DLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadE5DLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadE5DLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadE5DLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadE5DLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadE5DLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadElmoDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadElmoDLModel.html
index 7dec61b18f6803..7427062da1449e 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadElmoDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadElmoDLModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadElmoDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadElmoDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadElmoDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadElmoDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadElmoDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadElmoDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadInstructorDLModel.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadInstructorDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadLongformerDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadLongformerDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadLongformerDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadLongformerDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadMPNetDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadMPNetDLModel.html
index 8c5ec139bb2eed..aa404aba5c27e0 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadMPNetDLModel.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadMPNetDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadMPNetDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadMPNetDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadMPNetDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadMPNetDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadMPNetDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadRobertaDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadRobertaDLModel.html
index 49a9bcd9906d33..f945cd27a9e6d4 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadRobertaDLModel.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadRobertaDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadRobertaSentenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadRobertaSentenceDLModel.html
index 2ba3991a6b4bd8..fd468748e032b4 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadRobertaSentenceDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadUSEDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadUSEDLModel.html
index 0e8a872403c1cb..350e6a15306ca6 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadUSEDLModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadUSEDLModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadUSEDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlmRobertaDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlmRobertaDLModel.html
index a0bd713050d4a7..033b114ea27201 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaDLModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlmRobertaSentenceDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlmRobertaSentenceDLModel.html
index 80629a0643c04c..9ddd284501445f 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadXlmRobertaSentenceDLModel" />
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         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlnetDLModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadXlnetDLModel.html
index 3755801638b139..6b162793edb71a 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadXlnetDLModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadXlnetDLModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadXlnetDLModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadXlnetDLModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedAlbertModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedAlbertModel.html
index 04723ef7d6632b..80f05a70c46d0e 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedAlbertModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedAlbertModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedAlbertModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedAlbertModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
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                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
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@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a href="" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
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+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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@@ -0,0 +1,1077 @@
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+<html>
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+          <meta http-equiv="X-UA-Compatible" content="IE=edge" />
+          <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel" />
+          <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
+          
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../../index.html" class="extype" name="_root_">root</a></dd></dl></div>
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+      <span class="symbol">
+        <a title="" href="../../../index.html"><span class="name">com</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../../index.html" class="extype" name="com">com</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp" visbl="pub" class="indented3 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="nlp"></a><a id="nlp:nlp"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/index.html" title="Permalink">
+        <i class="material-icons"></i>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
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+      <span class="symbol">
+        <a title="" href="../index.html"><span class="name">nlp</span></a>
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+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../../index.html" class="extype" name="com.johnsnowlabs">johnsnowlabs</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings" visbl="pub" class="indented4 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="embeddings"></a><a id="embeddings:embeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/index.html" title="Permalink">
+        <i class="material-icons"></i>
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">package</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="index.html"><span class="name">embeddings</span></a>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../index.html" class="extype" name="com.johnsnowlabs.nlp">nlp</a></dd></dl></div>
+    </li><li class="current-entities indented4">
+                        <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
+                        <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
+                        <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
+                        <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
+                        <a href="BertEmbeddings.html" title="Token-level embeddings using BERT.">BertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BertSentenceEmbeddings$.html" title="This is the companion object of BertSentenceEmbeddings."></a>
+                        <a class="class" href="BertSentenceEmbeddings.html" title="Sentence-level embeddings using BERT."></a>
+                        <a href="BertSentenceEmbeddings.html" title="Sentence-level embeddings using BERT.">BertSentenceEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="CamemBertEmbeddings$.html" title="This is the companion object of CamemBertEmbeddings."></a>
+                        <a class="class" href="CamemBertEmbeddings.html" title="The CamemBERT model was proposed in CamemBERT: a Tasty French Language Model by Louis Martin, Benjamin Muller, Pedro Javier Ortiz Suárez, Yoann Dupont, Laurent Romary, Éric Villemonte de la Clergerie, Djamé Seddah, and Benoît Sagot."></a>
+                        <a href="CamemBertEmbeddings.html" title="The CamemBERT model was proposed in CamemBERT: a Tasty French Language Model by Louis Martin, Benjamin Muller, Pedro Javier Ortiz Suárez, Yoann Dupont, Laurent Romary, Éric Villemonte de la Clergerie, Djamé Seddah, and Benoît Sagot.">CamemBertEmbeddings</a>
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+                        <a class="object" href="ChunkEmbeddings$.html" title="This is the companion object of ChunkEmbeddings."></a>
+                        <a class="class" href="ChunkEmbeddings.html" title="This annotator utilizes WordEmbeddings, BertEmbeddings etc."></a>
+                        <a href="ChunkEmbeddings.html" title="This annotator utilizes WordEmbeddings, BertEmbeddings etc.">ChunkEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="DeBertaEmbeddings$.html" title="This is the companion object of DeBertaEmbeddings."></a>
+                        <a class="class" href="DeBertaEmbeddings.html" title="The DeBERTa model was proposed in DeBERTa: Decoding-enhanced BERT with Disentangled Attention by Pengcheng He, Xiaodong Liu, Jianfeng Gao, Weizhu Chen It is based on Google’s BERT model released in 2018 and Facebook’s RoBERTa model released in 2019."></a>
+                        <a href="DeBertaEmbeddings.html" title="The DeBERTa model was proposed in DeBERTa: Decoding-enhanced BERT with Disentangled Attention by Pengcheng He, Xiaodong Liu, Jianfeng Gao, Weizhu Chen It is based on Google’s BERT model released in 2018 and Facebook’s RoBERTa model released in 2019.">DeBertaEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="DistilBertEmbeddings$.html" title="This is the companion object of DistilBertEmbeddings."></a>
+                        <a class="class" href="DistilBertEmbeddings.html" title="DistilBERT is a small, fast, cheap and light Transformer model trained by distilling BERT base."></a>
+                        <a href="DistilBertEmbeddings.html" title="DistilBERT is a small, fast, cheap and light Transformer model trained by distilling BERT base.">DistilBertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Doc2VecApproach$.html" title="This is the companion object of Doc2VecApproach."></a>
+                        <a class="class" href="Doc2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Doc2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecApproach</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Doc2VecModel$.html" title="This is the companion object of Doc2VecModel."></a>
+                        <a class="class" href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Doc2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Doc2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="E5Embeddings$.html" title="This is the companion object of E5Embeddings."></a>
+                        <a class="class" href="E5Embeddings.html" title="Sentence embeddings using E5."></a>
+                        <a href="E5Embeddings.html" title="Sentence embeddings using E5.">E5Embeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="ElmoEmbeddings$.html" title="This is the companion object of ElmoEmbeddings."></a>
+                        <a class="class" href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark."></a>
+                        <a href="ElmoEmbeddings.html" title="Word embeddings from ELMo (Embeddings from Language Models), a language model trained on the 1 Billion Word Benchmark.">ElmoEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="EmbeddingsCoverage.html" title=""></a>
+                        <a href="EmbeddingsCoverage.html" title="">EmbeddingsCoverage</a>
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+                        <a href="HasEmbeddingsProperties.html" title="">HasEmbeddingsProperties</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="InstructorEmbeddings$.html" title="This is the companion object of InstructorEmbeddings."></a>
+                        <a class="class" href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR."></a>
+                        <a href="InstructorEmbeddings.html" title="Sentence embeddings using INSTRUCTOR.">InstructorEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="LongformerEmbeddings$.html" title="This is the companion object of LongformerEmbeddings."></a>
+                        <a class="class" href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents."></a>
+                        <a href="LongformerEmbeddings.html" title="Longformer is a transformer model for long documents.">LongformerEmbeddings</a>
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+                        <a class="object" href="MPNetEmbeddings$.html" title="This is the companion object of MPNetEmbeddings."></a>
+                        <a class="class" href="MPNetEmbeddings.html" title="Sentence embeddings using MPNet."></a>
+                        <a href="MPNetEmbeddings.html" title="Sentence embeddings using MPNet.">MPNetEmbeddings</a>
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+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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+                        <a class="trait" href="ReadBertSentenceDLModel.html" title=""></a>
+                        <a href="ReadBertSentenceDLModel.html" title="">ReadBertSentenceDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadCamemBertDLModel.html" title=""></a>
+                        <a href="ReadCamemBertDLModel.html" title="">ReadCamemBertDLModel</a>
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+                        <a href="ReadLongformerDLModel.html" title="">ReadLongformerDLModel</a>
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+                        <a href="" title="">ReadablePretrainedBGEModel</a>
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+                        <a href="ReadablePretrainedMPNetModel.html" title="">ReadablePretrainedMPNetModel</a>
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+                        <a href="ReadablePretrainedXlmRobertaModel.html" title="">ReadablePretrainedXlmRobertaModel</a>
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+                        <a class="object" href="RoBertaEmbeddings$.html" title="This is the companion object of RoBertaEmbeddings."></a>
+                        <a class="class" href="RoBertaEmbeddings.html" title="The RoBERTa model was proposed in RoBERTa: A Robustly Optimized BERT Pretraining Approach by Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov."></a>
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+                        <a class="object" href="RoBertaSentenceEmbeddings$.html" title="This is the companion object of RoBertaSentenceEmbeddings."></a>
+                        <a class="class" href="RoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using RoBERTa."></a>
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+                        <a class="object" href="SentenceEmbeddings$.html" title="This is the companion object of SentenceEmbeddings."></a>
+                        <a class="class" href="SentenceEmbeddings.html" title="Converts the results from WordEmbeddings, BertEmbeddings, or ElmoEmbeddings into sentence or document embeddings by either summing up or averaging all the word embeddings in a sentence or a document (depending on the inputCols)."></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="UniversalSentenceEncoder$.html" title="This is the companion object of UniversalSentenceEncoder."></a>
+                        <a class="class" href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks."></a>
+                        <a href="UniversalSentenceEncoder.html" title="The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.">UniversalSentenceEncoder</a>
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+                        <a class="object" href="Word2VecApproach$.html" title="This is the companion object of Word2VecApproach."></a>
+                        <a class="class" href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecApproach.html" title="Trains a Word2Vec model that creates vector representations of words in a text corpus.">Word2VecApproach</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="Word2VecModel$.html" title="This is the companion object of Word2VecModel."></a>
+                        <a class="class" href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus."></a>
+                        <a href="Word2VecModel.html" title="Word2Vec model that creates vector representations of words in a text corpus.">Word2VecModel</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddings$.html" title="This is the companion object of WordEmbeddings."></a>
+                        <a class="class" href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors."></a>
+                        <a href="WordEmbeddings.html" title="Word Embeddings lookup annotator that maps tokens to vectors.">WordEmbeddings</a>
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+                        <span class="separator"></span>
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+                        <a href="WordEmbeddingsBinaryIndexer$.html" title="">WordEmbeddingsBinaryIndexer</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="WordEmbeddingsModel$.html" title="This is the companion object of WordEmbeddingsModel."></a>
+                        <a class="class" href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors"></a>
+                        <a href="WordEmbeddingsModel.html" title="Word Embeddings lookup annotator that maps tokens to vectors">WordEmbeddingsModel</a>
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+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsReader.html" title=""></a>
+                        <a href="WordEmbeddingsReader.html" title="">WordEmbeddingsReader</a>
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+                        <a href="WordEmbeddingsTextIndexer$.html" title="">WordEmbeddingsTextIndexer</a>
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+                        <span class="separator"></span>
+                        <a class="class" href="WordEmbeddingsWriter.html" title=""></a>
+                        <a href="WordEmbeddingsWriter.html" title="">WordEmbeddingsWriter</a>
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+                        <a href="XlmRoBertaEmbeddings.html" title="The XLM-RoBERTa model was proposed in Unsupervised Cross-lingual Representation Learning at Scale by Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer and Veselin Stoyanov.">XlmRoBertaEmbeddings</a>
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+                        <a class="object" href="XlmRoBertaSentenceEmbeddings$.html" title=""></a>
+                        <a class="class" href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa."></a>
+                        <a href="XlmRoBertaSentenceEmbeddings.html" title="Sentence-level embeddings using XLM-RoBERTa.">XlmRoBertaSentenceEmbeddings</a>
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+                        <a class="object" href="XlnetEmbeddings$.html" title="This is the companion object of XlnetEmbeddings."></a>
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+                        <a href="XlnetEmbeddings.html" title="XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding">XlnetEmbeddings</a>
+                      </li>
+              </ul>
+            </div>
+          </div>
+          <div id="content">
+            <body class="trait type">
+      <div id="definition">
+        <div class="big-circle trait">t</div>
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+        <h1>ReadablePretrainedBGEModel<span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html" title="Permalink">
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+
+      <h4 id="signature" class="signature">
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ReadablePretrainedBGEModel</span><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>] with <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</span>
+      </span>
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+      
+          <div id="comment" class="fullcommenttop"><div class="toggleContainer block">
+          <span class="toggle">
+            Linear Supertypes
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+          <div class="superTypes hiddenContent"><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>], <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>], <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>], <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a>, <span class="extype" name="scala.Any">Any</span></div>
+        </div><div class="toggleContainer block">
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+            <div class="subClasses hiddenContent"><a href="BGEEmbeddings$.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></div>
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+
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+      </span>
+      <span class="symbol">
+        <span title="gt4s: $bang$eq" class="name">!=</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
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+    </li><li name="scala.AnyRef###" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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+      <span class="symbol">
+        <span title="gt4s: $hash$hash" class="name">##</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#==" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="==(x$1:Any):Boolean"></a><a id="==(Any):Boolean"></a>
+      <span class="permalink">
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+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span title="gt4s: $eq$eq" class="name">==</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#addReader" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit"></a><a id="addReader((BGEEmbeddings,String,SparkSession)⇒Unit):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#addReader(reader:(T,String,org.apache.spark.sql.SparkSession)=&gt;Unit):Unit" title="Permalink">
+        <i class="material-icons"></i>
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+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">addReader</span><span class="params">(<span name="reader">reader: (<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>, <span class="extype" name="scala.Predef.String">String</span>, <span class="extype" name="org.apache.spark.sql.SparkSession">SparkSession</span>) ⇒ <span class="extype" name="scala.Unit">Unit</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a></dd></dl></div>
+    </li><li name="scala.Any#asInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="asInstanceOf[T0]:T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#asInstanceOf[T0]:T0" title="Permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">asInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Any.asInstanceOf.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="scala.AnyRef#clone" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="clone():Object"></a><a id="clone():AnyRef"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#clone():Object" title="Permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">clone</span><span class="params">()</span><span class="result">: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.CloneNotSupportedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasPretrained#defaultLang" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultLang:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#defaultLang:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultLang</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.HasPretrained#defaultLoc" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultLoc:String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#defaultLoc:String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">lazy val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultLoc</span><span class="result">: <span class="extype" name="scala.Predef.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel#defaultModelName" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="defaultModelName:Some[String]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#defaultModelName:Some[String]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">val</span>
+      </span>
+      <span class="symbol">
+        <span class="name">defaultModelName</span><span class="result">: <span class="extype" name="scala.Some">Some</span>[<span class="extype" name="scala.Predef.String">String</span>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="scala.AnyRef#eq" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="eq(x$1:AnyRef):Boolean"></a><a id="eq(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#eq(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">eq</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#equals" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="equals(x$1:Any):Boolean"></a><a id="equals(Any):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#equals(x$1:Any):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">equals</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Any">Any</span></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#finalize" visbl="prt" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="finalize():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#finalize():Unit" title="Permalink">
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+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">finalize</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Attributes</dt><dd>protected[<span class="extype" name="java.lang">lang</span>] </dd><dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="symbol">classOf[java.lang.Throwable]</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#getClass" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="getClass():Class[_]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#getClass():Class[_]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">getClass</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.Class">Class</span>[_]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#hashCode" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="hashCode():Int"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#hashCode():Int" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">hashCode</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Int">Int</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.Any#isInstanceOf" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="isInstanceOf[T0]:Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#isInstanceOf[T0]:Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">isInstanceOf</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>Any</dd></dl></div>
+    </li><li name="org.apache.spark.ml.util.MLReadable#load" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="load(path:String):T"></a><a id="load(String):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#load(path:String):T" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">load</span><span class="params">(<span name="path">path: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>MLReadable</dd><dt>Annotations</dt><dd>
+                <span class="name">@Since</span><span class="args">(<span>
+      
+      <span class="symbol">&quot;1.6.0&quot;</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#ne" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="ne(x$1:AnyRef):Boolean"></a><a id="ne(AnyRef):Boolean"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#ne(x$1:AnyRef):Boolean" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">ne</span><span class="params">(<span name="arg0">arg0: <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></span>)</span><span class="result">: <span class="extype" name="scala.Boolean">Boolean</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#notify" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notify():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#notify():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notify</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#notifyAll" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="notifyAll():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#notifyAll():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">notifyAll</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="pretrained(String,String,String):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#pretrained(name:String,lang:String,remoteLoc:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="remoteLoc">remoteLoc: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Java default argument interoperability</p><div class="fullcomment"><div class="comment cmt"><p>Java default argument interoperability</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String,lang:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="pretrained(String,String):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#pretrained(name:String,lang:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>, <span name="lang">lang: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained(name:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="pretrained(String):BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#pretrained(name:String):com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">(<span name="name">name: <span class="extype" name="scala.Predef.String">String</span></span>)</span><span class="result">: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel#pretrained" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="pretrained():com.johnsnowlabs.nlp.embeddings.BGEEmbeddings"></a><a id="pretrained():BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#pretrained():com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">pretrained</span><span class="params">()</span><span class="result">: <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Java compliant-overrides</p><div class="fullcomment"><div class="comment cmt"><p>Java compliant-overrides</p></div><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a> → <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable#read" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="read:org.apache.spark.ml.util.MLReader[T]"></a><a id="read:MLReader[BGEEmbeddings]"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#read:org.apache.spark.ml.util.MLReader[T]" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">read</span><span class="result">: <span class="extype" name="org.apache.spark.ml.util.MLReader">MLReader</span>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd><a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a> → DefaultParamsReadable → MLReadable</dd></dl></div>
+    </li><li name="scala.AnyRef#synchronized" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="synchronized[T0](x$1:=&gt;T0):T0"></a><a id="synchronized[T0](⇒T0):T0"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#synchronized[T0](x$1:=&gt;T0):T0" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">synchronized</span><span class="tparams">[<span name="T0">T0</span>]</span><span class="params">(<span name="arg0">arg0: ⇒ <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>)</span><span class="result">: <span class="extype" name="java.lang.AnyRef.synchronized.T0">T0</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd></dl></div>
+    </li><li name="scala.AnyRef#toString" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="toString():String"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#toString():String" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">toString</span><span class="params">()</span><span class="result">: <span class="extype" name="java.lang.String">String</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef → Any</dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait():Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#wait():Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">()</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long,x$2:Int):Unit"></a><a id="wait(Long,Int):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#wait(x$1:Long,x$2:Int):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>, <span name="arg1">arg1: <span class="extype" name="scala.Int">Int</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+        </dd></dl></div>
+    </li><li name="scala.AnyRef#wait" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="wait(x$1:Long):Unit"></a><a id="wait(Long):Unit"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html#wait(x$1:Long):Unit" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier">final </span>
+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
+        <span class="name">wait</span><span class="params">(<span name="arg0">arg0: <span class="extype" name="scala.Long">Long</span></span>)</span><span class="result">: <span class="extype" name="scala.Unit">Unit</span></span>
+      </span>
+      
+      <div class="fullcomment"><dl class="attributes block"> <dt>Definition Classes</dt><dd>AnyRef</dd><dt>Annotations</dt><dd>
+                <span class="name">@throws</span><span class="args">(<span>
+      
+      <span class="defval" name="classOf[java.lang.InterruptedException]">...</span>
+    </span>)</span>
+              
+                <span class="name">@native</span><span class="args">()</span>
+              
+        </dd></dl></div>
+    </li>
+              </ol>
+            </div>
+
+        
+
+        
+        </div>
+
+        <div id="inheritedMembers">
+        <div class="parent" name="com.johnsnowlabs.nlp.HasPretrained">
+              <h3>Inherited from <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</h3>
+            </div><div class="parent" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">
+              <h3>Inherited from <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.DefaultParamsReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.DefaultParamsReadable">DefaultParamsReadable</span>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</h3>
+            </div><div class="parent" name="org.apache.spark.ml.util.MLReadable">
+              <h3>Inherited from <span class="extype" name="org.apache.spark.ml.util.MLReadable">MLReadable</span>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</h3>
+            </div><div class="parent" name="scala.AnyRef">
+              <h3>Inherited from <a href="../../../../scala/index.html#AnyRef=Object" class="extmbr" name="scala.AnyRef">AnyRef</a></h3>
+            </div><div class="parent" name="scala.Any">
+              <h3>Inherited from <span class="extype" name="scala.Any">Any</span></h3>
+            </div>
+        
+        </div>
+
+        <div id="groupedMembers">
+        <div class="group" name="Ungrouped">
+              <h3>Ungrouped</h3>
+              
+            </div>
+        </div>
+
+      </div>
+
+      <div id="tooltip"></div>
+
+      <div id="footer">  </div>
+    </body>
+          </div>
+        </div>
+      </div>
+    </body>
+      </html>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertModel.html
index 678231b45f203e..8797ea88883786 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertSentenceModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBertSentenceModel.html
index 20dbfb597498fa..0d0dcd700e4391 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertSentenceModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedCamemBertModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedCamemBertModel.html
index 5dfadfb2fdd236..c2750958d05428 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedCamemBertModel.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedCamemBertModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedCamemBertModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedCamemBertModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedCamemBertModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedCamemBertModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDeBertaModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDeBertaModel.html
index c60fa14f8c932c..46e393fea41b9c 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDeBertaModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDistilBertModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDistilBertModel.html
index 8da5fb9c3ebfdb..b8c978d1e19ea9 100644
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDistilBertModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDoc2Vec.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDoc2Vec.html
index 6b39918f772ba2..16a413a8d07902 100644
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+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedDoc2Vec.html
@@ -3,9 +3,9 @@
         <head>
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDoc2Vec</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDoc2Vec" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDoc2Vec" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDoc2Vec</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDoc2Vec" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedDoc2Vec" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
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                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedE5Model.html
index c583e77ef16628..7bc477983ebda9 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedE5Model" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedElmoModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedElmoModel.html
index 27623c25b8b985..30adeee3d937ed 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedElmoModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedElmoModel.html
@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedElmoModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedInstructorModel.html
index eeb0950ec7189d..95566f908df4c5 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedInstructorModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedLongformerModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedLongformerModel.html
index b700d8843cf82b..6c0306a7ae4c6d 100644
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@@ -3,9 +3,9 @@
         <head>
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedLongformerModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedMPNetModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedMPNetModel.html
index 1654f309b03211..f757640274bae8 100644
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@@ -3,9 +3,9 @@
         <head>
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedMPNetModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedMPNetModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedMPNetModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedMPNetModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedMPNetModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
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index 1ed6849b8a332d..ab4e145d5c4447 100644
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedRobertaSentenceModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedRobertaSentenceModel.html
index bcab12a8d11f97..8c0f74e047d68f 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedRobertaSentenceModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedRobertaSentenceModel.html
@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaSentenceModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaSentenceModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaSentenceModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaSentenceModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaSentenceModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedRobertaSentenceModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedUSEModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedUSEModel.html
index 52c4b951780106..1e65c2f846237c 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedUSEModel.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedUSEModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWord2Vec.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWord2Vec.html
index a1e2b0e7c92552..1b483fd323ab65 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWord2Vec.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWord2Vec.html
@@ -3,9 +3,9 @@
         <head>
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWord2Vec" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWordEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWordEmbeddings.html
index ffae0e33e3c5d5..e6c9f0dbbef44f 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWordEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedWordEmbeddings.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedWordEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlmRobertaModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlmRobertaModel.html
index 3ff8be6e12321b..99ead931e51135 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlmRobertaModel.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadablePretrainedXlmRobertaModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
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index b7f2304463e0e6..3052951597be06 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaSentenceModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaSentenceModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaSentenceModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlmRobertaSentenceModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
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index ac13629a460327..e5eb09ca7854ee 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlnetModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlnetModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlnetModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlnetModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadablePretrainedXlnetModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/ReadsFromBytes.html b/docs/api/com/johnsnowlabs/nlp/embeddings/ReadsFromBytes.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadsFromBytes" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.ReadsFromBytes</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.ReadsFromBytes" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.ReadsFromBytes" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings$.html
index 64394168286469..1aeafbfc9cc63a 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings$.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.html
index 60c79a7fff6361..dba2502d4954fd 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaEmbeddings.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings$.html
index bf6f63b8108b12..1a8932997f63fc 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/RoBertaSentenceEmbeddings.html
index 161bc355eca8ec..71e356846d3ac2 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/SentenceEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/SentenceEmbeddings$.html
index 186781c448aa44..7854959792e5ee 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/SentenceEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/SentenceEmbeddings.html
index d188587267bbce..127b1ff676c742 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/SentenceEmbeddings.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder$.html
index 48e7bf83355b16..d728abd32c7ddb 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder.html b/docs/api/com/johnsnowlabs/nlp/embeddings/UniversalSentenceEncoder.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Word2VecApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Word2VecApproach" />
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecApproach" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Word2VecApproach</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Word2VecApproach" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecApproach" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/Word2VecModel$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/Word2VecModel$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Word2VecModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
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index f87df6a1c98800..1fbe97311b7e0f 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.Word2VecModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.Word2VecModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddings$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddings" />
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         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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index 0ee7a3f5e1ecae..6a819d1f1aed4b 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsBinaryIndexer" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsBinaryIndexer" />
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
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+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsModel.html
index 1ee513640d3978..d59b2d433450de 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel</title>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsReader.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsReader.html
index e76b8ffcb144f3..663de15eaf9665 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsReader</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsReader" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsReader" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsReader</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsReader" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsReader" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
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                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsTextIndexer$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsTextIndexer$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsTextIndexer" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsTextIndexer</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsTextIndexer" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsTextIndexer" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsWriter.html b/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsWriter.html
index 9f88a1f4211dcf..37658df1221616 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/WordEmbeddingsWriter.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsWriter" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsWriter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsWriter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.WordEmbeddingsWriter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.WordEmbeddingsWriter" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
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+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaEmbeddings$.html
index 2727d70b1c1ee2..d990fd63a77ff3 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaEmbeddings.html
index fc022a0b79d871..c9438aee4809a1 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings$.html
index af3083a2306e27..eaa1edc6e6bd04 100644
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@@ -3,9 +3,9 @@
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           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
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                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
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                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings.html
index 92d640ac88fd42..127b4e5ff8a6df 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/XlmRoBertaSentenceEmbeddings.html
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@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings$.html b/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings$.html
index 48800b14dc25b3..8b4bbf105709b9 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings$.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings.html b/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings.html
index 79b5402aa6703c..e6356478b55863 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/XlnetEmbeddings.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -137,6 +137,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -205,6 +209,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -273,6 +281,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
diff --git a/docs/api/com/johnsnowlabs/nlp/embeddings/index.html b/docs/api/com/johnsnowlabs/nlp/embeddings/index.html
index 9efb657b924c8d..d7b2a5dc6d96a6 100644
--- a/docs/api/com/johnsnowlabs/nlp/embeddings/index.html
+++ b/docs/api/com/johnsnowlabs/nlp/embeddings/index.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.embeddings" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.embeddings" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.embeddings</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.embeddings" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.embeddings" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -153,6 +153,10 @@ <h1>Packages</h1>
                         <a class="object" href="AlbertEmbeddings$.html" title="This is the companion object of AlbertEmbeddings."></a>
                         <a class="class" href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago"></a>
                         <a href="AlbertEmbeddings.html" title="ALBERT: A LITE BERT FOR SELF-SUPERVISED LEARNING OF LANGUAGE REPRESENTATIONS - Google Research, Toyota Technological Institute at Chicago">AlbertEmbeddings</a>
+                      </li><li class="current-entities indented4">
+                        <a class="object" href="BGEEmbeddings$.html" title="This is the companion object of BGEEmbeddings."></a>
+                        <a class="class" href="BGEEmbeddings.html" title="Sentence embeddings using BGE."></a>
+                        <a href="BGEEmbeddings.html" title="Sentence embeddings using BGE.">BGEEmbeddings</a>
                       </li><li class="current-entities indented4">
                         <a class="object" href="BertEmbeddings$.html" title="This is the companion object of BertEmbeddings."></a>
                         <a class="class" href="BertEmbeddings.html" title="Token-level embeddings using BERT."></a>
@@ -221,6 +225,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadAlbertDLModel.html" title=""></a>
                         <a href="ReadAlbertDLModel.html" title="">ReadAlbertDLModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadBGEDLModel.html" title=""></a>
+                        <a href="ReadBGEDLModel.html" title="">ReadBGEDLModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadBertDLModel.html" title=""></a>
@@ -289,6 +297,10 @@ <h1>Packages</h1>
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedAlbertModel.html" title=""></a>
                         <a href="ReadablePretrainedAlbertModel.html" title="">ReadablePretrainedAlbertModel</a>
+                      </li><li class="current-entities indented4">
+                        <span class="separator"></span>
+                        <a class="trait" href="ReadablePretrainedBGEModel.html" title=""></a>
+                        <a href="ReadablePretrainedBGEModel.html" title="">ReadablePretrainedBGEModel</a>
                       </li><li class="current-entities indented4">
                         <span class="separator"></span>
                         <a class="trait" href="ReadablePretrainedBertModel.html" title=""></a>
@@ -676,6 +688,80 @@ <h3>Type Members</h3>
 +--------------------------------------------------------------------------------+</pre></div><dl class="attributes block"> <dt>See also</dt><dd><span class="cmt"><p>
   <a href="../annotators/classifier/dl/AlbertForTokenClassification.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.AlbertForTokenClassification">AlbertForTokenClassification</a>
   for AlbertEmbeddings with a token classification layer on top</p></span><span class="cmt"><p>
+  <a href="https://sparknlp.org/docs/en/annotators" target="_blank">Annotators Main Page</a> for a list of transformer
+  based embeddings</p></span></dd></dl></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="BGEEmbeddingsextendsAnnotatorModel[com.johnsnowlabs.nlp.embeddings.BGEEmbeddings]withHasBatchedAnnotate[com.johnsnowlabs.nlp.embeddings.BGEEmbeddings]withWriteTensorflowModelwithWriteOnnxModelwithHasEmbeddingsPropertieswithHasStorageRefwithHasCaseSensitivePropertieswithHasEngine"></a><a id="BGEEmbeddings:BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">class</span>
+      </span>
+      <span class="symbol">
+        <a title="Sentence embeddings using BGE." href="BGEEmbeddings.html"><span class="name">BGEEmbeddings</span></a><span class="result"> extends <a href="../AnnotatorModel.html" class="extype" name="com.johnsnowlabs.nlp.AnnotatorModel">AnnotatorModel</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>] with <a href="../HasBatchedAnnotate.html" class="extype" name="com.johnsnowlabs.nlp.HasBatchedAnnotate">HasBatchedAnnotate</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>] with <a href="../../ml/tensorflow/WriteTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.WriteTensorflowModel">WriteTensorflowModel</a> with <a href="../../ml/onnx/WriteOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.WriteOnnxModel">WriteOnnxModel</a> with <a href="HasEmbeddingsProperties.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.HasEmbeddingsProperties">HasEmbeddingsProperties</a> with <a href="../../storage/HasStorageRef.html" class="extype" name="com.johnsnowlabs.storage.HasStorageRef">HasStorageRef</a> with <a href="../HasCaseSensitiveProperties.html" class="extype" name="com.johnsnowlabs.nlp.HasCaseSensitiveProperties">HasCaseSensitiveProperties</a> with <a href="../HasEngine.html" class="extype" name="com.johnsnowlabs.nlp.HasEngine">HasEngine</a></span>
+      </span>
+      
+      <p class="shortcomment cmt">Sentence embeddings using BGE.</p><div class="fullcomment"><div class="comment cmt"><p>Sentence embeddings using BGE.</p><p>BGE, or BAAI General Embeddings, a model that can map any text to a low-dimensional dense
+vector which can be used for tasks like retrieval, classification, clustering, or semantic
+search.</p><p>Pretrained models can be loaded with <code>pretrained</code> of the companion object:</p><pre><span class="kw">val</span> embeddings = BGEEmbeddings.pretrained()
+  .setInputCols(<span class="lit">"document"</span>)
+  .setOutputCol(<span class="lit">"embeddings"</span>)</pre><p>The default model is <code>&quot;bge_base&quot;</code>, if no name is provided.</p><p>For available pretrained models please see the
+<a href="https://sparknlp.org/models?q=BGE" target="_blank">Models Hub</a>.</p><p>For extended examples of usage, see
+<a href="https://github.com/JohnSnowLabs/spark-nlp/blob/master/src/test/scala/com/johnsnowlabs/nlp/embeddings/BGEEmbeddingsTestSpec.scala" target="_blank">BGEEmbeddingsTestSpec</a>.</p><p><b>Sources</b> :</p><p><a href="https://arxiv.org/pdf/2309.07597" target="_blank">C-Pack: Packaged Resources To Advance General Chinese Embedding</a></p><p><a href="https://github.com/FlagOpen/FlagEmbedding" target="_blank">BGE Github Repository</a></p><p><b> Paper abstract </b></p><p><i>We introduce C-Pack, a package of resources that significantly advance the field of general
+Chinese embeddings. C-Pack includes three critical resources. 1) C-MTEB is a comprehensive
+benchmark for Chinese text embeddings covering 6 tasks and 35 datasets. 2) C-MTP is a massive
+text embedding dataset curated from labeled and unlabeled Chinese corpora for training
+embedding models. 3) C-TEM is a family of embedding models covering multiple sizes. Our models
+outperform all prior Chinese text embeddings on C-MTEB by up to +10% upon the time of the
+release. We also integrate and optimize the entire suite of training methods for C-TEM. Along
+with our resources on general Chinese embedding, we release our data and models for English
+text embeddings. The English models achieve stateof-the-art performance on the MTEB benchmark;
+meanwhile, our released English data is 2 times larger than the Chinese data. All these
+resources are made publicly available at https://github.com/FlagOpen/FlagEmbedding.</i></p><h4>Example</h4><pre><span class="kw">import</span> spark.implicits._
+<span class="kw">import</span> com.johnsnowlabs.nlp.base.DocumentAssembler
+<span class="kw">import</span> com.johnsnowlabs.nlp.annotators.Tokenizer
+<span class="kw">import</span> com.johnsnowlabs.nlp.embeddings.BGEEmbeddings
+<span class="kw">import</span> com.johnsnowlabs.nlp.EmbeddingsFinisher
+<span class="kw">import</span> org.apache.spark.ml.Pipeline
+
+<span class="kw">val</span> documentAssembler = <span class="kw">new</span> DocumentAssembler()
+  .setInputCol(<span class="lit">"text"</span>)
+  .setOutputCol(<span class="lit">"document"</span>)
+
+<span class="kw">val</span> embeddings = BGEEmbeddings.pretrained(<span class="lit">"bge_base"</span>, <span class="lit">"en"</span>)
+  .setInputCols(<span class="lit">"document"</span>)
+  .setOutputCol(<span class="lit">"bge_embeddings"</span>)
+
+<span class="kw">val</span> embeddingsFinisher = <span class="kw">new</span> EmbeddingsFinisher()
+  .setInputCols(<span class="lit">"bge_embeddings"</span>)
+  .setOutputCols(<span class="lit">"finished_embeddings"</span>)
+  .setOutputAsVector(<span class="kw">true</span>)
+
+<span class="kw">val</span> pipeline = <span class="kw">new</span> Pipeline().setStages(<span class="std">Array</span>(
+  documentAssembler,
+  embeddings,
+  embeddingsFinisher
+))
+
+<span class="kw">val</span> data = <span class="std">Seq</span>(<span class="lit">"query: how much protein should a female eat"</span>,
+<span class="lit">"passage: As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 is 46 grams per day."</span> +
+But, as you can see from <span class="kw">this</span> chart, you'll need to increase that <span class="kw">if</span> you're expecting or training <span class="kw">for</span> a<span class="lit">" +
+marathon. Check out the chart below to see how much protein you should be eating each day."</span>
+
+).toDF(<span class="lit">"text"</span>)
+<span class="kw">val</span> result = pipeline.fit(data).transform(data)
+
+result.selectExpr(<span class="lit">"explode(finished_embeddings) as result"</span>).show(<span class="num">1</span>, <span class="num">80</span>)
++--------------------------------------------------------------------------------+
+|                                                                          result|
++--------------------------------------------------------------------------------+
+|[[<span class="num">8.0190285E-4</span>, -<span class="num">0.005974853</span>, -<span class="num">0.072875895</span>, <span class="num">0.007944068</span>, <span class="num">0.026059335</span>, -<span class="num">0.0080</span>...|
+[[<span class="num">0.050514214</span>, <span class="num">0.010061974</span>, -<span class="num">0.04340176</span>, -<span class="num">0.020937217</span>, <span class="num">0.05170225</span>, <span class="num">0.01157857</span>...|
++--------------------------------------------------------------------------------+</pre></div><dl class="attributes block"> <dt>See also</dt><dd><span class="cmt"><p>
   <a href="https://sparknlp.org/docs/en/annotators" target="_blank">Annotators Main Page</a> for a list of transformer
   based embeddings</p></span></dd></dl></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
@@ -1744,6 +1830,22 @@ <h3>Type Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="ReadBGEDLModelextendsReadTensorflowModelwithReadOnnxModel"></a><a id="ReadBGEDLModel:ReadBGEDLModel"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadBGEDLModel.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ReadBGEDLModel.html"><span class="name">ReadBGEDLModel</span></a><span class="result"> extends <a href="../../ml/tensorflow/ReadTensorflowModel.html" class="extype" name="com.johnsnowlabs.ml.tensorflow.ReadTensorflowModel">ReadTensorflowModel</a> with <a href="../../ml/onnx/ReadOnnxModel.html" class="extype" name="com.johnsnowlabs.ml.onnx.ReadOnnxModel">ReadOnnxModel</a></span>
+      </span>
+      
+      
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadBertDLModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
       <a id="ReadBertDLModelextendsReadTensorflowModelwithReadOnnxModel"></a><a id="ReadBertDLModel:ReadBertDLModel"></a>
       <span class="permalink">
@@ -2016,6 +2118,22 @@ <h3>Type Members</h3>
       </span>
       
       
+    </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
+      <a id="ReadablePretrainedBGEModelextendsParamsAndFeaturesReadable[com.johnsnowlabs.nlp.embeddings.BGEEmbeddings]withHasPretrained[com.johnsnowlabs.nlp.embeddings.BGEEmbeddings]"></a><a id="ReadablePretrainedBGEModel:ReadablePretrainedBGEModel"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/ReadablePretrainedBGEModel.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">trait</span>
+      </span>
+      <span class="symbol">
+        <a title="" href="ReadablePretrainedBGEModel.html"><span class="name">ReadablePretrainedBGEModel</span></a><span class="result"> extends <a href="../ParamsAndFeaturesReadable.html" class="extype" name="com.johnsnowlabs.nlp.ParamsAndFeaturesReadable">ParamsAndFeaturesReadable</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>] with <a href="../HasPretrained.html" class="extype" name="com.johnsnowlabs.nlp.HasPretrained">HasPretrained</a>[<a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>]</span>
+      </span>
+      
+      
     </li><li name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBertModel" visbl="pub" class="indented0 " data-isabs="true" fullComment="no" group="Ungrouped">
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       <span class="permalink">
@@ -3298,6 +3416,24 @@ <h3>Value Members</h3>
       
       <p class="shortcomment cmt">This is the companion object of <a href="AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>.</p><div class="fullcomment"><div class="comment cmt"><p>This is the companion object of <a href="AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>. Please refer to that class for the
 documentation.
+</p></div></div>
+    </li><li name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
+      <a id="BGEEmbeddings"></a><a id="BGEEmbeddings:BGEEmbeddings"></a>
+      <span class="permalink">
+      <a href="../../../../com/johnsnowlabs/nlp/embeddings/BGEEmbeddings$.html" title="Permalink">
+        <i class="material-icons"></i>
+      </a>
+    </span>
+      <span class="modifier_kind">
+        <span class="modifier"></span>
+        <span class="kind">object</span>
+      </span>
+      <span class="symbol">
+        <a title="This is the companion object of BGEEmbeddings." href="BGEEmbeddings$.html"><span class="name">BGEEmbeddings</span></a><span class="result"> extends <a href="ReadablePretrainedBGEModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadablePretrainedBGEModel">ReadablePretrainedBGEModel</a> with <a href="ReadBGEDLModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ReadBGEDLModel">ReadBGEDLModel</a> with <span class="extype" name="scala.Serializable">Serializable</span></span>
+      </span>
+      
+      <p class="shortcomment cmt">This is the companion object of <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>.</p><div class="fullcomment"><div class="comment cmt"><p>This is the companion object of <a href="BGEEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings">BGEEmbeddings</a>. Please refer to that class for the
+documentation.
 </p></div></div>
     </li><li name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings" visbl="pub" class="indented0 " data-isabs="false" fullComment="yes" group="Ungrouped">
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher" />
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@@ -28,7 +28,7 @@
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         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html b/docs/api/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html
index 6d63961d59184a..98025da8d79fe3 100644
--- a/docs/api/com/johnsnowlabs/nlp/finisher/DocumentSimilarityRankerFinisher.html
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.finisher.DocumentSimilarityRankerFinisher" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/nlp/finisher/index.html b/docs/api/com/johnsnowlabs/nlp/finisher/index.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.finisher" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.finisher" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.finisher</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.finisher" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.finisher" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/functions$$EachAnnotations.html b/docs/api/com/johnsnowlabs/nlp/functions$$EachAnnotations.html
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.functions.EachAnnotations</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.functions.EachAnnotations" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.functions.EachAnnotations" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.functions.EachAnnotations</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.functions.EachAnnotations" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.functions.EachAnnotations" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/functions$$ExplodeAnnotations.html b/docs/api/com/johnsnowlabs/nlp/functions$$ExplodeAnnotations.html
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.functions.ExplodeAnnotations" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.functions.ExplodeAnnotations" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.functions.ExplodeAnnotations</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.functions.ExplodeAnnotations" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.functions.ExplodeAnnotations" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/functions$$FilterAnnotations.html b/docs/api/com/johnsnowlabs/nlp/functions$$FilterAnnotations.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.functions.FilterAnnotations" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.functions.FilterAnnotations</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.functions.FilterAnnotations" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/functions$$MapAnnotations.html b/docs/api/com/johnsnowlabs/nlp/functions$$MapAnnotations.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.functions.MapAnnotations" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.functions.MapAnnotations</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.functions.MapAnnotations" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.functions" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.functions" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.functions</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.functions" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/index.html b/docs/api/com/johnsnowlabs/nlp/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/PretrainedPipeline$.html b/docs/api/com/johnsnowlabs/nlp/pretrained/PretrainedPipeline$.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.pretrained.PretrainedPipeline" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/PretrainedPipeline.html b/docs/api/com/johnsnowlabs/nlp/pretrained/PretrainedPipeline.html
index ad225ddaffac41..a15af7e6a3c12e 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.pretrained.PretrainedPipeline" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.pretrained.PretrainedPipeline</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.pretrained.PretrainedPipeline" />
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@@ -28,7 +28,7 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.pretrained.PythonResourceDownloader" />
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@@ -28,7 +28,7 @@
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index f87301965761ad..72ce9d213c86d6 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.pretrained.RepositoryMetadata" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.pretrained.RepositoryMetadata</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.pretrained.RepositoryMetadata" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader$.html b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader$.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.pretrained.ResourceDownloader" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.html b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceDownloader.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.pretrained.ResourceDownloader" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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index faca1bfa7a611c..ac5f2fd96fb02f 100644
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceMetadata.html b/docs/api/com/johnsnowlabs/nlp/pretrained/ResourceMetadata.html
index c320f4712ca287..7130c7d66570c6 100644
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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index 8ab22f5cd166a9..50af2ec5567412 100644
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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index 7fd85989228683..b99cdfa851e55b 100644
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.pretrained" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.pretrained</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.pretrained" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.recursive.Recursive" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.recursive.Recursive" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/recursive/package$$RecursiveModel.html b/docs/api/com/johnsnowlabs/nlp/recursive/package$$RecursiveModel.html
index c73364830cab22..e1f7ad3fcadb9e 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.recursive.RecursiveModel" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.recursive.RecursiveModel" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.serialization.ArrayFeature" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.serialization.ArrayFeature" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.serialization.ArrayFeature" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/Feature.html b/docs/api/com/johnsnowlabs/nlp/serialization/Feature.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.serialization.Feature" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.serialization.Feature" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/MapFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/MapFeature.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.serialization.MapFeature" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.serialization.MapFeature" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/SerializedExternalResource.html b/docs/api/com/johnsnowlabs/nlp/serialization/SerializedExternalResource.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.serialization.SerializedExternalResource" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.serialization.SerializedExternalResource" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.serialization.SetFeature" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.serialization.SetFeature" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/StructFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/StructFeature.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.serialization.StructFeature" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.serialization.StructFeature" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/serialization/TransducerFeature.html b/docs/api/com/johnsnowlabs/nlp/serialization/TransducerFeature.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.serialization.TransducerFeature" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.serialization" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.serialization</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.serialization" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.serialization" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLL.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLL.html
index 11a5bad90e5535..7e216115d6527b 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.training.CoNLL" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.training.CoNLL</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLL" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.training.CoNLL" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLL2003NerReader.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLL2003NerReader.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.training.CoNLL2003NerReader</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLL2003NerReader" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLDocument.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLDocument.html
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLDocument" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLHelper$$CoNLLSentenceCols.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLHelper$$CoNLLSentenceCols.html
index f2ce8ef87186f5..a3e1f694a430e8 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLSentenceCols" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLSentenceCols</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLSentenceCols" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLHelper$$CoNLLTokenCols.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLHelper$$CoNLLTokenCols.html
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+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLTokenCols</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLHelper.CoNLLTokenCols" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLHelper$.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLHelper$.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLHelper" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLHelper" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLU.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLU.html
index fa7d2fe78c1a6e..13a5a9d8fa7e88 100644
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLU" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLUCols$.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLUCols$.html
index d72fb36a926e0e..c6820dfd71e550 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLUCols" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.training.CoNLLUCols</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLUCols" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLUCols" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/CoNLLUDocument.html b/docs/api/com/johnsnowlabs/nlp/training/CoNLLUDocument.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.training.CoNLLUDocument" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.training.CoNLLUDocument</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training.CoNLLUDocument" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/POS.html b/docs/api/com/johnsnowlabs/nlp/training/POS.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.training.POS" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.training.POS</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training.POS" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.training.POS" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/PubTator.html b/docs/api/com/johnsnowlabs/nlp/training/PubTator.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.training.PubTator" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.training.PubTator</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training.PubTator" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.training.PubTator" />
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/SpacyToAnnotation.html b/docs/api/com/johnsnowlabs/nlp/training/SpacyToAnnotation.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.training.SpacyToAnnotation" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.training.SpacyToAnnotation</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training.SpacyToAnnotation" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.training.SpacyToAnnotation" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/training/index.html b/docs/api/com/johnsnowlabs/nlp/training/index.html
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.training" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.training" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.training</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.training" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.training" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/FinisherUtil$.html b/docs/api/com/johnsnowlabs/nlp/util/FinisherUtil$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.nlp.util.FinisherUtil</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.nlp.util.FinisherUtil" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.nlp.util.FinisherUtil" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.nlp.util.FinisherUtil</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.nlp.util.FinisherUtil" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.nlp.util.FinisherUtil" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
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@@ -183,8 +183,8 @@ <h1>Packages</h1>
                         <a href="LruMap.html" title="">LruMap</a>
                       </li><li class="current-entities indented4">
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-                        <a class="object" href="SparkNlpConfigKeys$.html" title="Additional configure options that used by spark.nlp"></a>
-                        <a href="SparkNlpConfigKeys$.html" title="Additional configure options that used by spark.nlp">SparkNlpConfigKeys</a>
+                        <a class="object" href="SparkNlpConfig$.html" title="Additional configure options that used by spark.nlp"></a>
+                        <a href="SparkNlpConfig$.html" title="Additional configure options that used by spark.nlp">SparkNlpConfig</a>
                       </li>
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/nlp/util/LruMap$KeyPriorityOrdering$.html b/docs/api/com/johnsnowlabs/nlp/util/LruMap$KeyPriorityOrdering$.html
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-      <span class="symbol">
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+        <span class="kind">def</span>
+      </span>
+      <span class="symbol">
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.Database" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.Database" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.Database</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.Database" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.Database" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/Database.html b/docs/api/com/johnsnowlabs/storage/Database.html
index 0c854be4f24f65..013c169f70bb8e 100644
--- a/docs/api/com/johnsnowlabs/storage/Database.html
+++ b/docs/api/com/johnsnowlabs/storage/Database.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.storage.Database</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.Database" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.Database" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.Database</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.Database" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.Database" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/HasConnection.html b/docs/api/com/johnsnowlabs/storage/HasConnection.html
index 198699b9f5c2c4..cb24bddf6d45d0 100644
--- a/docs/api/com/johnsnowlabs/storage/HasConnection.html
+++ b/docs/api/com/johnsnowlabs/storage/HasConnection.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.storage.HasConnection</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.HasConnection" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.HasConnection" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.HasConnection</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.HasConnection" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.HasConnection" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/HasStorage.html b/docs/api/com/johnsnowlabs/storage/HasStorage.html
index c03f13970e29d9..a272501f787e70 100644
--- a/docs/api/com/johnsnowlabs/storage/HasStorage.html
+++ b/docs/api/com/johnsnowlabs/storage/HasStorage.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.storage.HasStorage</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.HasStorage" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.HasStorage" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.HasStorage</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.HasStorage" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.HasStorage" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/HasStorageModel.html b/docs/api/com/johnsnowlabs/storage/HasStorageModel.html
index 85d51336b4a375..7d98112dd0684c 100644
--- a/docs/api/com/johnsnowlabs/storage/HasStorageModel.html
+++ b/docs/api/com/johnsnowlabs/storage/HasStorageModel.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.storage.HasStorageModel</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.HasStorageModel" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.HasStorageModel" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.HasStorageModel</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.HasStorageModel" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.HasStorageModel" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/HasStorageOptions.html b/docs/api/com/johnsnowlabs/storage/HasStorageOptions.html
index 36fda2eb212ebc..7491226d01630f 100644
--- a/docs/api/com/johnsnowlabs/storage/HasStorageOptions.html
+++ b/docs/api/com/johnsnowlabs/storage/HasStorageOptions.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.storage.HasStorageOptions</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.HasStorageOptions" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.HasStorageOptions" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.HasStorageOptions</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.HasStorageOptions" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.HasStorageOptions" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/HasStorageReader.html b/docs/api/com/johnsnowlabs/storage/HasStorageReader.html
index 10100db520c1a7..53de2eb30e2d26 100644
--- a/docs/api/com/johnsnowlabs/storage/HasStorageReader.html
+++ b/docs/api/com/johnsnowlabs/storage/HasStorageReader.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.storage.HasStorageReader</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.HasStorageReader" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.HasStorageReader" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.HasStorageReader</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.HasStorageReader" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.HasStorageReader" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/HasStorageRef$.html b/docs/api/com/johnsnowlabs/storage/HasStorageRef$.html
index 934db1418651c3..9ed5c0b901739f 100644
--- a/docs/api/com/johnsnowlabs/storage/HasStorageRef$.html
+++ b/docs/api/com/johnsnowlabs/storage/HasStorageRef$.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.storage.HasStorageRef</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.HasStorageRef" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.HasStorageRef" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.HasStorageRef</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.HasStorageRef" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.HasStorageRef" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/HasStorageRef.html b/docs/api/com/johnsnowlabs/storage/HasStorageRef.html
index 43e450657889e3..e266031725e096 100644
--- a/docs/api/com/johnsnowlabs/storage/HasStorageRef.html
+++ b/docs/api/com/johnsnowlabs/storage/HasStorageRef.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.storage.HasStorageRef</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.HasStorageRef" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.HasStorageRef" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.HasStorageRef</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.HasStorageRef" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.HasStorageRef" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
@@ -224,7 +224,7 @@ <h4 id="signature" class="signature">
             <span class="toggle">
               Known Subclasses
             </span>
-            <div class="subClasses hiddenContent"><a href="../nlp/annotators/btm/BigTextMatcher.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcher">BigTextMatcher</a>, <a href="../nlp/annotators/btm/BigTextMatcherModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.btm.BigTextMatcherModel">BigTextMatcherModel</a>, <a href="../nlp/annotators/classifier/dl/ClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.ClassifierDLModel">ClassifierDLModel</a>, <a href="../nlp/annotators/classifier/dl/MultiClassifierDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.MultiClassifierDLModel">MultiClassifierDLModel</a>, <a href="../nlp/annotators/classifier/dl/SentimentDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.classifier.dl.SentimentDLModel">SentimentDLModel</a>, <a href="../nlp/annotators/coref/SpanBertCorefModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.coref.SpanBertCorefModel">SpanBertCorefModel</a>, <a href="../nlp/annotators/er/EntityRulerApproach.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerApproach">EntityRulerApproach</a>, <a href="../nlp/annotators/er/EntityRulerModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.er.EntityRulerModel">EntityRulerModel</a>, <a href="../nlp/annotators/ner/crf/NerCrfModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.crf.NerCrfModel">NerCrfModel</a>, <a href="../nlp/annotators/ner/dl/NerDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.ner.dl.NerDLModel">NerDLModel</a>, <a href="../nlp/annotators/sentence_detector_dl/SentenceDetectorDLModel.html" class="extype" name="com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel">SentenceDetectorDLModel</a>, <a href="../nlp/embeddings/AlbertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.AlbertEmbeddings">AlbertEmbeddings</a>, <a href="../nlp/embeddings/BertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertEmbeddings">BertEmbeddings</a>, <a href="../nlp/embeddings/BertSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings</a>, <a href="../nlp/embeddings/CamemBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.CamemBertEmbeddings">CamemBertEmbeddings</a>, <a href="../nlp/embeddings/DeBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DeBertaEmbeddings">DeBertaEmbeddings</a>, <a href="../nlp/embeddings/DistilBertEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.DistilBertEmbeddings">DistilBertEmbeddings</a>, <a href="../nlp/embeddings/Doc2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecApproach">Doc2VecApproach</a>, <a href="../nlp/embeddings/Doc2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Doc2VecModel">Doc2VecModel</a>, <a href="../nlp/embeddings/E5Embeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.E5Embeddings">E5Embeddings</a>, <a href="../nlp/embeddings/ElmoEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.ElmoEmbeddings">ElmoEmbeddings</a>, <a href="../nlp/embeddings/InstructorEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.InstructorEmbeddings">InstructorEmbeddings</a>, <a href="../nlp/embeddings/LongformerEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.LongformerEmbeddings">LongformerEmbeddings</a>, <a href="../nlp/embeddings/MPNetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.MPNetEmbeddings">MPNetEmbeddings</a>, <a href="../nlp/embeddings/RoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaEmbeddings">RoBertaEmbeddings</a>, <a href="../nlp/embeddings/RoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.RoBertaSentenceEmbeddings">RoBertaSentenceEmbeddings</a>, <a href="../nlp/embeddings/SentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.SentenceEmbeddings">SentenceEmbeddings</a>, <a href="../nlp/embeddings/UniversalSentenceEncoder.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.UniversalSentenceEncoder">UniversalSentenceEncoder</a>, <a href="../nlp/embeddings/Word2VecApproach.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecApproach">Word2VecApproach</a>, <a href="../nlp/embeddings/Word2VecModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.Word2VecModel">Word2VecModel</a>, <a href="../nlp/embeddings/WordEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddings">WordEmbeddings</a>, <a href="../nlp/embeddings/WordEmbeddingsModel.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.WordEmbeddingsModel">WordEmbeddingsModel</a>, <a href="../nlp/embeddings/XlmRoBertaEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaEmbeddings">XlmRoBertaEmbeddings</a>, <a href="../nlp/embeddings/XlmRoBertaSentenceEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlmRoBertaSentenceEmbeddings">XlmRoBertaSentenceEmbeddings</a>, <a href="../nlp/embeddings/XlnetEmbeddings.html" class="extype" name="com.johnsnowlabs.nlp.embeddings.XlnetEmbeddings">XlnetEmbeddings</a>, <a href="HasStorage.html" class="extype" name="com.johnsnowlabs.storage.HasStorage">HasStorage</a>, <a href="HasStorageModel.html" class="extype" name="com.johnsnowlabs.storage.HasStorageModel">HasStorageModel</a>, <a href="HasStorageReader.html" class="extype" name="com.johnsnowlabs.storage.HasStorageReader">HasStorageReader</a></div>
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diff --git a/docs/api/com/johnsnowlabs/storage/RocksDBConnection$.html b/docs/api/com/johnsnowlabs/storage/RocksDBConnection$.html
index 7cf31b1ca92d38..b4f6c6eb03fe8e 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.RocksDBConnection" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.RocksDBConnection</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.RocksDBConnection" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.RocksDBConnection" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/RocksDBConnection.html b/docs/api/com/johnsnowlabs/storage/RocksDBConnection.html
index 7d7df56210c45f..9559c75ec0ec93 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.RocksDBConnection" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.RocksDBConnection</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.RocksDBConnection" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.RocksDBConnection" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/StorageBatchWriter.html b/docs/api/com/johnsnowlabs/storage/StorageBatchWriter.html
index 32b13d1672afd9..5740200ab62aad 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.StorageBatchWriter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.StorageBatchWriter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.StorageBatchWriter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.StorageBatchWriter" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/storage/StorageFormat.html b/docs/api/com/johnsnowlabs/storage/StorageFormat.html
index 27fe347bbb41e6..e1033b387a2467 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.StorageFormat" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.StorageFormat" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.StorageFormat</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.StorageFormat" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.StorageFormat" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/StorageHelper$.html b/docs/api/com/johnsnowlabs/storage/StorageHelper$.html
index 52e5dc5caf22df..2390f2ec963f2e 100644
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.StorageHelper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.StorageHelper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.StorageHelper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.StorageHelper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.StorageHelper" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/StorageLocator$.html b/docs/api/com/johnsnowlabs/storage/StorageLocator$.html
index 230b8ce76c4fc6..1f91273a1be735 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.storage.StorageLocator</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.StorageLocator" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.StorageLocator" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.StorageLocator</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.StorageLocator" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.StorageLocator" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/StorageLocator.html b/docs/api/com/johnsnowlabs/storage/StorageLocator.html
index 0febf5b372b493..30b4a7328ec6c9 100644
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@@ -3,9 +3,9 @@
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.StorageLocator" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.StorageLocator" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.StorageLocator</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.StorageLocator" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.StorageLocator" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/com/johnsnowlabs/storage/StorageReadWriter.html b/docs/api/com/johnsnowlabs/storage/StorageReadWriter.html
index 1b336c9cb7a716..47a788c8ddd504 100644
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@@ -3,9 +3,9 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.StorageReadWriter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.StorageReadWriter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.StorageReadWriter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.StorageReadWriter" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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         <div id="textfilter">
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diff --git a/docs/api/com/johnsnowlabs/storage/StorageReadable.html b/docs/api/com/johnsnowlabs/storage/StorageReadable.html
index d204ddc9b828f0..ff70ae74dd6ce1 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.StorageReadable" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.StorageReadable</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.StorageReadable" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.StorageReadable" />
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@@ -28,7 +28,7 @@
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         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/storage/StorageReader.html b/docs/api/com/johnsnowlabs/storage/StorageReader.html
index 38f44334a0a2b6..5bea27f11b1bb8 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.StorageReader" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.StorageReader</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.StorageReader" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.StorageReader" />
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@@ -28,7 +28,7 @@
         </head>
         <body>
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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index 1c26d39d6d1fc2..505f57ff4929cc 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.storage.StorageWriter</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage.StorageWriter" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage.StorageWriter" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage.StorageWriter</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage.StorageWriter" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage.StorageWriter" />
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/storage/index.html b/docs/api/com/johnsnowlabs/storage/index.html
index d08bd718470680..d240725a1816f2 100644
--- a/docs/api/com/johnsnowlabs/storage/index.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.storage</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.storage" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.storage" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.storage</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.storage" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.storage" />
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@@ -28,7 +28,7 @@
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-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/Benchmark$.html b/docs/api/com/johnsnowlabs/util/Benchmark$.html
index faa4a8ec25160d..bc903ce5d0ed37 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.util.Benchmark</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.util.Benchmark" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.Benchmark" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.Benchmark</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.Benchmark" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.util.Benchmark" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/Build$.html b/docs/api/com/johnsnowlabs/util/Build$.html
index 71ac19f59867e8..f943e44923a9a6 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.util.Build</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.util.Build" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.Build" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.Build</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.Build" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.util.Build" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/CoNLLGenerator$.html b/docs/api/com/johnsnowlabs/util/CoNLLGenerator$.html
index 025142614935cb..4241514bccf846 100644
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@@ -3,9 +3,9 @@
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.util.CoNLLGenerator</title>
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.CoNLLGenerator" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.CoNLLGenerator</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.CoNLLGenerator" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.util.CoNLLGenerator" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/ConfigHelper$.html b/docs/api/com/johnsnowlabs/util/ConfigHelper$.html
index e44c44131ec3c5..7165baab4e8e96 100644
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.util.ConfigHelper</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.util.ConfigHelper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.ConfigHelper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.ConfigHelper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.ConfigHelper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.util.ConfigHelper" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/ConfigLoader$.html b/docs/api/com/johnsnowlabs/util/ConfigLoader$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.util.ConfigLoader</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.util.ConfigLoader" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.ConfigLoader" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.ConfigLoader</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.ConfigLoader" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.util.ConfigLoader" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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diff --git a/docs/api/com/johnsnowlabs/util/FileHelper$.html b/docs/api/com/johnsnowlabs/util/FileHelper$.html
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-          <title>Spark NLP 5.2.0 ScalaDoc  - com.johnsnowlabs.util.FileHelper</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.util.FileHelper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.FileHelper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.FileHelper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.FileHelper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.util.FileHelper" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.util.JsonBuilder" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.JsonBuilder" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.JsonBuilder</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.JsonBuilder" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.util.JsonBuilder" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.util.JsonParser" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.JsonParser" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.JsonParser</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.JsonParser" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.util.JsonParser" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.util.PipelineModels" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.PipelineModels" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.PipelineModels</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.PipelineModels" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.util.PipelineModels" />
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - com.johnsnowlabs.util.TrainingHelper" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.TrainingHelper" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.TrainingHelper</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.TrainingHelper" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.util.TrainingHelper" />
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.Version" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.Version</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.Version" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc com.johnsnowlabs.util.Version" />
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.Version" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.Version</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.Version" />
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@@ -28,7 +28,7 @@
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index 4555a548c18375..8157b9008b0936 100644
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.ZipArchiveUtil" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - com.johnsnowlabs.util.ZipArchiveUtil</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.ZipArchiveUtil" />
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@@ -28,7 +28,7 @@
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diff --git a/docs/api/com/johnsnowlabs/util/index.html b/docs/api/com/johnsnowlabs/util/index.html
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util" />
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@@ -28,7 +28,7 @@
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-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc com.johnsnowlabs.util.spark.LongMapAccumulator" />
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.spark.LongMapAccumulator" />
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@@ -28,7 +28,7 @@
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+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
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+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - com.johnsnowlabs.util.spark.MapAccumulator" />
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diff --git a/docs/api/com/johnsnowlabs/util/spark/index.html b/docs/api/com/johnsnowlabs/util/spark/index.html
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diff --git a/docs/api/index.html b/docs/api/index.html
index 13a9366ecd54dc..b3fa776d70760d 100644
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index de50ba1b6be5bb..4c536fd78cf343 100644
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"com\/johnsnowlabs\/nlp\/pretrained\/S3ResourceDownloader.html#wait(x$1:Long):Unit", "kind" : "final def"}, {"label" : "notifyAll", "tail" : "(): Unit", "member" : "scala.AnyRef.notifyAll", "link" : "com\/johnsnowlabs\/nlp\/pretrained\/S3ResourceDownloader.html#notifyAll():Unit", "kind" : "final def"}, {"label" : "notify", "tail" : "(): Unit", "member" : "scala.AnyRef.notify", "link" : "com\/johnsnowlabs\/nlp\/pretrained\/S3ResourceDownloader.html#notify():Unit", "kind" : "final def"}, {"label" : "toString", "tail" : "(): String", "member" : "scala.AnyRef.toString", "link" : "com\/johnsnowlabs\/nlp\/pretrained\/S3ResourceDownloader.html#toString():String", "kind" : "def"}, {"label" : "clone", "tail" : "(): AnyRef", "member" : "scala.AnyRef.clone", "link" : "com\/johnsnowlabs\/nlp\/pretrained\/S3ResourceDownloader.html#clone():Object", "kind" : "def"}, {"label" : "equals", "tail" : "(arg0: Any): Boolean", "member" : "scala.AnyRef.equals", "link" : "com\/johnsnowlabs\/nlp\/pretrained\/S3ResourceDownloader.html#equals(x$1:Any):Boolean", "kind" : "def"}, {"label" : "hashCode", "tail" : "(): Int", "member" : "scala.AnyRef.hashCode", "link" : "com\/johnsnowlabs\/nlp\/pretrained\/S3ResourceDownloader.html#hashCode():Int", "kind" : "def"}, {"label" : "getClass", "tail" : "(): Class[_]", "member" : "scala.AnyRef.getClass", "link" : "com\/johnsnowlabs\/nlp\/pretrained\/S3ResourceDownloader.html#getClass():Class[_]", "kind" : "final def"}, {"label" : "asInstanceOf", "tail" : "(): T0", "member" : "scala.Any.asInstanceOf", "link" : "com\/johnsnowlabs\/nlp\/pretrained\/S3ResourceDownloader.html#asInstanceOf[T0]:T0", "kind" : "final def"}, {"label" : "isInstanceOf", "tail" : "(): Boolean", "member" : "scala.Any.isInstanceOf", "link" : "com\/johnsnowlabs\/nlp\/pretrained\/S3ResourceDownloader.html#isInstanceOf[T0]:Boolean", "kind" : "final def"}], "class" : "com\/johnsnowlabs\/nlp\/pretrained\/S3ResourceDownloader.html", "kind" : "class"}], "com.johnsnowlabs" : []};
\ No newline at end of file
diff --git a/docs/api/python/.buildinfo b/docs/api/python/.buildinfo
index 338c74bedb3159..19967b1546f5c0 100644
--- a/docs/api/python/.buildinfo
+++ b/docs/api/python/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 1162592af24c79593fc0891fc9ecc9c2
+config: dfb8089aeee292f82cf925169570aecb
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/api/python/genindex.html b/docs/api/python/genindex.html
index 7b5d910e88d3bc..a25e517fd1d5db 100644
--- a/docs/api/python/genindex.html
+++ b/docs/api/python/genindex.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Index &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Index &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -417,6 +417,8 @@ <h2 id="B">B</h2>
       <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/bert_for_zero_shot_classification/index.html#sparknlp.annotator.classifier_dl.bert_for_zero_shot_classification.BertForZeroShotClassification">BertForZeroShotClassification (class in sparknlp.annotator.classifier_dl.bert_for_zero_shot_classification)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bert_sentence_embeddings/index.html#sparknlp.annotator.embeddings.bert_sentence_embeddings.BertSentenceEmbeddings">BertSentenceEmbeddings (class in sparknlp.annotator.embeddings.bert_sentence_embeddings)</a>
+</li>
+      <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bge_embeddings/index.html#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings">BGEEmbeddings (class in sparknlp.annotator.embeddings.bge_embeddings)</a>
 </li>
       <li><a href="reference/autosummary/sparknlp/annotator/matcher/big_text_matcher/index.html#sparknlp.annotator.matcher.big_text_matcher.BigTextMatcher">BigTextMatcher (class in sparknlp.annotator.matcher.big_text_matcher)</a>
 </li>
@@ -836,6 +838,8 @@ <h2 id="L">L</h2>
         <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/bert_for_zero_shot_classification/index.html#sparknlp.annotator.classifier_dl.bert_for_zero_shot_classification.BertForZeroShotClassification.loadSavedModel">(BertForZeroShotClassification static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bert_sentence_embeddings/index.html#sparknlp.annotator.embeddings.bert_sentence_embeddings.BertSentenceEmbeddings.loadSavedModel">(BertSentenceEmbeddings static method)</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bge_embeddings/index.html#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.loadSavedModel">(BGEEmbeddings static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/camembert_embeddings/index.html#sparknlp.annotator.embeddings.camembert_embeddings.CamemBertEmbeddings.loadSavedModel">(CamemBertEmbeddings static method)</a>
 </li>
@@ -1125,6 +1129,8 @@ <h2 id="M">M</h2>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bert_embeddings/index.html#module-sparknlp.annotator.embeddings.bert_embeddings">sparknlp.annotator.embeddings.bert_embeddings</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bert_sentence_embeddings/index.html#module-sparknlp.annotator.embeddings.bert_sentence_embeddings">sparknlp.annotator.embeddings.bert_sentence_embeddings</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bge_embeddings/index.html#module-sparknlp.annotator.embeddings.bge_embeddings">sparknlp.annotator.embeddings.bge_embeddings</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/camembert_embeddings/index.html#module-sparknlp.annotator.embeddings.camembert_embeddings">sparknlp.annotator.embeddings.camembert_embeddings</a>
 </li>
@@ -1481,6 +1487,8 @@ <h2 id="P">P</h2>
         <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/bert_for_zero_shot_classification/index.html#sparknlp.annotator.classifier_dl.bert_for_zero_shot_classification.BertForZeroShotClassification.pretrained">(BertForZeroShotClassification static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bert_sentence_embeddings/index.html#sparknlp.annotator.embeddings.bert_sentence_embeddings.BertSentenceEmbeddings.pretrained">(BertSentenceEmbeddings static method)</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bge_embeddings/index.html#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.pretrained">(BGEEmbeddings static method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/matcher/big_text_matcher/index.html#sparknlp.annotator.matcher.big_text_matcher.BigTextMatcherModel.pretrained">(BigTextMatcherModel static method)</a>
 </li>
@@ -1869,6 +1877,8 @@ <h2 id="S">S</h2>
         <li><a href="reference/autosummary/sparknlp/annotator/classifier_dl/bert_for_zero_shot_classification/index.html#sparknlp.annotator.classifier_dl.bert_for_zero_shot_classification.BertForZeroShotClassification.setConfigProtoBytes">(BertForZeroShotClassification method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bert_sentence_embeddings/index.html#sparknlp.annotator.embeddings.bert_sentence_embeddings.BertSentenceEmbeddings.setConfigProtoBytes">(BertSentenceEmbeddings method)</a>
+</li>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bge_embeddings/index.html#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.setConfigProtoBytes">(BGEEmbeddings method)</a>
 </li>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/camembert_embeddings/index.html#sparknlp.annotator.embeddings.camembert_embeddings.CamemBertEmbeddings.setConfigProtoBytes">(CamemBertEmbeddings method)</a>
 </li>
@@ -3374,6 +3384,13 @@ <h2 id="S">S</h2>
 
       <ul>
         <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bert_sentence_embeddings/index.html#module-sparknlp.annotator.embeddings.bert_sentence_embeddings">module</a>
+</li>
+      </ul></li>
+      <li>
+    sparknlp.annotator.embeddings.bge_embeddings
+
+      <ul>
+        <li><a href="reference/autosummary/sparknlp/annotator/embeddings/bge_embeddings/index.html#module-sparknlp.annotator.embeddings.bge_embeddings">module</a>
 </li>
       </ul></li>
       <li>
diff --git a/docs/api/python/getting_started/index.html b/docs/api/python/getting_started/index.html
index 7f2bc4e47240c7..583744a8f94818 100644
--- a/docs/api/python/getting_started/index.html
+++ b/docs/api/python/getting_started/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Getting Started &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Getting Started &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -347,22 +347,22 @@ <h1>Getting Started<a class="headerlink" href="#getting-started" title="Permalin
 <h2>Spark NLP Cheat Sheet<a class="headerlink" href="#spark-nlp-cheat-sheet" title="Permalink to this heading">#</a></h2>
 <p>This cheat sheet can be used as a quick reference on how to set up your environment:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># Install Spark NLP from PyPI</span>
-pip<span class="w"> </span>install<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">5</span>.2.0
+pip<span class="w"> </span>install<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">5</span>.2.1
 
 <span class="c1"># Install Spark NLP from Anaconda/Conda</span>
-conda<span class="w"> </span>install<span class="w"> </span>-c<span class="w"> </span>johnsnowlabs<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">5</span>.2.0
+conda<span class="w"> </span>install<span class="w"> </span>-c<span class="w"> </span>johnsnowlabs<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">5</span>.2.1
 
 <span class="c1"># Load Spark NLP with Spark Shell</span>
-spark-shell<span class="w"> </span>--packages<span class="w"> </span>com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+spark-shell<span class="w"> </span>--packages<span class="w"> </span>com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 
 <span class="c1"># Load Spark NLP with PySpark</span>
-pyspark<span class="w"> </span>--packages<span class="w"> </span>com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+pyspark<span class="w"> </span>--packages<span class="w"> </span>com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 
 <span class="c1"># Load Spark NLP with Spark Submit</span>
-spark-submit<span class="w"> </span>--packages<span class="w"> </span>com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+spark-submit<span class="w"> </span>--packages<span class="w"> </span>com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 
 <span class="c1"># Load Spark NLP as external JAR after compiling and building Spark NLP by `sbt assembly`</span>
-spark-shell<span class="w"> </span>--jar<span class="w"> </span>spark-nlp-assembly-5.2.0
+spark-shell<span class="w"> </span>--jar<span class="w"> </span>spark-nlp-assembly-5.2.1
 </pre></div>
 </div>
 </section>
@@ -398,7 +398,7 @@ <h3>Using Conda<a class="headerlink" href="#using-conda" title="Permalink to thi
 <p>Then we can create a new environment <code class="docutils literal notranslate"><span class="pre">sparknlp</span></code> and install the <code class="docutils literal notranslate"><span class="pre">spark-nlp</span></code> package with pip:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>create<span class="w"> </span>-n<span class="w"> </span>sparknlp<span class="w"> </span><span class="nv">python</span><span class="o">=</span><span class="m">3</span>.8<span class="w"> </span>-y
 conda<span class="w"> </span>activate<span class="w"> </span>sparknlp
-conda<span class="w"> </span>install<span class="w"> </span>-c<span class="w"> </span>johnsnowlabs<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">5</span>.2.0<span class="w"> </span><span class="nv">pyspark</span><span class="o">==</span><span class="m">3</span>.2.3<span class="w"> </span>jupyter
+conda<span class="w"> </span>install<span class="w"> </span>-c<span class="w"> </span>johnsnowlabs<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">5</span>.2.1<span class="w"> </span><span class="nv">pyspark</span><span class="o">==</span><span class="m">3</span>.2.3<span class="w"> </span>jupyter
 </pre></div>
 </div>
 <p>Now you should be ready to create a jupyter notebook with Spark NLP running:</p>
@@ -411,7 +411,7 @@ <h3>Using Virtualenv<a class="headerlink" href="#using-virtualenv" title="Permal
 <p>We can also create a Python <a class="reference external" href="https://virtualenv.pypa.io/en/latest/">Virtualenv</a>:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>virtualenv<span class="w"> </span>sparknlp<span class="w"> </span>--python<span class="o">=</span>python3.8<span class="w"> </span><span class="c1"># depends on how your Python installation is set up</span>
 <span class="nb">source</span><span class="w"> </span>sparknlp/bin/activate
-pip<span class="w"> </span>install<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">5</span>.2.0<span class="w"> </span><span class="nv">pyspark</span><span class="o">==</span><span class="m">3</span>.2.3<span class="w"> </span>jupyter
+pip<span class="w"> </span>install<span class="w"> </span>spark-nlp<span class="o">==</span><span class="m">5</span>.2.1<span class="w"> </span><span class="nv">pyspark</span><span class="o">==</span><span class="m">3</span>.2.3<span class="w"> </span>jupyter
 </pre></div>
 </div>
 <p>Now you should be ready to create a jupyter notebook with Spark NLP running:</p>
@@ -435,7 +435,7 @@ <h2>Starting a Spark NLP Session from Python<a class="headerlink" href="#startin
     <span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;spark.driver.memory&quot;</span><span class="p">,</span><span class="s2">&quot;16G&quot;</span><span class="p">)</span>\
     <span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;spark.driver.maxResultSize&quot;</span><span class="p">,</span> <span class="s2">&quot;0&quot;</span><span class="p">)</span> \
     <span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;spark.kryoserializer.buffer.max&quot;</span><span class="p">,</span> <span class="s2">&quot;2000M&quot;</span><span class="p">)</span>\
-    <span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;spark.jars.packages&quot;</span><span class="p">,</span> <span class="s2">&quot;com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0&quot;</span><span class="p">)</span>\
+    <span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;spark.jars.packages&quot;</span><span class="p">,</span> <span class="s2">&quot;com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1&quot;</span><span class="p">)</span>\
     <span class="o">.</span><span class="n">getOrCreate</span><span class="p">()</span>
 </pre></div>
 </div>
diff --git a/docs/api/python/index.html b/docs/api/python/index.html
index 4dfad13980d363..dc3c4222887fb4 100644
--- a/docs/api/python/index.html
+++ b/docs/api/python/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Spark NLP Documentation &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Spark NLP Documentation &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/index.html b/docs/api/python/modules/index.html
index b7405da32e9124..cc48df81c62572 100644
--- a/docs/api/python/modules/index.html
+++ b/docs/api/python/modules/index.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Overview: module code &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Overview: module code &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -395,6 +395,7 @@ <h1>All modules for which code is available</h1>
 <li><a href="sparknlp/annotator/embeddings/albert_embeddings.html">sparknlp.annotator.embeddings.albert_embeddings</a></li>
 <li><a href="sparknlp/annotator/embeddings/bert_embeddings.html">sparknlp.annotator.embeddings.bert_embeddings</a></li>
 <li><a href="sparknlp/annotator/embeddings/bert_sentence_embeddings.html">sparknlp.annotator.embeddings.bert_sentence_embeddings</a></li>
+<li><a href="sparknlp/annotator/embeddings/bge_embeddings.html">sparknlp.annotator.embeddings.bge_embeddings</a></li>
 <li><a href="sparknlp/annotator/embeddings/camembert_embeddings.html">sparknlp.annotator.embeddings.camembert_embeddings</a></li>
 <li><a href="sparknlp/annotator/embeddings/chunk_embeddings.html">sparknlp.annotator.embeddings.chunk_embeddings</a></li>
 <li><a href="sparknlp/annotator/embeddings/deberta_embeddings.html">sparknlp.annotator.embeddings.deberta_embeddings</a></li>
diff --git a/docs/api/python/modules/sparknlp.html b/docs/api/python/modules/sparknlp.html
index 24a881689f8bd2..bd3a92400e365b 100644
--- a/docs/api/python/modules/sparknlp.html
+++ b/docs/api/python/modules/sparknlp.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -468,7 +468,7 @@ <h1>Source code for sparknlp</h1><div class="highlight"><pre>
 <span class="sd">        The initiated Spark session.</span>
 
 <span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">current_version</span> <span class="o">=</span> <span class="s2">&quot;5.2.0&quot;</span>
+    <span class="n">current_version</span> <span class="o">=</span> <span class="s2">&quot;5.2.1&quot;</span>
 
     <span class="k">if</span> <span class="n">params</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
         <span class="n">params</span> <span class="o">=</span> <span class="p">{}</span>
@@ -649,7 +649,7 @@ <h1>Source code for sparknlp</h1><div class="highlight"><pre>
 <span class="sd">    str</span>
 <span class="sd">        The current Spark NLP version.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="s1">&#39;5.2.0&#39;</span></div>
+    <span class="k">return</span> <span class="s1">&#39;5.2.1&#39;</span></div>
 </pre></div>
 
                 </article>
diff --git a/docs/api/python/modules/sparknlp/annotation.html b/docs/api/python/modules/sparknlp/annotation.html
index 225567e9fdc99f..6a06e8051d9414 100644
--- a/docs/api/python/modules/sparknlp/annotation.html
+++ b/docs/api/python/modules/sparknlp/annotation.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotation &#8212; Spark NLP 5.2.0 documentation</title>
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-    <title>sparknlp.annotator.document_normalizer &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.document_normalizer &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/document_token_splitter.html b/docs/api/python/modules/sparknlp/annotator/document_token_splitter.html
index ebc4467856051a..001e845acba99a 100644
--- a/docs/api/python/modules/sparknlp/annotator/document_token_splitter.html
+++ b/docs/api/python/modules/sparknlp/annotator/document_token_splitter.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.document_token_splitter &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.document_token_splitter &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/document_token_splitter_test.html b/docs/api/python/modules/sparknlp/annotator/document_token_splitter_test.html
index 0fd6f110d764b0..00f85609fa4711 100644
--- a/docs/api/python/modules/sparknlp/annotator/document_token_splitter_test.html
+++ b/docs/api/python/modules/sparknlp/annotator/document_token_splitter_test.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.document_token_splitter_test &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.document_token_splitter_test &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/albert_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/albert_embeddings.html
index 4c0ddc30582861..fbb515434e5665 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/albert_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/albert_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.albert_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.albert_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/bert_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/bert_embeddings.html
index 5c04a8d48b7c82..c76a0a710805a8 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/bert_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/bert_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.bert_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.bert_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/bert_sentence_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/bert_sentence_embeddings.html
index 472b0b06811c2b..4b900e850d23a1 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/bert_sentence_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/bert_sentence_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.bert_sentence_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.bert_sentence_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/bge_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/bge_embeddings.html
new file mode 100644
index 00000000000000..bcca976d3f852e
--- /dev/null
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/bge_embeddings.html
@@ -0,0 +1,608 @@
+
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+  <h1>Source code for sparknlp.annotator.embeddings.bge_embeddings</h1><div class="highlight"><pre>
+<span></span><span class="c1">#  Copyright 2017-2022 John Snow Labs</span>
+<span class="c1">#</span>
+<span class="c1">#  Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span>
+<span class="c1">#  you may not use this file except in compliance with the License.</span>
+<span class="c1">#  You may obtain a copy of the License at</span>
+<span class="c1">#</span>
+<span class="c1">#     http://www.apache.org/licenses/LICENSE-2.0</span>
+<span class="c1">#</span>
+<span class="c1">#  Unless required by applicable law or agreed to in writing, software</span>
+<span class="c1">#  distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span>
+<span class="c1">#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span>
+<span class="c1">#  See the License for the specific language governing permissions and</span>
+<span class="c1">#  limitations under the License.</span>
+<span class="sd">&quot;&quot;&quot;Contains classes for BGEEmbeddings.&quot;&quot;&quot;</span>
+
+<span class="kn">from</span> <span class="nn">sparknlp.common</span> <span class="kn">import</span> <span class="o">*</span>
+
+
+<div class="viewcode-block" id="BGEEmbeddings"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/bge_embeddings/index.html#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings">[docs]</a><span class="k">class</span> <span class="nc">BGEEmbeddings</span><span class="p">(</span><span class="n">AnnotatorModel</span><span class="p">,</span>
+                           <span class="n">HasEmbeddingsProperties</span><span class="p">,</span>
+                           <span class="n">HasCaseSensitiveProperties</span><span class="p">,</span>
+                           <span class="n">HasStorageRef</span><span class="p">,</span>
+                           <span class="n">HasBatchedAnnotate</span><span class="p">,</span>
+                           <span class="n">HasMaxSentenceLengthLimit</span><span class="p">):</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Sentence embeddings using BGE.</span>
+
+<span class="sd">   BGE, or BAAI General Embeddings, a model that can map any text to a low-dimensional dense </span>
+<span class="sd">  vector which can be used for tasks like retrieval, classification, clustering, or semantic search.</span>
+<span class="sd">  </span>
+<span class="sd">  Pretrained models can be loaded with `pretrained` of the companion object:</span>
+
+<span class="sd">    &gt;&gt;&gt; embeddings = BGEEmbeddings.pretrained() \\</span>
+<span class="sd">    ...     .setInputCols([&quot;document&quot;]) \\</span>
+<span class="sd">    ...     .setOutputCol(&quot;bge_embeddings&quot;)</span>
+
+
+<span class="sd">    The default model is ``&quot;bge_base&quot;``, if no name is provided.</span>
+
+<span class="sd">    For available pretrained models please see the</span>
+<span class="sd">    `Models Hub &lt;https://sparknlp.org/models?q=BGE&gt;`__.</span>
+
+
+<span class="sd">    ====================== ======================</span>
+<span class="sd">    Input Annotation types Output Annotation type</span>
+<span class="sd">    ====================== ======================</span>
+<span class="sd">    ``DOCUMENT``            ``SENTENCE_EMBEDDINGS``</span>
+<span class="sd">    ====================== ======================</span>
+
+<span class="sd">    Parameters</span>
+<span class="sd">    ----------</span>
+<span class="sd">    batchSize</span>
+<span class="sd">        Size of every batch , by default 8</span>
+<span class="sd">    dimension</span>
+<span class="sd">        Number of embedding dimensions, by default 768</span>
+<span class="sd">    caseSensitive</span>
+<span class="sd">        Whether to ignore case in tokens for embeddings matching, by default False</span>
+<span class="sd">    maxSentenceLength</span>
+<span class="sd">        Max sentence length to process, by default 512</span>
+<span class="sd">    configProtoBytes</span>
+<span class="sd">        ConfigProto from tensorflow, serialized into byte array.</span>
+
+<span class="sd">    References</span>
+<span class="sd">    ----------</span>
+<span class="sd">    `C-Pack: Packaged Resources To Advance General Chinese Embedding &lt;https://arxiv.org/pdf/2309.07597&gt;`__</span>
+<span class="sd">    `BGE Github Repository &lt;https://github.com/FlagOpen/FlagEmbedding&gt;`__</span>
+
+<span class="sd">    **Paper abstract**</span>
+
+<span class="sd">    *We introduce C-Pack, a package of resources that significantly advance the field of general</span>
+<span class="sd">    Chinese embeddings. C-Pack includes three critical resources. </span>
+<span class="sd">    1) C-MTEB is a comprehensive benchmark for Chinese text embeddings covering 6 tasks and 35 datasets.</span>
+<span class="sd">    2) C-MTP is a massive text embedding dataset curated from labeled and unlabeled Chinese corpora</span>
+<span class="sd">    for training embedding models.</span>
+<span class="sd">    3) C-TEM is a family of embedding models covering multiple sizes.</span>
+<span class="sd">    Our models outperform all prior Chinese text embeddings on C-MTEB by up to +10% upon the </span>
+<span class="sd">    time of the release. We also integrate and optimize the entire suite of training methods for</span>
+<span class="sd">    C-TEM. Along with our resources on general Chinese embedding, we release our data and models for</span>
+<span class="sd">    English text embeddings. The English models achieve stateof-the-art performance on the MTEB</span>
+<span class="sd">    benchmark; meanwhile, our released English data is 2 times larger than the Chinese data. All</span>
+<span class="sd">    these resources are made publicly available at https://github.com/FlagOpen/FlagEmbedding.*</span>
+
+<span class="sd">    Examples</span>
+<span class="sd">    --------</span>
+<span class="sd">    &gt;&gt;&gt; import sparknlp</span>
+<span class="sd">    &gt;&gt;&gt; from sparknlp.base import *</span>
+<span class="sd">    &gt;&gt;&gt; from sparknlp.annotator import *</span>
+<span class="sd">    &gt;&gt;&gt; from pyspark.ml import Pipeline</span>
+<span class="sd">    &gt;&gt;&gt; documentAssembler = DocumentAssembler() \\</span>
+<span class="sd">    ...     .setInputCol(&quot;text&quot;) \\</span>
+<span class="sd">    ...     .setOutputCol(&quot;document&quot;)</span>
+<span class="sd">    &gt;&gt;&gt; embeddings = BGEEmbeddings.pretrained() \\</span>
+<span class="sd">    ...     .setInputCols([&quot;document&quot;]) \\</span>
+<span class="sd">    ...     .setOutputCol(&quot;bge_embeddings&quot;)</span>
+<span class="sd">    &gt;&gt;&gt; embeddingsFinisher = EmbeddingsFinisher() \\</span>
+<span class="sd">    ...     .setInputCols([&quot;bge_embeddings&quot;]) \\</span>
+<span class="sd">    ...     .setOutputCols(&quot;finished_embeddings&quot;) \\</span>
+<span class="sd">    ...     .setOutputAsVector(True)</span>
+<span class="sd">    &gt;&gt;&gt; pipeline = Pipeline().setStages([</span>
+<span class="sd">    ...     documentAssembler,</span>
+<span class="sd">    ...     embeddings,</span>
+<span class="sd">    ...     embeddingsFinisher</span>
+<span class="sd">    ... ])</span>
+<span class="sd">    &gt;&gt;&gt; data = spark.createDataFrame([[&quot;query: how much protein should a female eat&quot;,</span>
+<span class="sd">    ... &quot;passage: As a general guideline, the CDC&#39;s average requirement of protein for women ages 19 to 70 is 46 grams per day.&quot; + \</span>
+<span class="sd">    ... &quot;But, as you can see from this chart, you&#39;ll need to increase that if you&#39;re expecting or training for a&quot; + \</span>
+<span class="sd">    ... &quot;marathon. Check out the chart below to see how much protein you should be eating each day.&quot;,</span>
+<span class="sd">    ... ]]).toDF(&quot;text&quot;)</span>
+<span class="sd">    &gt;&gt;&gt; result = pipeline.fit(data).transform(data)</span>
+<span class="sd">    &gt;&gt;&gt; result.selectExpr(&quot;explode(finished_embeddings) as result&quot;).show(5, 80)</span>
+<span class="sd">    +--------------------------------------------------------------------------------+</span>
+<span class="sd">    |                                                                          result|</span>
+<span class="sd">    +--------------------------------------------------------------------------------+</span>
+<span class="sd">    |[[8.0190285E-4, -0.005974853, -0.072875895, 0.007944068, 0.026059335, -0.0080...|</span>
+<span class="sd">    |[[0.050514214, 0.010061974, -0.04340176, -0.020937217, 0.05170225, 0.01157857...|</span>
+<span class="sd">    +--------------------------------------------------------------------------------+</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;BGEEmbeddings&quot;</span>
+
+    <span class="n">inputAnnotatorTypes</span> <span class="o">=</span> <span class="p">[</span><span class="n">AnnotatorType</span><span class="o">.</span><span class="n">DOCUMENT</span><span class="p">]</span>
+
+    <span class="n">outputAnnotatorType</span> <span class="o">=</span> <span class="n">AnnotatorType</span><span class="o">.</span><span class="n">SENTENCE_EMBEDDINGS</span>
+    <span class="n">configProtoBytes</span> <span class="o">=</span> <span class="n">Param</span><span class="p">(</span><span class="n">Params</span><span class="o">.</span><span class="n">_dummy</span><span class="p">(),</span>
+                             <span class="s2">&quot;configProtoBytes&quot;</span><span class="p">,</span>
+                             <span class="s2">&quot;ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString()&quot;</span><span class="p">,</span>
+                             <span class="n">TypeConverters</span><span class="o">.</span><span class="n">toListInt</span><span class="p">)</span>
+
+
+<div class="viewcode-block" id="BGEEmbeddings.setConfigProtoBytes"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/bge_embeddings/index.html#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.setConfigProtoBytes">[docs]</a>    <span class="k">def</span> <span class="nf">setConfigProtoBytes</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">b</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Sets configProto from tensorflow, serialized into byte array.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        b : List[int]</span>
+<span class="sd">            ConfigProto from tensorflow, serialized into byte array</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set</span><span class="p">(</span><span class="n">configProtoBytes</span><span class="o">=</span><span class="n">b</span><span class="p">)</span></div>
+
+    <span class="nd">@keyword_only</span>
+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">classname</span><span class="o">=</span><span class="s2">&quot;com.johnsnowlabs.nlp.embeddings.BGEEmbeddings&quot;</span><span class="p">,</span> <span class="n">java_model</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+        <span class="nb">super</span><span class="p">(</span><span class="n">BGEEmbeddings</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span>
+            <span class="n">classname</span><span class="o">=</span><span class="n">classname</span><span class="p">,</span>
+            <span class="n">java_model</span><span class="o">=</span><span class="n">java_model</span>
+        <span class="p">)</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_setDefault</span><span class="p">(</span>
+            <span class="n">dimension</span><span class="o">=</span><span class="mi">768</span><span class="p">,</span>
+            <span class="n">batchSize</span><span class="o">=</span><span class="mi">8</span><span class="p">,</span>
+            <span class="n">maxSentenceLength</span><span class="o">=</span><span class="mi">512</span><span class="p">,</span>
+            <span class="n">caseSensitive</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+        <span class="p">)</span>
+
+    <span class="nd">@staticmethod</span>
+<div class="viewcode-block" id="BGEEmbeddings.loadSavedModel"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/bge_embeddings/index.html#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.loadSavedModel">[docs]</a>    <span class="k">def</span> <span class="nf">loadSavedModel</span><span class="p">(</span><span class="n">folder</span><span class="p">,</span> <span class="n">spark_session</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Loads a locally saved model.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        folder : str</span>
+<span class="sd">            Folder of the saved model</span>
+<span class="sd">        spark_session : pyspark.sql.SparkSession</span>
+<span class="sd">            The current SparkSession</span>
+
+<span class="sd">        Returns</span>
+<span class="sd">        -------</span>
+<span class="sd">        BGEEmbeddings</span>
+<span class="sd">            The restored model</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="kn">from</span> <span class="nn">sparknlp.internal</span> <span class="kn">import</span> <span class="n">_BGELoader</span>
+        <span class="n">jModel</span> <span class="o">=</span> <span class="n">_BGELoader</span><span class="p">(</span><span class="n">folder</span><span class="p">,</span> <span class="n">spark_session</span><span class="o">.</span><span class="n">_jsparkSession</span><span class="p">)</span><span class="o">.</span><span class="n">_java_obj</span>
+        <span class="k">return</span> <span class="n">BGEEmbeddings</span><span class="p">(</span><span class="n">java_model</span><span class="o">=</span><span class="n">jModel</span><span class="p">)</span></div>
+
+    <span class="nd">@staticmethod</span>
+<div class="viewcode-block" id="BGEEmbeddings.pretrained"><a class="viewcode-back" href="../../../../reference/autosummary/sparknlp/annotator/embeddings/bge_embeddings/index.html#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.pretrained">[docs]</a>    <span class="k">def</span> <span class="nf">pretrained</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s2">&quot;bge_base&quot;</span><span class="p">,</span> <span class="n">lang</span><span class="o">=</span><span class="s2">&quot;en&quot;</span><span class="p">,</span> <span class="n">remote_loc</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+<span class="w">        </span><span class="sd">&quot;&quot;&quot;Downloads and loads a pretrained model.</span>
+
+<span class="sd">        Parameters</span>
+<span class="sd">        ----------</span>
+<span class="sd">        name : str, optional</span>
+<span class="sd">            Name of the pretrained model, by default &quot;bge_base&quot;</span>
+<span class="sd">        lang : str, optional</span>
+<span class="sd">            Language of the pretrained model, by default &quot;en&quot;</span>
+<span class="sd">        remote_loc : str, optional</span>
+<span class="sd">            Optional remote address of the resource, by default None. Will use</span>
+<span class="sd">            Spark NLPs repositories otherwise.</span>
+
+<span class="sd">        Returns</span>
+<span class="sd">        -------</span>
+<span class="sd">        BGEEmbeddings</span>
+<span class="sd">            The restored model</span>
+<span class="sd">        &quot;&quot;&quot;</span>
+        <span class="kn">from</span> <span class="nn">sparknlp.pretrained</span> <span class="kn">import</span> <span class="n">ResourceDownloader</span>
+        <span class="k">return</span> <span class="n">ResourceDownloader</span><span class="o">.</span><span class="n">downloadModel</span><span class="p">(</span><span class="n">BGEEmbeddings</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">lang</span><span class="p">,</span> <span class="n">remote_loc</span><span class="p">)</span></div></div>
+</pre></div>
+
+                </article>
+              
+              
+              
+                <footer class="bd-footer-article">
+                  
+<div class="footer-article-items footer-article__inner">
+  
+    <div class="footer-article-item"><!-- Previous / next buttons -->
+<div class="prev-next-area">
+</div></div>
+  
+</div>
+
+                </footer>
+              
+            </div>
+            
+            
+              
+            
+          </div>
+          <footer class="bd-footer-content">
+            
+          </footer>
+        
+      </main>
+    </div>
+  </div>
+  
+  <!-- Scripts loaded after <body> so the DOM is not blocked -->
+  <script src="../../../../static/scripts/bootstrap.js?digest=e353d410970836974a52"></script>
+<script src="../../../../static/scripts/pydata-sphinx-theme.js?digest=e353d410970836974a52"></script>
+
+  <footer class="bd-footer">
+<div class="bd-footer__inner bd-page-width">
+  
+    <div class="footer-items__start">
+      
+        <div class="footer-item">
+  <p class="copyright">
+    
+      © Copyright 2023, John Snow Labs.
+      <br/>
+    
+  </p>
+</div>
+      
+        <div class="footer-item">
+  <p class="sphinx-version">
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 5.3.0.
+    <br/>
+  </p>
+</div>
+      
+    </div>
+  
+  
+    <div class="footer-items__end">
+      
+        <div class="footer-item"><p class="theme-version">
+  Built with the <a href="https://pydata-sphinx-theme.readthedocs.io/en/stable/index.html">PyData Sphinx Theme</a> 0.13.3.
+</p></div>
+      
+    </div>
+  
+</div>
+
+  </footer>
+  </body>
+</html>
\ No newline at end of file
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/camembert_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/camembert_embeddings.html
index e5e948fd19650f..6257c6d1378c2d 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/camembert_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/camembert_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.camembert_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.camembert_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/chunk_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/chunk_embeddings.html
index 0072377627908b..708778cc30e943 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/chunk_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/chunk_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.chunk_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.chunk_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/deberta_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/deberta_embeddings.html
index 22baf066122b70..4e19d5ad975d8f 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/deberta_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/deberta_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.deberta_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.deberta_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/distil_bert_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/distil_bert_embeddings.html
index b05ca6febed2a2..6ea0bf53982134 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/distil_bert_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/distil_bert_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.distil_bert_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.distil_bert_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/doc2vec.html b/docs/api/python/modules/sparknlp/annotator/embeddings/doc2vec.html
index 8654942a414a94..337e0231750f95 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/doc2vec.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/doc2vec.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.doc2vec &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.doc2vec &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/e5_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/e5_embeddings.html
index 829d7188ceffc8..152db88393b516 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/e5_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/e5_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.e5_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.e5_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/elmo_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/elmo_embeddings.html
index 18f7ab962bac93..27a9e5916bd975 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/elmo_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/elmo_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.elmo_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.elmo_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/instructor_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/instructor_embeddings.html
index 52e29a6c6cf466..62457375ede8af 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/instructor_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/instructor_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.instructor_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.instructor_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/longformer_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/longformer_embeddings.html
index 88137dbb433544..56175f7172b0c5 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/longformer_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/longformer_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.longformer_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.longformer_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/mpnet_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/mpnet_embeddings.html
index 021fa5de33b510..d2ed051a62fc2b 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/mpnet_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/mpnet_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.mpnet_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.mpnet_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_embeddings.html
index 4c0027bd986189..d382e2ac7c660d 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.roberta_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.roberta_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_sentence_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_sentence_embeddings.html
index 3f306191dc3b25..5fd28882b15c42 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_sentence_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/roberta_sentence_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.roberta_sentence_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.roberta_sentence_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/sentence_embeddings.html b/docs/api/python/modules/sparknlp/annotator/embeddings/sentence_embeddings.html
index aa043331d33c1d..c0014592ed7b27 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/sentence_embeddings.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/sentence_embeddings.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.sentence_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.sentence_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/universal_sentence_encoder.html b/docs/api/python/modules/sparknlp/annotator/embeddings/universal_sentence_encoder.html
index 27858d7d56d285..5478f7e0ecfd1a 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/universal_sentence_encoder.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/universal_sentence_encoder.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>sparknlp.annotator.embeddings.universal_sentence_encoder &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.universal_sentence_encoder &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/annotator/embeddings/word2vec.html b/docs/api/python/modules/sparknlp/annotator/embeddings/word2vec.html
index 4dfc95338d7a2d..19ad23988db0f4 100644
--- a/docs/api/python/modules/sparknlp/annotator/embeddings/word2vec.html
+++ b/docs/api/python/modules/sparknlp/annotator/embeddings/word2vec.html
@@ -8,7 +8,7 @@
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
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+    <title>sparknlp.annotator.embeddings.xlm_roberta_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.n_gram_generator &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.normalizer &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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+    <title>sparknlp.base.multi_document_assembler &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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index b2ad35f4049582..fc581f245c122d 100644
--- a/docs/api/python/modules/sparknlp/base/recursive_pipeline.html
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@@ -8,7 +8,7 @@
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+    <title>sparknlp.base.recursive_pipeline &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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index 4c01ad970a4263..be01066d239005 100644
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@@ -8,7 +8,7 @@
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+    <title>sparknlp.base.table_assembler &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/base/token_assembler.html b/docs/api/python/modules/sparknlp/base/token_assembler.html
index ec96b518380e9f..0a9bb8dbe4de9b 100644
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@@ -8,7 +8,7 @@
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+    <title>sparknlp.base.token_assembler &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/common/annotator_approach.html b/docs/api/python/modules/sparknlp/common/annotator_approach.html
index 72d0504b21a020..7c99cc38286f1d 100644
--- a/docs/api/python/modules/sparknlp/common/annotator_approach.html
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+    <title>sparknlp.common.annotator_approach &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/common/annotator_model.html b/docs/api/python/modules/sparknlp/common/annotator_model.html
index ca4bed666c9009..77ebbf80c8647f 100644
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@@ -8,7 +8,7 @@
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+    <title>sparknlp.common.annotator_model &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/common/annotator_properties.html b/docs/api/python/modules/sparknlp/common/annotator_properties.html
index 1341e76c43d5ac..b2210a4b0878ae 100644
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+    <title>sparknlp.common.annotator_properties &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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index fff0ecbab2c638..37545ef2a83ccc 100644
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+    <title>sparknlp.common.match_strategy &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/common/properties.html b/docs/api/python/modules/sparknlp/common/properties.html
index 62aee08455b451..9d744db374957b 100644
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@@ -8,7 +8,7 @@
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+    <title>sparknlp.common.properties &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/common/read_as.html b/docs/api/python/modules/sparknlp/common/read_as.html
index 141f450b3f748a..0c5887924ecbd8 100644
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@@ -8,7 +8,7 @@
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+    <title>sparknlp.common.read_as &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/common/recursive_annotator_approach.html b/docs/api/python/modules/sparknlp/common/recursive_annotator_approach.html
index 66a43a5034c55c..08753001e226c0 100644
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@@ -8,7 +8,7 @@
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diff --git a/docs/api/python/modules/sparknlp/common/utils.html b/docs/api/python/modules/sparknlp/common/utils.html
index 06afd7d1f0843a..161f9a788dde6c 100644
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diff --git a/docs/api/python/modules/sparknlp/functions.html b/docs/api/python/modules/sparknlp/functions.html
index e0204a6feaf76b..11f258eddcfa7b 100644
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+    <title>sparknlp.functions &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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index d456bbaec50404..df79d1d0414bca 100644
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index 2dd13e670c7c9d..585f88059669e9 100644
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index 3fc996d55cc3e7..6ee86eb6502eef 100644
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index 7d2d37d0d97365..2dbe199eaf1c31 100644
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@@ -8,7 +8,7 @@
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@@ -8,7 +8,7 @@
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index 1892e3b9d46b69..bc6e454261cce0 100644
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+    <title>sparknlp.training.conll &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/modules/sparknlp/training/conllu.html b/docs/api/python/modules/sparknlp/training/conllu.html
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@@ -8,7 +8,7 @@
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@@ -8,7 +8,7 @@
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+    <title>sparknlp.training.pub_tator &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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+    <title>sparknlp.training.spacy_to_annotation &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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+    <title>Python Module Index &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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+    <title>sparknlp.annotator.cv.convnext_for_image_classification &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/cv/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/cv/index.html
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-    <title>sparknlp.annotator.cv &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.cv &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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-    <title>sparknlp.annotator.cv.swin_for_image_classification &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.cv.swin_for_image_classification &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/cv/vision_encoder_decoder_for_image_captioning/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/cv/vision_encoder_decoder_for_image_captioning/index.html
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-    <title>sparknlp.annotator.cv.vision_encoder_decoder_for_image_captioning &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.cv.vision_encoder_decoder_for_image_captioning &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/cv/vit_for_image_classification/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/cv/vit_for_image_classification/index.html
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-    <title>sparknlp.annotator.cv.vit_for_image_classification &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.cv.vit_for_image_classification &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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-    <title>sparknlp.annotator.date2_chunk &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.date2_chunk &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../embeddings/bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
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-    <title>sparknlp.annotator.dependency.dependency_parser &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.dependency.dependency_parser &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../../embeddings/bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
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diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/dependency/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/dependency/index.html
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-    <title>sparknlp.annotator.dependency &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.dependency &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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-    <title>sparknlp.annotator.dependency.typed_dependency_parser &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.dependency.typed_dependency_parser &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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-    <title>sparknlp.annotator.document_character_text_splitter &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.document_character_text_splitter &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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-    <title>sparknlp.annotator.document_normalizer &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.document_normalizer &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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-    <title>sparknlp.annotator.document_token_splitter &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.document_token_splitter &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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+  </ul>
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+                  
+  <section id="module-sparknlp.annotator.embeddings.bge_embeddings">
+<span id="sparknlp-annotator-embeddings-bge-embeddings"></span><h1><a class="reference internal" href="#module-sparknlp.annotator.embeddings.bge_embeddings" title="sparknlp.annotator.embeddings.bge_embeddings"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a><a class="headerlink" href="#module-sparknlp.annotator.embeddings.bge_embeddings" title="Permalink to this heading">#</a></h1>
+<p>Contains classes for BGEEmbeddings.</p>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Permalink to this heading">#</a></h2>
+<section id="classes">
+<h3>Classes<a class="headerlink" href="#classes" title="Permalink to this heading">#</a></h3>
+<table class="autosummary longtable table autosummary">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings" title="sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BGEEmbeddings</span></code></a></p></td>
+<td><p>Sentence embeddings using BGE.</p></td>
+</tr>
+</tbody>
+</table>
+<dl class="py class">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">BGEEmbeddings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">classname</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'com.johnsnowlabs.nlp.embeddings.BGEEmbeddings'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">java_model</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/bge_embeddings.html#BGEEmbeddings"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings" title="Permalink to this definition">#</a></dt>
+<dd><p>Sentence embeddings using BGE.</p>
+<blockquote>
+<div><p>BGE, or BAAI General Embeddings, a model that can map any text to a low-dimensional dense</p>
+</div></blockquote>
+<p>vector which can be used for tasks like retrieval, classification, clustering, or semantic search.</p>
+<p>Pretrained models can be loaded with <cite>pretrained</cite> of the companion object:</p>
+<blockquote>
+<div><div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="n">embeddings</span> <span class="o">=</span> <span class="n">BGEEmbeddings</span><span class="o">.</span><span class="n">pretrained</span><span class="p">()</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInputCols</span><span class="p">([</span><span class="s2">&quot;document&quot;</span><span class="p">])</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputCol</span><span class="p">(</span><span class="s2">&quot;bge_embeddings&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>The default model is <code class="docutils literal notranslate"><span class="pre">&quot;bge_base&quot;</span></code>, if no name is provided.</p>
+<p>For available pretrained models please see the
+<a class="reference external" href="https://sparknlp.org/models?q=BGE">Models Hub</a>.</p>
+<table class="table">
+<thead>
+<tr class="row-odd"><th class="head"><p>Input Annotation types</p></th>
+<th class="head"><p>Output Annotation type</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">DOCUMENT</span></code></p></td>
+<td><p><code class="docutils literal notranslate"><span class="pre">SENTENCE_EMBEDDINGS</span></code></p></td>
+</tr>
+</tbody>
+</table>
+</div></blockquote>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>batchSize</strong></dt><dd><p>Size of every batch , by default 8</p>
+</dd>
+<dt><strong>dimension</strong></dt><dd><p>Number of embedding dimensions, by default 768</p>
+</dd>
+<dt><strong>caseSensitive</strong></dt><dd><p>Whether to ignore case in tokens for embeddings matching, by default False</p>
+</dd>
+<dt><strong>maxSentenceLength</strong></dt><dd><p>Max sentence length to process, by default 512</p>
+</dd>
+<dt><strong>configProtoBytes</strong></dt><dd><p>ConfigProto from tensorflow, serialized into byte array.</p>
+</dd>
+</dl>
+</dd>
+</dl>
+<p class="rubric">Examples</p>
+<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span> <span class="nn">sparknlp</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">sparknlp.base</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">sparknlp.annotator</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">pyspark.ml</span> <span class="kn">import</span> <span class="n">Pipeline</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">documentAssembler</span> <span class="o">=</span> <span class="n">DocumentAssembler</span><span class="p">()</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInputCol</span><span class="p">(</span><span class="s2">&quot;text&quot;</span><span class="p">)</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputCol</span><span class="p">(</span><span class="s2">&quot;document&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">embeddings</span> <span class="o">=</span> <span class="n">BGEEmbeddings</span><span class="o">.</span><span class="n">pretrained</span><span class="p">()</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInputCols</span><span class="p">([</span><span class="s2">&quot;document&quot;</span><span class="p">])</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputCol</span><span class="p">(</span><span class="s2">&quot;bge_embeddings&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">embeddingsFinisher</span> <span class="o">=</span> <span class="n">EmbeddingsFinisher</span><span class="p">()</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setInputCols</span><span class="p">([</span><span class="s2">&quot;bge_embeddings&quot;</span><span class="p">])</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputCols</span><span class="p">(</span><span class="s2">&quot;finished_embeddings&quot;</span><span class="p">)</span> \
+<span class="gp">... </span>    <span class="o">.</span><span class="n">setOutputAsVector</span><span class="p">(</span><span class="kc">True</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">pipeline</span> <span class="o">=</span> <span class="n">Pipeline</span><span class="p">()</span><span class="o">.</span><span class="n">setStages</span><span class="p">([</span>
+<span class="gp">... </span>    <span class="n">documentAssembler</span><span class="p">,</span>
+<span class="gp">... </span>    <span class="n">embeddings</span><span class="p">,</span>
+<span class="gp">... </span>    <span class="n">embeddingsFinisher</span>
+<span class="gp">... </span><span class="p">])</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">data</span> <span class="o">=</span> <span class="n">spark</span><span class="o">.</span><span class="n">createDataFrame</span><span class="p">([[</span><span class="s2">&quot;query: how much protein should a female eat&quot;</span><span class="p">,</span>
+<span class="gp">... </span><span class="s2">&quot;passage: As a general guideline, the CDC&#39;s average requirement of protein for women ages 19 to 70 is 46 grams per day.&quot;</span> <span class="o">+</span>     <span class="o">...</span> <span class="s2">&quot;But, as you can see from this chart, you&#39;ll need to increase that if you&#39;re expecting or training for a&quot;</span> <span class="o">+</span>     <span class="o">...</span> <span class="s2">&quot;marathon. Check out the chart below to see how much protein you should be eating each day.&quot;</span><span class="p">,</span>
+<span class="gp">... </span><span class="p">]])</span><span class="o">.</span><span class="n">toDF</span><span class="p">(</span><span class="s2">&quot;text&quot;</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">result</span> <span class="o">=</span> <span class="n">pipeline</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">data</span><span class="p">)</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
+<span class="gp">&gt;&gt;&gt; </span><span class="n">result</span><span class="o">.</span><span class="n">selectExpr</span><span class="p">(</span><span class="s2">&quot;explode(finished_embeddings) as result&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">show</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">80</span><span class="p">)</span>
+<span class="go">+--------------------------------------------------------------------------------+</span>
+<span class="go">|                                                                          result|</span>
+<span class="go">+--------------------------------------------------------------------------------+</span>
+<span class="go">|[[8.0190285E-4, -0.005974853, -0.072875895, 0.007944068, 0.026059335, -0.0080...|</span>
+<span class="go">|[[0.050514214, 0.010061974, -0.04340176, -0.020937217, 0.05170225, 0.01157857...|</span>
+<span class="go">+--------------------------------------------------------------------------------+</span>
+</pre></div>
+</div>
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.setConfigProtoBytes">
+<span class="sig-name descname"><span class="pre">setConfigProtoBytes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">b</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/bge_embeddings.html#BGEEmbeddings.setConfigProtoBytes"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.setConfigProtoBytes" title="Permalink to this definition">#</a></dt>
+<dd><p>Sets configProto from tensorflow, serialized into byte array.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>b</strong><span class="classifier">List[int]</span></dt><dd><p>ConfigProto from tensorflow, serialized into byte array</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.loadSavedModel">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">loadSavedModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">folder</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">spark_session</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/bge_embeddings.html#BGEEmbeddings.loadSavedModel"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.loadSavedModel" title="Permalink to this definition">#</a></dt>
+<dd><p>Loads a locally saved model.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>folder</strong><span class="classifier">str</span></dt><dd><p>Folder of the saved model</p>
+</dd>
+<dt><strong>spark_session</strong><span class="classifier">pyspark.sql.SparkSession</span></dt><dd><p>The current SparkSession</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>BGEEmbeddings</dt><dd><p>The restored model</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.pretrained">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">pretrained</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'bge_base'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lang</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'en'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">remote_loc</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../../modules/sparknlp/annotator/embeddings/bge_embeddings.html#BGEEmbeddings.pretrained"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.pretrained" title="Permalink to this definition">#</a></dt>
+<dd><p>Downloads and loads a pretrained model.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><dl class="simple">
+<dt><strong>name</strong><span class="classifier">str, optional</span></dt><dd><p>Name of the pretrained model, by default “bge_base”</p>
+</dd>
+<dt><strong>lang</strong><span class="classifier">str, optional</span></dt><dd><p>Language of the pretrained model, by default “en”</p>
+</dd>
+<dt><strong>remote_loc</strong><span class="classifier">str, optional</span></dt><dd><p>Optional remote address of the resource, by default None. Will use
+Spark NLPs repositories otherwise.</p>
+</dd>
+</dl>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><dl class="simple">
+<dt>BGEEmbeddings</dt><dd><p>The restored model</p>
+</dd>
+</dl>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
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+<li class="toc-h4 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings"><code class="docutils literal notranslate"><span class="pre">BGEEmbeddings</span></code></a><ul class="nav section-nav flex-column">
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.setConfigProtoBytes"><code class="docutils literal notranslate"><span class="pre">BGEEmbeddings.setConfigProtoBytes()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.loadSavedModel"><code class="docutils literal notranslate"><span class="pre">BGEEmbeddings.loadSavedModel()</span></code></a></li>
+<li class="toc-h5 nav-item toc-entry"><a class="reference internal nav-link" href="#sparknlp.annotator.embeddings.bge_embeddings.BGEEmbeddings.pretrained"><code class="docutils literal notranslate"><span class="pre">BGEEmbeddings.pretrained()</span></code></a></li>
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diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/camembert_embeddings/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/camembert_embeddings/index.html
index 8822e6ced55529..5b0dfed3ce38e3 100644
--- a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/camembert_embeddings/index.html
+++ b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/camembert_embeddings/index.html
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-    <title>sparknlp.annotator.embeddings.camembert_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.camembert_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../albert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.albert_embeddings</span></code></a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
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diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/chunk_embeddings/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/chunk_embeddings/index.html
index 4be01a4e2da7e3..4c8d0d71fe93e7 100644
--- a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/chunk_embeddings/index.html
+++ b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/chunk_embeddings/index.html
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-    <title>sparknlp.annotator.embeddings.chunk_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.chunk_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../albert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.albert_embeddings</span></code></a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
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diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/deberta_embeddings/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/deberta_embeddings/index.html
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-    <title>sparknlp.annotator.embeddings.deberta_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.deberta_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
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index a290d8c20c8883..3f60e441fadea3 100644
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-    <title>sparknlp.annotator.embeddings.distil_bert_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.distil_bert_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
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index d0a0e51d721f1c..74b7557c6c4604 100644
--- a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/doc2vec/index.html
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@@ -9,7 +9,7 @@
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     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.embeddings.doc2vec &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.doc2vec &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bert_embeddings</span></code></a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../camembert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.camembert_embeddings</span></code></a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
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index fff64d98cb988d..9334d23214f2eb 100644
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@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.embeddings.e5_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.e5_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
 <li class="toctree-l2"><a class="reference internal" href="../albert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.albert_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bert_embeddings</span></code></a></li>
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+<li class="toctree-l2"><a class="reference internal" href="../bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../camembert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.camembert_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../chunk_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.chunk_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
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index 6a92dc9f071faf..3ca614047fcce6 100644
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@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.embeddings.elmo_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.elmo_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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 <li class="toctree-l2"><a class="reference internal" href="../bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bert_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../bert_sentence_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bert_sentence_embeddings</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="../bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="../camembert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.camembert_embeddings</span></code></a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
diff --git a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/index.html b/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/index.html
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--- a/docs/api/python/reference/autosummary/sparknlp/annotator/embeddings/index.html
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     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>sparknlp.annotator.embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
 <li class="toctree-l2"><a class="reference internal" href="albert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.albert_embeddings</span></code></a></li>
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 <li class="toctree-l2"><a class="reference internal" href="bert_sentence_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bert_sentence_embeddings</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
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 <li class="toctree-l2"><a class="reference internal" href="chunk_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.chunk_embeddings</span></code></a></li>
 <li class="toctree-l2"><a class="reference internal" href="deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
@@ -505,6 +506,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this
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 <li class="toctree-l1"><a class="reference internal" href="bert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bert_embeddings</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="bert_sentence_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bert_sentence_embeddings</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="camembert_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.camembert_embeddings</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="chunk_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.chunk_embeddings</span></code></a></li>
 <li class="toctree-l1"><a class="reference internal" href="deberta_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.deberta_embeddings</span></code></a></li>
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index b60e971cc037c1..a0c75be13f079d 100644
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-    <title>sparknlp.annotator.embeddings.instructor_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.instructor_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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-    <title>sparknlp.annotator.embeddings.longformer_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
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@@ -333,6 +333,7 @@
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-    <title>sparknlp.annotator.embeddings.mpnet_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
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-    <title>sparknlp.annotator.embeddings.roberta_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.roberta_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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-    <title>sparknlp.annotator.embeddings.roberta_sentence_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
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-    <title>sparknlp.annotator.embeddings.sentence_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.sentence_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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-    <title>sparknlp.annotator.embeddings.universal_sentence_encoder &#8212; Spark NLP 5.2.0 documentation</title>
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-    <title>sparknlp.annotator.embeddings.word2vec &#8212; Spark NLP 5.2.0 documentation</title>
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-    <title>sparknlp.annotator.embeddings.word_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
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-    <title>sparknlp.annotator.embeddings.xlm_roberta_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.xlm_roberta_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
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-    <title>sparknlp.annotator.embeddings.xlm_roberta_sentence_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.xlm_roberta_sentence_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
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-    <title>sparknlp.annotator.embeddings.xlnet_embeddings &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.embeddings.xlnet_embeddings &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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-    <title>sparknlp.annotator.er.entity_ruler &#8212; Spark NLP 5.2.0 documentation</title>
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@@ -333,6 +333,7 @@
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-    <title>sparknlp.annotator.er &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.er &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../embeddings/bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
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-    <title>sparknlp.annotator.graph_extraction &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.graph_extraction &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../embeddings/bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
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-    <title>sparknlp.annotator &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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@@ -541,6 +542,7 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Permalink to thi
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-    <title>sparknlp.annotator.keyword_extraction &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.keyword_extraction &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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+<li class="toctree-l2"><a class="reference internal" href="../embeddings/bge_embeddings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">sparknlp.annotator.embeddings.bge_embeddings</span></code></a></li>
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-    <title>sparknlp.annotator.keyword_extraction.yake_keyword_extraction &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>sparknlp.annotator.keyword_extraction.yake_keyword_extraction &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
@@ -333,6 +333,7 @@
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notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.longformer_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.longformer_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.longformer_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.multi_classifier_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.sentiment_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.tapas_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlnet_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlnet_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.coref</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.coref.spanbert_coref</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.clip_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.convnext_for_image_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.swin_for_image_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.vision_encoder_decoder_for_image_captioning</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.vit_for_image_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.date2_chunk</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.dependency.dependency_parser</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.dependency</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.dependency.typed_dependency_parser</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.document_character_text_splitter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.document_normalizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.document_token_splitter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.document_token_splitter_test</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.albert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.bert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.bert_sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.camembert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.chunk_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.deberta_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.doc2vec</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.e5_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.elmo_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.instructor_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.longformer_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.mpnet_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.roberta_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.roberta_sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.universal_sentence_encoder</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.word2vec</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.word_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.xlm_roberta_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.xlm_roberta_sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.xlnet_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.er.entity_ruler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.er</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.graph_extraction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.keyword_extraction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.keyword_extraction.yake_keyword_extraction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ld_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ld_dl.language_detector_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.lemmatizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.big_text_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.date_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.multi_date_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.regex_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.text_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.n_gram_generator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_approach</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_converter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_crf</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_overwriter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.zero_shot_ner_model</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.normalizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.openai</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.openai.openai_completion</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.openai.openai_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.param.classifier_encoder</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.param.evaluation_dl_params</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.param</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.pos</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.pos.perceptron</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentence</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentence.sentence_detector</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentence.sentence_detector_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentiment</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentiment.sentiment_detector</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentiment.vivekn_sentiment</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.bart_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.gpt2_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.marian_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.t5_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.similarity.document_similarity_ranker</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.similarity</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check.context_spell_checker</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check.norvig_sweeting</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check.symmetric_delete</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.stemmer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.stop_words_cleaner</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.tf_ner_dl_graph_builder</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.chunk_tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.recursive_tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.regex_tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token2_chunk</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ws</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ws.word_segmenter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.audio_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.doc2_chunk</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.document_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.embeddings_finisher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.finisher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.graph_finisher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.has_recursive_fit</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.has_recursive_transform</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.image_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.light_pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.multi_document_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.recursive_pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.table_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.token_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_approach</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_model</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_properties</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_type</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.coverage_result</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.match_strategy</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.properties</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.read_as</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.recursive_annotator_approach</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.storage</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.utils</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.functions</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.annotator_java_ml</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.annotator_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.extended_java_wrapper</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.params_getters_setters</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.recursive</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.logging.comet</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.logging</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained.pretrained_pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained.resource_downloader</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained.utils</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.conll</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.conllu</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.pos</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.pub_tator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.spacy_to_annotation</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.tfgraphs</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.upload_to_hub</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.util</span></code>", "API Reference", "Comet - A meta machine learning platform", "MLflow - a platform for the machine learning lifecycle", "Third Party Projects", "Annotation", "Annotators", "Setting up your own pipeline", "Helper Functions", "User Guide", "Light Pipelines", "Pretrained Pipelines", "Loading datasets for training"], "terms": {"5": [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 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204], "dataset": [1, 22, 34, 39, 56, 58, 66, 70, 71, 74, 75, 76, 77, 78, 81, 82, 91, 93, 105, 106, 114, 120, 125, 131, 145, 180, 184, 187, 188, 190, 191, 204], "train": [1, 5, 8, 12, 13, 14, 16, 17, 18, 20, 21, 22, 24, 25, 27, 28, 29, 32, 33, 34, 36, 37, 38, 39, 42, 43, 44, 45, 46, 49, 50, 52, 54, 56, 58, 63, 64, 65, 66, 68, 69, 70, 71, 72, 74, 76, 77, 78, 80, 81, 83, 84, 85, 91, 93, 94, 95, 99, 100, 103, 105, 106, 109, 113, 114, 117, 120, 122, 123, 124, 125, 127, 128, 129, 131, 133, 134, 138, 140, 145, 147, 156, 174, 181, 184, 197, 201, 202, 204, 205], "light": [1, 5, 69, 85, 91, 156, 204, 206], "helper": [1, 117, 145, 151, 173, 190, 191, 192, 204, 207], "function": [1, 72, 82, 124, 128, 149, 185, 196, 204], "third": [1, 119, 136, 182, 187], "parti": [1, 182], "project": [1, 91, 127, 129, 181, 198], "log": [1, 22, 34, 39, 106, 111, 114, 120, 125, 174], "api": [1, 111, 197, 201, 204], "modul": [1, 30, 57, 73, 87, 89, 90, 92, 97, 102, 110, 115, 116, 118, 121, 126, 132, 139, 144, 155, 166, 178, 183, 189], "data": [2, 3, 4, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 54, 55, 56, 58, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 88, 91, 93, 94, 95, 96, 98, 99, 100, 101, 103, 105, 106, 107, 108, 109, 113, 114, 117, 119, 120, 122, 123, 124, 125, 127, 128, 129, 131, 133, 134, 135, 136, 137, 138, 140, 141, 142, 143, 145, 146, 147, 148, 149, 150, 154, 156, 157, 158, 159, 160, 173, 181, 184, 187, 188, 189, 190, 191, 198, 200, 201, 205, 206, 207], "format": [2, 3, 4, 8, 49, 50, 52, 53, 54, 56, 58, 86, 88, 94, 95, 96, 98, 99, 100, 105, 106, 109, 114, 122, 124, 128, 133, 134, 142, 145, 146, 148, 150, 151, 154, 157, 159, 187, 188, 190, 191, 192, 198, 207], "annotatortyp": [2, 3, 4, 67, 101, 147, 148, 154, 157, 200], "begin": [2, 48, 104, 125, 140, 142, 147, 148, 157, 173, 200], "end": [2, 11, 15, 19, 23, 26, 31, 35, 41, 48, 106, 111, 112, 120, 124, 128, 140, 142, 145, 148, 157, 173, 181, 187, 197, 200, 202], "result": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 55, 56, 58, 59, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 88, 91, 93, 94, 95, 96, 98, 99, 100, 101, 104, 105, 106, 107, 108, 109, 111, 117, 119, 120, 122, 123, 124, 125, 127, 128, 129, 131, 133, 134, 135, 136, 138, 140, 141, 142, 143, 145, 146, 147, 148, 149, 150, 151, 154, 156, 157, 159, 160, 173, 174, 181, 184, 187, 188, 192, 197, 198, 200, 201, 202, 205, 206], "metadata": [2, 3, 4, 40, 48, 55, 91, 100, 105, 106, 108, 117, 148, 150, 154, 156, 157, 173, 181, 185, 200, 202], "embed": [2, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 88, 89, 105, 106, 107, 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8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 63, 64, 65, 66, 68, 69, 70, 71, 72, 74, 75, 76, 77, 78, 80, 81, 82, 83, 84, 85, 86, 93, 94, 95, 96, 98, 99, 100, 105, 106, 109, 113, 114, 117, 120, 122, 124, 125, 127, 128, 131, 133, 134, 145, 156, 163, 168, 173, 175, 179, 184, 202], "pre": [5, 7, 8, 22, 34, 39, 49, 54, 64, 65, 68, 69, 71, 72, 76, 80, 106, 114, 124, 128, 148, 150, 157, 160, 188, 201], "current": [5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 61, 63, 64, 65, 66, 68, 69, 71, 72, 74, 75, 76, 77, 78, 80, 82, 83, 84, 85, 91, 95, 96, 98, 120, 124, 125, 127, 128, 137, 156, 159, 163, 174, 200, 201, 202], "support": [5, 7, 8, 22, 34, 61, 63, 75, 91, 106, 109, 120, 127, 136, 159, 174, 198], "appl": [5, 7, 65, 78, 84, 174], "silicon": [5, 7, 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74, 75, 76, 77, 78, 80, 83, 84, 85, 91, 124, 125, 127, 128, 137, 191, 207], "approach": [5, 8, 50, 52, 77, 78, 85, 91, 103, 105, 106, 108, 120, 122, 124, 125, 128, 131, 133, 134, 161, 204], "challeng": [5, 34, 52, 69, 72, 74, 77, 78, 91], "three": [5, 131, 143], "uniqu": [5, 111, 112, 124], "problem": [5, 34, 63, 72, 76, 124, 128, 131, 145], "multipl": [5, 8, 34, 54, 66, 86, 91, 96, 119, 124, 142, 173, 181, 187], "sound": [5, 59], "each": [5, 7, 14, 18, 22, 29, 34, 38, 39, 44, 50, 52, 53, 54, 59, 68, 70, 71, 76, 79, 81, 82, 86, 88, 91, 94, 95, 96, 99, 100, 101, 103, 105, 106, 108, 109, 111, 114, 117, 119, 120, 122, 124, 129, 131, 133, 134, 141, 142, 145, 148, 157, 167, 173, 180, 190, 202], "input": [5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 59, 60, 61, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 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108, 124, 128], "util": [5, 67, 105, 108, 119, 120, 134, 158, 165, 166, 169, 171, 174, 175, 179, 183], "offlin": [5, 181], "cluster": [5, 71, 74, 80, 174], "step": [5, 22, 34, 39, 70, 81, 106, 114, 181, 197, 201], "align": 5, "target": [5, 80, 124, 127, 142, 147, 156, 184], "label": [5, 12, 13, 14, 16, 17, 18, 20, 21, 22, 24, 25, 27, 28, 29, 32, 33, 34, 36, 37, 38, 39, 42, 43, 44, 45, 46, 49, 50, 52, 54, 56, 58, 71, 86, 93, 103, 104, 105, 106, 108, 113, 114, 122, 123, 128, 131, 137, 145, 181, 187, 197, 201], "loss": [5, 63, 69, 74, 106, 128, 197], "ingredi": 5, "our": [5, 63, 66, 69, 70, 71, 72, 74, 75, 77, 78, 80, 81, 83, 84, 91, 120, 124, 125, 128, 173, 184, 206], "appli": [5, 9, 22, 34, 39, 50, 54, 59, 60, 86, 88, 106, 107, 114, 119, 128, 131, 133, 150, 173, 187], "over": [5, 59, 69, 76, 83, 84, 85, 124, 133, 142, 173, 181, 197], "region": 5, "onli": [5, 8, 50, 52, 53, 54, 56, 58, 59, 60, 72, 80, 85, 96, 99, 109, 111, 119, 120, 124, 125, 127, 128, 140, 145, 158, 167, 168, 187], 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74, 75, 79, 85, 88, 91, 105, 106, 108, 111, 120, 124, 125, 127, 128, 131, 133, 134, 150, 151, 168, 181, 197, 200, 201, 202], "standard": [8, 50, 52, 53, 54, 60, 75, 96, 98, 124, 133, 134, 142], "often": [8, 63, 77, 78, 85], "competit": [8, 83, 84, 91], "prior": [8, 50, 69, 74, 75, 111, 131], "fulli": [8, 184], "zero": [8, 49, 71, 82, 108, 125], "shot": [8, 49, 71, 108, 125], "transfer": [8, 54, 69, 71, 80, 83, 84, 124, 125, 128], "without": [8, 49, 64, 65, 71, 74, 83, 84, 91, 125, 145], "ani": [8, 14, 18, 29, 38, 44, 49, 62, 70, 71, 74, 80, 81, 86, 91, 106, 125, 128, 131, 149, 150, 185, 198, 201, 202, 207], "compar": [8, 52, 54, 63, 68, 69, 72, 74, 76, 85, 91, 120, 124, 128, 131, 181, 197], "human": [8, 68, 91], "accuraci": [8, 50, 52, 56, 58, 64, 65, 70, 80, 81, 83, 84, 105, 106, 117, 133, 145, 197], "releas": [8, 60, 63, 66, 68, 77, 78, 83, 84, 124, 128, 174], "infer": [8, 14, 18, 29, 38, 44, 49, 64, 65, 66, 69, 85], "code": [8, 48, 49, 62, 68, 70, 74, 75, 77, 78, 81, 83, 84, 91, 93, 124, 128, 198, 206], "serv": [8, 52, 198], "foundat": 8, "further": [8, 9, 63, 74, 91, 105, 106, 111, 160], "e": [8, 10, 12, 13, 16, 17, 20, 21, 24, 25, 27, 28, 32, 33, 36, 37, 42, 43, 45, 46, 50, 58, 60, 71, 72, 74, 75, 76, 86, 88, 105, 106, 124, 125, 127, 128, 129, 131, 136, 159, 168, 181, 197], "g": [8, 10, 12, 13, 16, 17, 20, 21, 24, 25, 27, 28, 32, 33, 36, 37, 42, 43, 45, 46, 50, 58, 60, 71, 72, 74, 76, 88, 105, 106, 124, 125, 127, 128, 131, 136, 159, 168, 181, 197], "check": [8, 71, 106, 119, 131, 132, 133, 134, 156, 160, 184, 201, 206], "descript": [8, 58, 74, 79, 91, 96, 133, 140, 167, 169], "ismultilingu": 8, "whether": [8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 50, 52, 53, 54, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 71, 72, 74, 75, 76, 77, 78, 80, 83, 84, 85, 86, 88, 95, 96, 98, 100, 101, 104, 105, 106, 109, 111, 114, 119, 120, 124, 125, 127, 128, 129, 131, 133, 136, 141, 142, 145, 147, 149, 150, 151, 156, 159, 160, 163, 168, 174, 184, 187, 191, 202], "minoutputlength": [8, 53, 124, 125, 128], "minimum": [8, 34, 39, 53, 70, 81, 88, 91, 93, 103, 105, 106, 109, 119, 120, 124, 125, 128, 133, 134, 141, 142, 168, 187], "sequenc": [8, 12, 14, 16, 18, 20, 24, 27, 29, 32, 36, 38, 42, 44, 45, 50, 52, 53, 54, 75, 111, 124, 125, 126, 127, 128, 131, 136, 168], "maxoutputlength": [8, 53, 124, 125, 127, 128], "maximum": [8, 22, 34, 39, 48, 53, 62, 70, 81, 88, 91, 103, 105, 106, 109, 111, 113, 119, 120, 124, 125, 127, 128, 131, 133, 141, 142, 168], "dosampl": [8, 53, 124, 125, 128], "sampl": [8, 53, 111, 124, 125, 127, 128, 168], "decod": [8, 53, 68, 75, 124, 125, 127, 128, 168], "temperatur": [8, 53, 111, 124, 125, 128], "next": [8, 53, 77, 78, 91, 96, 98, 124, 125, 127, 128, 168], "probabl": [8, 12, 14, 16, 18, 20, 24, 27, 29, 32, 36, 38, 42, 44, 45, 53, 91, 111, 124, 125, 127, 128, 129, 133, 168], "topk": [8, 53, 124, 125, 128], "highest": [8, 53, 111, 124, 125, 127, 128, 133, 168], "vocabulari": [8, 53, 70, 81, 124, 125, 127, 128, 131, 168], "keep": [8, 53, 54, 59, 91, 109, 124, 125, 127, 128, 168], "filter": [8, 50, 52, 53, 54, 83, 84, 91, 104, 105, 124, 125, 127, 128, 136, 168, 173, 185], "topp": [8, 53, 111, 124, 125, 127, 128, 168], "most": [8, 53, 59, 61, 66, 69, 75, 76, 91, 106, 111, 124, 125, 127, 128, 168], "add": [8, 53, 82, 96, 98, 119, 124, 125, 127, 128, 131, 142, 168, 201], "top_p": [8, 53, 111], "higher": [8, 53, 82, 91, 111, 123, 124, 125, 127, 128, 168], "kept": [8, 53, 124, 125, 127, 128, 168], "repetitionpenalti": [8, 53, 124, 125, 128], "repetit": [8, 53, 124, 125, 127, 128, 168], "penalti": [8, 53, 124, 125, 127, 128, 168], "norepeatngrams": [8, 53, 124, 125, 128], "ngram": [8, 53, 67, 101, 124, 125, 127, 128, 168], "occur": [8, 53, 124, 125, 127, 128, 168], "onc": [8, 53, 124, 125, 127, 128, 168], "beamsiz": [8, 53, 124], "beam": [8, 53, 124, 168], "mr": 8, "middl": [8, 140, 145], "getlanguag": 8, "langaug": [8, 184], 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124, 125, 127, 128, 131, 147, 148, 150, 157, 160, 181, 187], "defin": [9, 10, 104, 105, 106, 131, 136, 140, 150, 173, 181, 184, 197, 201, 205], "amongst": [9, 150], "thing": [9, 131, 150], "explain_document_dl": [9, 150, 156, 173, 184], "chunktodoc": 9, "chunkconvert": 9, "explainresult": [9, 150], "selectexpr": [9, 10, 22, 40, 48, 49, 50, 52, 53, 54, 56, 58, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 91, 94, 95, 96, 98, 99, 100, 101, 104, 107, 108, 109, 117, 119, 120, 122, 127, 135, 136, 138, 141, 142, 143, 147, 149, 150, 173, 187, 188, 190, 200, 201, 206], "explod": [9, 10, 22, 40, 48, 56, 58, 59, 61, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 91, 95, 98, 99, 100, 101, 104, 107, 108, 117, 119, 120, 127, 143, 149, 150, 173, 187, 190, 200, 201, 206], "col": [9, 56, 58, 86, 95, 104, 107, 150, 173, 200], "loc": [9, 13, 17, 21, 25, 28, 33, 37, 43, 46, 88, 104, 105, 106, 150, 156, 173, 184, 187], "sentenc": [9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 48, 55, 56, 58, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 88, 89, 91, 93, 94, 95, 96, 98, 99, 100, 101, 104, 105, 106, 107, 108, 117, 123, 124, 127, 128, 129, 131, 136, 138, 141, 143, 145, 148, 150, 156, 157, 159, 160, 174, 184, 187, 188, 190, 191, 192, 201, 205, 206], "22": [9, 150, 187, 200], "pattern": [10, 59, 60, 86, 96, 99, 109, 133, 134, 141, 142, 145], "part": [10, 62, 66, 91, 94, 116, 117, 135, 145, 147, 190, 207], "tag": [10, 22, 34, 39, 60, 66, 103, 104, 105, 106, 107, 116, 117, 145, 173, 181, 187, 190, 191, 207], "order": [10, 59, 62, 74, 85, 86, 91, 96, 124, 133, 134, 156, 160, 173, 201, 202, 205, 207], "meaning": [10, 135], "phrase": [10, 66, 70, 81, 95, 100], "onto": [10, 173, 202], "pars": [10, 56, 57, 58, 66, 86, 94, 96, 98, 131, 133, 134, 156, 159, 184, 187, 190], "regular": [10, 59, 99, 105, 119], "express": [10, 39, 48, 59, 96, 99, 119], "wrap": [10, 112, 129, 161, 162, 170, 176, 180], "angl": 10, "bracket": 10, "easili": [10, 72, 117, 149, 197], "distinguish": 10, "itself": [10, 62, 91, 128, 145, 158, 202], "form": [10, 22, 34, 39, 82, 86, 94, 95, 96, 99, 100, 120, 122, 133, 134, 145, 149, 181, 187, 188, 201], "peter": [10, 75, 94, 109, 117, 120, 133, 135, 187], "piper": [10, 94, 117, 135], "employe": [10, 94, 117, 135], "pick": [10, 94, 117, 135], "peck": [10, 94, 117, 135], "pickl": [10, 94, 117, 135], "pepper": [10, 94, 117, 135], "nnp": [10, 117, 156, 173, 187, 188, 190, 191, 200, 205, 206, 207], "nn": [10, 117, 187, 188, 190, 191, 207], "vbp": [10, 117, 156, 188, 200, 205, 206], "vbg": [10, 117], "IN": [10, 117, 156, 173, 188, 190, 191, 200, 205, 206], "jj": [10, 117, 156, 173, 187, 190, 200, 205, 206, 207], "regexpars": 10, "setregexpars": 10, "enclos": 10, "treat": [10, 131, 145], "group": [10, 142], "so": [10, 14, 18, 22, 29, 38, 39, 44, 61, 62, 91, 104, 111, 120, 158, 181, 197], "here": [10, 94, 173, 201], "specif": [10, 40, 56, 58, 60, 64, 65, 69, 80, 88, 91, 106, 124, 125, 137, 156, 158, 181, 205], "noun": [10, 188], "success": [10, 66, 76, 125], "grammar": 10, "parser": [10, 56, 58, 88], "perceptronmodel": [10, 56, 58, 88, 105, 117, 187], "Of": [10, 63, 145], "documentassembl": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 48, 55, 56, 58, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 88, 91, 93, 94, 95, 96, 98, 99, 100, 101, 105, 106, 107, 108, 109, 117, 119, 120, 122, 123, 124, 125, 127, 128, 129, 131, 133, 134, 135, 136, 138, 140, 141, 142, 143, 145, 147, 148, 149, 157, 158, 159, 160, 181, 187, 197, 201], "sentencedetector": [10, 22, 40, 48, 56, 58, 65, 67, 78, 80, 84, 88, 91, 94, 99, 101, 105, 106, 107, 108, 117, 119, 120, 136, 138, 158, 160, 187, 201, 202], "postag": 10, "11": [10, 55, 83, 84, 96, 98, 101, 117, 192], "21": [10, 96, 98, 107, 117, 192], "35": [10, 117, 192], "39": [10, 107, 117, 190, 192], "52": [10, 107, 117, 190], "58": [10, 52, 117], "albertforquestionansw": 11, "classifi": [11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 49, 50, 52, 91, 149, 201], "dl": [11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 93, 106, 108, 133, 134], "albert": [11, 12, 13, 63], "span": [11, 15, 19, 23, 26, 31, 35, 41, 124, 128], "question": [11, 15, 19, 23, 26, 31, 35, 40, 41, 56, 58, 64, 65, 72, 77, 78, 85, 108, 117, 124, 125, 128, 156], "answer": [11, 15, 19, 23, 26, 31, 35, 40, 41, 56, 58, 59, 64, 65, 72, 85, 108, 124, 125, 128, 156], "squad": [11, 15, 19, 23, 26, 31, 35, 41, 63, 64, 65, 68, 76, 77, 78, 124], "linear": [11, 12, 13, 15, 16, 17, 19, 20, 21, 23, 24, 25, 26, 27, 28, 31, 32, 33, 35, 36, 37, 41, 42, 43, 45, 46, 52, 125], "layer": [11, 12, 13, 15, 16, 17, 19, 20, 21, 23, 24, 25, 26, 27, 28, 31, 32, 33, 35, 36, 37, 41, 42, 43, 45, 46, 63, 64, 65, 68, 72, 85], "comput": [11, 15, 19, 23, 26, 31, 35, 41, 50, 52, 54, 63, 68, 69, 74, 80, 125, 127, 134, 145, 156, 205], "logit": [11, 12, 14, 15, 16, 18, 19, 20, 23, 26, 27, 29, 31, 32, 35, 36, 38, 41, 42, 44, 45, 111], "spanclassifi": [11, 15, 19, 23, 26, 31, 35, 41], "document_quest": [11, 15, 19, 23, 26, 31, 35, 40, 41], "document_context": [11, 15, 19, 23, 26, 31, 35, 41], "albert_base_qa_squad2": 11, "allow": [11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 52, 53, 72, 80, 105, 106, 109, 119, 120, 124, 141, 142, 158, 167], "faster": [11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 69, 72, 133, 134], "casesensit": 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125, 127, 128, 131], "maxsentencelength": [11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 48, 63, 64, 65, 66, 68, 69, 70, 71, 74, 75, 76, 77, 78, 81, 83, 84, 85], "128": [11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 33, 34, 35, 36, 37, 38, 41, 42, 43, 44, 45, 46, 63, 64, 65, 66, 68, 69, 74, 77, 78, 83, 84, 85, 181, 197], "multidocumentassembl": [11, 15, 19, 23, 26, 31, 35, 40, 41, 157], "context": [11, 15, 19, 23, 26, 31, 35, 41, 64, 65, 70, 72, 81, 85, 111, 123, 131, 142], "setcasesensit": [11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 35, 36, 37, 38, 41, 42, 43, 44, 45, 46, 67, 69, 75, 77, 83, 95, 100, 105, 133, 136, 149, 160], "what": [11, 15, 19, 23, 26, 31, 35, 39, 41, 50, 56, 58, 91, 93, 108, 111, 127, 131, 140, 188, 198], "my": [11, 13, 15, 17, 19, 22, 23, 25, 26, 28, 31, 33, 35, 37, 39, 41, 43, 46, 59, 60, 61, 99, 101, 108, 111, 119, 125, 136, 138, 141, 201], "clara": [11, 15, 19, 23, 26, 31, 35, 41, 108], "live": [11, 13, 15, 17, 19, 23, 25, 26, 28, 31, 33, 35, 37, 41, 43, 46, 108, 125, 181, 197], "berkelei": [11, 15, 19, 23, 26, 31, 35, 41], "albertforsequenceclassif": [12, 24], "regress": [12, 16, 20, 24, 27, 32, 36, 42, 45, 124, 128], "pool": [12, 16, 20, 24, 27, 32, 36, 42, 45, 67, 72, 79], "multi": [12, 16, 20, 22, 24, 27, 32, 34, 36, 39, 42, 45, 63, 80, 83, 84, 91, 93, 127], "sequenceclassifi": [12, 14, 16, 18, 20, 24, 27, 29, 32, 36, 38, 42, 44, 45], "albert_base_sequence_classifier_imdb": 12, "coalescesent": [12, 14, 16, 18, 20, 24, 27, 29, 32, 36, 38, 42, 44, 45, 93], "instead": [12, 14, 16, 18, 20, 24, 27, 29, 32, 36, 38, 42, 44, 45, 65, 91, 93, 96, 98, 128, 149, 150, 156, 205], "per": [12, 13, 14, 16, 17, 18, 20, 21, 22, 24, 25, 27, 28, 29, 32, 33, 34, 36, 37, 38, 39, 42, 43, 44, 45, 46, 71, 83, 84, 93, 96, 101, 103, 104, 105, 106, 111, 145, 156, 173, 184, 187], "inputcol": [12, 14, 16, 18, 20, 22, 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"reference/autosummary/sparknlp/pretrained/pretrained_pipeline/index.rst", "reference/autosummary/sparknlp/pretrained/resource_downloader/index.rst", "reference/autosummary/sparknlp/pretrained/utils/index.rst", "reference/autosummary/sparknlp/training/conll/index.rst", "reference/autosummary/sparknlp/training/conllu/index.rst", "reference/autosummary/sparknlp/training/index.rst", "reference/autosummary/sparknlp/training/pos/index.rst", "reference/autosummary/sparknlp/training/pub_tator/index.rst", "reference/autosummary/sparknlp/training/spacy_to_annotation/index.rst", "reference/autosummary/sparknlp/training/tfgraphs/index.rst", "reference/autosummary/sparknlp/upload_to_hub/index.rst", "reference/autosummary/sparknlp/util/index.rst", "reference/index.rst", "third_party/Comet.rst", "third_party/MLflow.rst", "third_party/index.rst", "user_guide/annotation.rst", "user_guide/annotators.rst", "user_guide/custom_pipelines.rst", "user_guide/helpers.rst", "user_guide/index.rst", "user_guide/light_pipelines.rst", "user_guide/pretrained_pipelines.rst", "user_guide/training.rst"], "titles": ["Getting Started", "Spark NLP Documentation", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotation</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotation_audio</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotation_image</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.audio.hubert_for_ctc</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.audio</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.audio.wav2vec2_for_ctc</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.audio.whisper_for_ctc</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.chunk2_doc</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.chunker</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.albert_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.albert_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.albert_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.bart_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.bert_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.bert_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.bert_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.bert_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.camembert_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.camembert_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.camembert_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.classifier_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.deberta_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.deberta_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.deberta_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.distil_bert_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.longformer_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.longformer_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.longformer_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.multi_classifier_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.roberta_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.sentiment_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.tapas_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_question_answering</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlm_roberta_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlnet_for_sequence_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.classifier_dl.xlnet_for_token_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.coref</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.coref.spanbert_coref</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.clip_for_zero_shot_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.convnext_for_image_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.swin_for_image_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.vision_encoder_decoder_for_image_captioning</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.cv.vit_for_image_classification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.date2_chunk</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.dependency.dependency_parser</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.dependency</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.dependency.typed_dependency_parser</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.document_character_text_splitter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.document_normalizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.document_token_splitter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.document_token_splitter_test</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.albert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.bert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.bert_sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.bge_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.camembert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.chunk_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.deberta_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.distil_bert_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.doc2vec</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.e5_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.elmo_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.instructor_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.longformer_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.mpnet_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.roberta_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.roberta_sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.universal_sentence_encoder</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.word2vec</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.word_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.xlm_roberta_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.xlm_roberta_sentence_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.embeddings.xlnet_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.er.entity_ruler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.er</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.graph_extraction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.keyword_extraction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.keyword_extraction.yake_keyword_extraction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ld_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ld_dl.language_detector_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.lemmatizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.big_text_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.date_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.multi_date_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.regex_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.matcher.text_matcher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.n_gram_generator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_approach</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_converter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_crf</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.ner_overwriter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ner.zero_shot_ner_model</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.normalizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.openai</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.openai.openai_completion</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.openai.openai_embeddings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.param.classifier_encoder</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.param.evaluation_dl_params</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.param</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.pos</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.pos.perceptron</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentence</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentence.sentence_detector</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentence.sentence_detector_dl</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentiment</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentiment.sentiment_detector</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.sentiment.vivekn_sentiment</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.bart_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.gpt2_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.marian_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.seq2seq.t5_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.similarity.document_similarity_ranker</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.similarity</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check.context_spell_checker</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check.norvig_sweeting</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.spell_check.symmetric_delete</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.stemmer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.stop_words_cleaner</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.tf_ner_dl_graph_builder</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.chunk_tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.recursive_tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.regex_tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token.tokenizer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.token2_chunk</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ws</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.annotator.ws.word_segmenter</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.audio_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.doc2_chunk</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.document_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.embeddings_finisher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.finisher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.graph_finisher</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.has_recursive_fit</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.has_recursive_transform</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.image_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.light_pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.multi_document_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.recursive_pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.table_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.base.token_assembler</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_approach</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_model</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_properties</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.annotator_type</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.coverage_result</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.match_strategy</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.properties</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.read_as</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.recursive_annotator_approach</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.storage</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.common.utils</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.functions</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.annotator_java_ml</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.annotator_transformer</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.extended_java_wrapper</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.params_getters_setters</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.internal.recursive</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.logging.comet</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.logging</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained.pretrained_pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained.resource_downloader</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.pretrained.utils</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.conll</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.conllu</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.pos</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.pub_tator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.spacy_to_annotation</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.training.tfgraphs</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.upload_to_hub</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">sparknlp.util</span></code>", "API Reference", "Comet - A meta machine learning platform", "MLflow - a platform for the machine learning lifecycle", "Third Party Projects", "Annotation", "Annotators", "Setting up your own 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78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 99, 100, 101, 102, 104, 106, 107, 108, 109, 110, 114, 115, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 138, 139, 141, 142, 143, 144, 146, 147, 148, 149, 150, 151, 155, 157, 158, 159, 160, 161, 174, 182, 185, 188, 189, 190, 191, 192, 199, 201, 202, 206, 207, 208], "format": [2, 3, 4, 8, 49, 50, 52, 53, 54, 56, 58, 87, 89, 95, 96, 97, 99, 100, 101, 106, 107, 110, 115, 123, 125, 129, 134, 135, 143, 146, 147, 149, 151, 152, 155, 158, 160, 188, 189, 191, 192, 193, 199, 208], "annotatortyp": [2, 3, 4, 68, 102, 148, 149, 155, 158, 201], "begin": [2, 48, 105, 126, 141, 143, 148, 149, 158, 174, 201], "end": [2, 11, 15, 19, 23, 26, 31, 35, 41, 48, 107, 112, 113, 121, 125, 129, 141, 143, 146, 149, 158, 174, 182, 188, 198, 201, 203], "result": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 55, 56, 58, 59, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 99, 100, 101, 102, 105, 106, 107, 108, 109, 110, 112, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 139, 141, 142, 143, 144, 146, 147, 148, 149, 150, 151, 152, 155, 157, 158, 160, 161, 174, 175, 182, 185, 188, 189, 193, 198, 199, 201, 202, 203, 206, 207], "metadata": [2, 3, 4, 40, 48, 55, 92, 101, 106, 107, 109, 118, 149, 151, 155, 157, 158, 174, 182, 186, 201, 203], "embed": [2, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 89, 90, 106, 107, 108, 130, 149, 150, 151, 157, 158, 169, 174, 175, 181, 185, 201], "repres": [2, 3, 4, 56, 58, 63, 69, 75, 86, 87, 89, 96, 101, 102, 112, 113, 143, 182, 185, 202], "output": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 59, 60, 61, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 99, 100, 101, 102, 105, 106, 107, 108, 109, 110, 112, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 139, 141, 142, 143, 144, 146, 147, 148, 149, 150, 151, 152, 155, 157, 158, 160, 161, 164, 169, 174, 175, 182, 191, 198, 201, 202, 203], "spark": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 55, 56, 58, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 90, 92, 94, 95, 96, 97, 99, 100, 101, 102, 106, 107, 108, 109, 110, 115, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 139, 141, 142, 143, 144, 146, 147, 148, 149, 150, 151, 154, 155, 156, 157, 158, 159, 160, 161, 167, 170, 174, 175, 177, 178, 179, 182, 185, 186, 188, 189, 191, 192, 193, 197, 199, 200, 201, 202, 204, 205, 206, 208], "nlp": [2, 3, 4, 5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 60, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 86, 87, 89, 90, 94, 95, 96, 100, 101, 106, 107, 108, 109, 110, 118, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 137, 139, 141, 143, 146, 148, 149, 150, 151, 155, 156, 157, 158, 159, 160, 161, 167, 175, 179, 182, 185, 186, 188, 189, 191, 192, 197, 199, 200, 201, 202, 203, 204, 205, 206, 208], "detail": [2, 3, 4, 8, 53, 84, 85, 92, 109, 125, 126, 128, 129, 169], "paramet": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 55, 56, 58, 59, 60, 61, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 99, 100, 101, 102, 104, 105, 106, 107, 108, 109, 110, 112, 113, 114, 115, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 138, 139, 141, 142, 143, 144, 146, 147, 148, 149, 150, 151, 152, 155, 157, 158, 160, 161, 164, 169, 173, 174, 175, 180, 181, 182, 185, 186, 188, 189, 191, 192], "annotator_typ": [2, 3, 4], "str": [2, 3, 4, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 59, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 100, 101, 102, 104, 105, 106, 107, 108, 109, 110, 112, 113, 114, 115, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 137, 138, 141, 142, 143, 146, 147, 148, 149, 150, 151, 152, 155, 157, 158, 160, 161, 164, 169, 173, 174, 175, 180, 182, 185, 186, 188, 189, 191, 192], "The": [2, 3, 4, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 59, 61, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 99, 100, 101, 105, 106, 107, 108, 109, 110, 112, 115, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 137, 139, 142, 143, 146, 149, 151, 157, 158, 160, 169, 174, 175, 182, 185, 186, 188, 189, 191, 192, 193, 198, 201, 202, 203, 205, 206, 208], "type": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 55, 56, 58, 59, 60, 61, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 99, 100, 101, 102, 105, 106, 107, 108, 109, 110, 112, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 139, 141, 142, 143, 144, 146, 147, 148, 149, 150, 151, 152, 155, 157, 158, 160, 161, 174, 176, 185, 191, 201, 202, 205], "possibl": [2, 3, 4, 68, 70, 84, 85, 87, 120, 132, 135, 149, 158, 168, 170, 182, 198], "valu": [2, 3, 4, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 59, 60, 61, 65, 68, 73, 75, 81, 84, 87, 89, 92, 94, 95, 97, 100, 101, 102, 104, 105, 106, 107, 108, 109, 110, 112, 113, 114, 115, 118, 120, 121, 124, 125, 126, 128, 129, 130, 132, 134, 137, 138, 142, 143, 146, 147, 148, 149, 150, 151, 152, 155, 157, 158, 160, 161, 164, 168, 169, 170, 180, 182, 198, 208], "token": [2, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 53, 56, 58, 61, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 89, 90, 92, 95, 96, 101, 102, 104, 105, 106, 107, 108, 109, 110, 112, 115, 118, 123, 124, 125, 126, 128, 129, 132, 134, 135, 136, 137, 144, 146, 148, 150, 157, 159, 161, 169, 175, 185, 188, 192, 193, 202, 206, 207], "wordpiec": 2, "word_embed": [2, 63, 64, 67, 68, 69, 70, 73, 74, 76, 78, 80, 82, 84, 86, 90, 106, 107, 115], "sentence_embed": [2, 22, 34, 39, 65, 66, 71, 72, 74, 75, 77, 79, 81, 85, 90, 130, 182, 198, 202], "categori": [2, 12, 14, 16, 18, 20, 22, 24, 27, 29, 32, 34, 36, 38, 39, 42, 44, 45, 49, 50, 52, 54, 182, 198, 202], "date": [2, 55, 97, 99, 100], "entiti": [2, 9, 13, 17, 21, 25, 28, 33, 37, 43, 46, 48, 52, 55, 67, 87, 88, 89, 96, 101, 103, 104, 105, 106, 107, 108, 109, 139, 144, 151, 157, 185], "sentiment": [2, 22, 34, 39, 73, 86, 90, 129, 175, 202, 203], "po": [2, 10, 12, 14, 16, 18, 20, 24, 27, 29, 32, 36, 38, 42, 44, 45, 56, 58, 89, 90, 106, 107, 141, 146, 157, 174, 175, 185, 188, 190, 201, 205, 206, 207], "chunk": [2, 9, 10, 11, 15, 19, 23, 26, 31, 35, 40, 41, 55, 59, 61, 68, 71, 82, 87, 92, 96, 100, 101, 102, 105, 139, 144, 148, 151, 174, 182, 192, 198, 208], "named_ent": [2, 13, 17, 21, 25, 28, 33, 37, 43, 46, 89, 105, 106, 107, 108, 109, 115, 157, 185], "negex": 2, "labeled_depend": [2, 58], "languag": [2, 5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 86, 87, 92, 93, 94, 95, 96, 101, 106, 107, 109, 118, 121, 124, 125, 126, 128, 129, 132, 134, 135, 137, 143, 146, 148, 158, 161, 169, 186, 202], "keyword": [2, 91, 92, 123], "dummi": [2, 60], "int": [2, 4, 5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 48, 50, 52, 53, 54, 56, 58, 59, 61, 63, 64, 65, 66, 67, 69, 70, 72, 73, 75, 76, 77, 78, 79, 81, 83, 84, 85, 86, 89, 92, 94, 97, 102, 104, 106, 107, 110, 112, 114, 115, 118, 120, 121, 124, 125, 126, 128, 129, 130, 132, 135, 138, 142, 143, 146, 169, 175, 182, 188], "index": [2, 92, 96, 142, 175, 188], "charact": [2, 60, 73, 76, 87, 94, 100, 102, 110, 120, 121, 132, 134, 135, 142, 143, 146, 151], "under": [2, 70, 77, 86, 92, 175], "last": [2, 97, 99, 139, 193, 206], "string": [2, 8, 22, 34, 39, 48, 56, 60, 87, 100, 102, 108, 110, 121, 129, 135, 137, 141, 148, 149, 151, 155, 157, 158, 206], "dict": [2, 3, 4, 56, 58, 87, 95, 96, 100, 101, 106, 108, 109, 110, 112, 115, 123, 132, 134, 135, 143, 157, 173, 175, 181, 182, 185], "associ": [2, 3, 4, 34, 81, 87, 100, 105, 112, 182], "list": [2, 3, 4, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 48, 50, 52, 53, 54, 59, 60, 63, 64, 65, 66, 67, 69, 70, 72, 73, 75, 76, 77, 78, 79, 81, 84, 85, 86, 87, 89, 92, 94, 97, 100, 104, 105, 107, 108, 109, 110, 112, 114, 120, 121, 125, 126, 128, 129, 130, 132, 137, 141, 143, 150, 151, 157, 158, 164, 174, 181, 182, 185, 186, 193, 197, 202], "vector": [2, 34, 64, 65, 66, 68, 69, 71, 72, 73, 81, 82, 83, 130, 150, 151, 201], "where": [2, 34, 69, 73, 87, 92, 95, 96, 100, 101, 102, 112, 118, 121, 123, 125, 126, 129, 130, 134, 135, 146, 148, 191], "applic": [2, 54, 92, 125, 168, 182, 183, 198, 200], "copi": [2, 3, 4, 186], "differ": [2, 3, 4, 50, 52, 56, 58, 73, 75, 78, 79, 84, 86, 92, 97, 120, 121, 132, 143, 146, 157, 182, 206], "return": [2, 3, 4, 5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 92, 94, 95, 96, 101, 102, 104, 106, 107, 109, 112, 118, 120, 121, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 141, 143, 146, 148, 157, 169, 173, 174, 175, 176, 181, 185, 186, 188, 189, 191, 192], "newli": [2, 3, 4], "static": [2, 5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 86, 94, 95, 96, 101, 106, 107, 109, 118, 121, 124, 125, 126, 128, 129, 132, 134, 135, 137, 143, 146, 186, 202], "datatyp": [2, 174], "structtyp": 2, "schema": [2, 105, 182, 198], "look": [2, 62, 107, 134, 201], "like": [2, 5, 11, 15, 19, 22, 23, 26, 31, 35, 41, 48, 53, 60, 63, 66, 68, 70, 76, 80, 86, 89, 92, 100, 105, 112, 121, 124, 126, 132, 143, 146, 182, 198, 200, 201], "struct": [2, 149, 155, 158], "containsnul": [2, 34, 147, 149, 155, 158], "true": [2, 12, 13, 14, 16, 17, 18, 20, 21, 22, 24, 25, 27, 28, 29, 32, 33, 34, 36, 37, 38, 39, 42, 43, 44, 45, 46, 49, 50, 52, 53, 54, 59, 60, 61, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 94, 96, 97, 99, 101, 105, 107, 110, 120, 121, 130, 132, 134, 142, 143, 146, 147, 148, 149, 150, 151, 152, 155, 158, 160, 182, 186, 188, 189, 192, 193, 198, 202, 203], "nullabl": [2, 34, 147, 149, 155, 158], "fals": [2, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 55, 56, 58, 59, 60, 61, 63, 64, 65, 66, 67, 68, 69, 70, 72, 73, 75, 76, 77, 78, 79, 80, 81, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 99, 100, 101, 102, 105, 106, 107, 108, 109, 110, 115, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 139, 141, 142, 143, 144, 146, 148, 149, 150, 151, 152, 157, 158, 160, 161, 174, 175, 182, 185, 188, 189, 191, 193, 198, 201, 202, 203, 208], "integ": [2, 50, 52, 53, 54, 149, 155, 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50, 52, 53, 54, 63, 64, 65, 66, 67, 69, 70, 72, 73, 75, 76, 77, 78, 79, 81, 83, 84, 85, 86, 96, 125, 126, 128, 129, 157, 174, 181, 185, 188, 189, 191, 192], "arraytyp": [2, 148, 174], "fromrow": 2, "row": [2, 40, 59, 61, 83, 120, 121, 124, 149, 158, 160, 174, 188], "column": [2, 9, 22, 34, 39, 60, 83, 95, 104, 106, 107, 114, 115, 118, 124, 130, 138, 143, 146, 147, 148, 149, 150, 151, 152, 155, 158, 161, 164, 174, 185, 188, 191, 202], "torow": 2, "transform": [2, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 55, 56, 58, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 99, 100, 101, 102, 105, 106, 107, 108, 109, 110, 112, 115, 118, 120, 121, 123, 124, 125, 126, 127, 128, 129, 130, 132, 134, 135, 136, 137, 139, 141, 142, 143, 144, 146, 147, 148, 149, 150, 151, 152, 154, 155, 157, 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81, 83, 87, 95, 96, 100, 101, 106, 107, 110, 115, 121, 123, 132, 134, 135, 138, 143, 147, 160, 170, 175, 182, 188, 189, 191, 192, 198, 208], "byte": [3, 4, 5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 50, 52, 53, 54, 63, 64, 65, 66, 67, 69, 70, 72, 73, 75, 76, 77, 78, 79, 81, 84, 85, 86, 94, 107, 114, 125, 126, 128, 129, 132, 182], "annotationimag": [4, 157, 185], "origin": [4, 49, 50, 52, 53, 54, 63, 71, 76, 78, 82, 105, 121, 125, 155], "height": [4, 50, 52, 53, 54, 155], "width": [4, 50, 52, 53, 54, 155], "nchannel": [4, 155], "mode": [4, 22, 34, 39, 107, 115, 134, 149, 155, 158, 182], "imag": [4, 49, 50, 52, 53, 54, 155, 157, 185], "uri": [4, 186], "pixel": [4, 52], "number": [4, 8, 14, 18, 22, 29, 34, 38, 39, 44, 53, 56, 58, 61, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 92, 102, 104, 106, 107, 112, 114, 118, 120, 121, 125, 126, 128, 129, 130, 132, 138, 146, 169, 188, 189], "color": 4, "channel": [4, 50, 52, 53, 54, 132], "opencv": 4, "concern": [5, 7, 8, 12, 49, 50, 52, 53, 54, 55, 63], "hubertforctc": 5, "classnam": [5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 86, 87, 89, 94, 95, 96, 100, 101, 106, 107, 109, 110, 112, 113, 118, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 137, 139, 141, 143, 146, 160, 162, 163, 171, 177], "java_model": [5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 86, 87, 89, 94, 95, 96, 100, 101, 106, 107, 109, 110, 112, 113, 118, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 137, 139, 141, 143, 146, 154, 160, 163, 181], "none": [5, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 86, 87, 89, 94, 95, 96, 100, 101, 106, 107, 109, 110, 112, 113, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 139, 141, 143, 144, 146, 147, 149, 150, 151, 152, 153, 154, 155, 158, 160, 163, 175, 181, 182, 185, 186, 203], "hubert": 5, "head": [5, 7, 8, 11, 12, 13, 15, 16, 17, 19, 20, 21, 23, 24, 25, 26, 27, 28, 31, 32, 33, 35, 36, 37, 41, 42, 43, 45, 46, 48, 59, 63, 86, 105, 106, 107, 157, 174, 185, 202], "connectionist": [5, 7, 8], "tempor": [5, 7, 8], "classif": [5, 7, 8, 11, 12, 13, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 41, 42, 43, 45, 46, 49, 50, 52, 54, 63, 66, 72, 75, 81, 124, 125, 129, 202], "ctc": [5, 7, 8], "wa": [5, 7, 12, 13, 14, 16, 17, 18, 22, 24, 25, 27, 28, 29, 32, 33, 36, 37, 38, 39, 42, 43, 44, 45, 46, 49, 50, 52, 59, 60, 61, 67, 69, 70, 76, 78, 79, 83, 84, 85, 92, 112, 124, 125, 126, 132, 185, 202, 203], "propos": [5, 7, 50, 52, 63, 67, 69, 70, 77, 78, 79, 84, 85, 86], "self": [5, 7, 52, 63, 76, 128, 169], "supervis": [5, 7, 8, 63, 72, 73, 81, 92, 125, 126], "speech": [5, 7, 8, 10, 67, 117, 118, 146, 191, 208], "represent": [5, 7, 52, 63, 64, 65, 70, 71, 72, 73, 82, 83, 84, 85, 86, 105, 129, 160, 173], "learn": [5, 7, 22, 34, 39, 55, 63, 70, 71, 73, 78, 79, 81, 82, 84, 85, 86, 92, 106, 107, 114, 121, 125, 126, 129, 132, 182, 200], "mask": [5, 52, 69, 77, 84, 85, 86, 125, 142], "predict": [5, 8, 49, 52, 69, 77, 107, 126, 129, 182, 198], "hidden": [5, 11, 13, 15, 17, 19, 21, 23, 25, 26, 28, 31, 33, 35, 37, 41, 43, 46, 63, 73, 86, 138], "unit": [5, 126, 138], "wei": [5, 52], "ning": 5, "hsu": 5, "benjamin": [5, 67], "bolt": 5, 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39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 86, 87, 94, 95, 96, 97, 99, 100, 101, 106, 107, 110, 114, 115, 118, 121, 123, 125, 126, 128, 129, 132, 134, 135, 146, 157, 164, 169, 174, 176, 180, 185, 203], "pre": [5, 7, 8, 22, 34, 39, 49, 54, 64, 65, 69, 70, 72, 73, 77, 81, 107, 115, 125, 129, 149, 151, 158, 161, 189, 202], "current": [5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 61, 63, 64, 65, 66, 67, 69, 70, 72, 73, 75, 76, 77, 78, 79, 81, 83, 84, 85, 86, 92, 96, 97, 99, 121, 125, 126, 128, 129, 138, 157, 160, 164, 175, 201, 202, 203], "support": [5, 7, 8, 22, 34, 61, 63, 76, 92, 107, 110, 121, 128, 137, 160, 175, 199], "appl": [5, 7, 65, 79, 85, 175], "silicon": [5, 7, 175], "processor": [5, 7], "m1": [5, 7], "due": [5, 7, 12, 14, 16, 18, 20, 24, 27, 29, 32, 36, 38, 42, 44, 45, 63, 76, 125], "instruct": [5, 7, 75], "xla": [5, 7], "companion": [5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 53, 54, 56, 58, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 86, 94, 95, 106, 107, 109, 118, 121, 125, 126, 128, 129, 132, 134, 135, 137, 146, 178], "object": [5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 62, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 86, 94, 95, 106, 107, 109, 112, 118, 121, 125, 126, 128, 129, 132, 134, 135, 136, 137, 146, 168, 170, 177, 178, 182, 201, 202], "speechtotext": [5, 7, 8], "setinputcol": [5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 55, 56, 58, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 99, 100, 101, 102, 105, 106, 107, 108, 109, 110, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 138, 139, 141, 142, 143, 144, 146, 147, 148, 149, 150, 151, 152, 155, 158, 160, 161, 164, 182, 198, 202, 203], "audio_assembl": [5, 7, 8, 156, 175], "setoutputcol": [5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 55, 56, 58, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 99, 100, 101, 102, 105, 106, 107, 108, 109, 110, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 139, 141, 142, 143, 144, 146, 147, 148, 149, 150, 151, 152, 155, 158, 160, 161, 164, 182, 198, 202, 203], "default": [5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 55, 56, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 99, 100, 101, 102, 105, 106, 107, 108, 109, 110, 114, 115, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 137, 138, 141, 142, 143, 146, 148, 149, 150, 151, 152, 157, 158, 160, 173, 174, 175, 182, 185, 186, 188, 189, 191, 192, 202], "asr_hubert_large_ls960": [5, 8], "name": [5, 7, 8, 9, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 55, 56, 58, 62, 63, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 101, 103, 104, 106, 107, 109, 114, 118, 121, 124, 125, 126, 128, 129, 130, 132, 134, 135, 137, 138, 139, 143, 146, 147, 148, 149, 150, 151, 152, 155, 158, 160, 161, 164, 174, 180, 182, 185, 186, 188, 191, 198, 202], "avail": [5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 64, 65, 66, 67, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 81, 82, 83, 84, 85, 90, 92, 94, 95, 97, 100, 106, 107, 118, 121, 125, 126, 128, 129, 132, 134, 135, 137, 146, 177, 185, 186, 198, 205], "see": [5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 56, 58, 59, 60, 61, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 92, 94, 95, 96, 97, 99, 100, 101, 102, 105, 106, 107, 109, 110, 112, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 139, 141, 143, 146, 149, 150, 151, 152, 158, 161, 169, 182, 185, 186, 192, 198, 199, 200, 205, 207, 208], "To": [5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 35, 36, 37, 38, 41, 42, 43, 44, 45, 46, 49, 50, 52, 53, 54, 63, 64, 67, 69, 70, 76, 78, 84, 86, 92, 97, 100, 118, 120, 125, 126, 129, 146, 152, 157, 159, 182, 198, 206], "which": [5, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 41, 42, 43, 44, 45, 46, 48, 49, 50, 52, 53, 54, 55, 56, 58, 59, 60, 62, 63, 64, 65, 66, 67, 69, 70, 71, 73, 75, 76, 78, 80, 81, 82, 84, 86, 89, 92, 97, 99, 100, 107, 109, 110, 112, 113, 120, 121, 123, 125, 126, 128, 129, 134, 142, 146, 150, 157, 174, 186, 188, 189, 202, 203], "compat": [5, 7, 8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 35, 36, 37, 38, 41, 42, 43, 44, 45, 46, 49, 50, 52, 53, 54, 63, 64, 67, 69, 70, 76, 78, 84, 86, 107, 150, 186], "5669": 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112, 125, 126, 129, 132, 134, 137, 141, 146, 157, 188, 202, 203, 206], "gener": [8, 22, 34, 50, 52, 53, 63, 66, 68, 70, 72, 75, 76, 80, 86, 89, 92, 106, 107, 109, 112, 121, 125, 126, 128, 129, 132, 134, 135, 151, 152, 169, 182, 198, 201, 202, 203], "standard": [8, 50, 52, 53, 54, 60, 76, 97, 99, 125, 134, 135, 143], "often": [8, 63, 78, 79, 86], "competit": [8, 84, 85, 92], "prior": [8, 50, 70, 75, 76, 112, 132], "fulli": [8, 185], "zero": [8, 49, 72, 83, 109, 126], "shot": [8, 49, 72, 109, 126], "transfer": [8, 54, 70, 72, 81, 84, 85, 125, 126, 129], "without": [8, 49, 64, 65, 72, 75, 84, 85, 92, 126, 146], "ani": [8, 14, 18, 29, 38, 44, 49, 62, 66, 71, 72, 75, 81, 82, 87, 92, 107, 126, 129, 132, 150, 151, 186, 199, 202, 203, 208], "compar": [8, 52, 54, 63, 69, 70, 73, 75, 77, 86, 92, 121, 125, 129, 132, 182, 198], "human": [8, 69, 92], "accuraci": [8, 50, 52, 56, 58, 64, 65, 71, 81, 82, 84, 85, 106, 107, 118, 134, 146, 198], "releas": [8, 60, 63, 67, 69, 78, 79, 84, 85, 125, 129, 175], "infer": [8, 14, 18, 29, 38, 44, 49, 64, 65, 67, 70, 86], "code": [8, 48, 49, 62, 69, 71, 75, 76, 78, 79, 82, 84, 85, 92, 94, 125, 129, 199, 207], "serv": [8, 52, 199], "foundat": 8, "further": [8, 9, 63, 75, 92, 106, 107, 112, 161], "e": [8, 10, 12, 13, 16, 17, 20, 21, 24, 25, 27, 28, 32, 33, 36, 37, 42, 43, 45, 46, 50, 58, 60, 72, 73, 75, 76, 77, 87, 89, 106, 107, 125, 126, 128, 129, 130, 132, 137, 160, 169, 182, 198], "g": [8, 10, 12, 13, 16, 17, 20, 21, 24, 25, 27, 28, 32, 33, 36, 37, 42, 43, 45, 46, 50, 58, 60, 72, 73, 75, 77, 89, 106, 107, 125, 126, 128, 129, 132, 137, 160, 169, 182, 198], "check": [8, 66, 72, 107, 120, 132, 133, 134, 135, 157, 161, 185, 202, 207], "descript": [8, 58, 75, 80, 92, 97, 134, 141, 168, 170], "ismultilingu": 8, "whether": [8, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 50, 52, 53, 54, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 72, 73, 75, 76, 77, 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32, 36, 38, 42, 44, 45, 53, 92, 112, 125, 126, 128, 129, 130, 134, 169], "topk": [8, 53, 125, 126, 129], "highest": [8, 53, 112, 125, 126, 128, 129, 134, 169], "vocabulari": [8, 53, 71, 82, 125, 126, 128, 129, 132, 169], "keep": [8, 53, 54, 59, 92, 110, 125, 126, 128, 129, 169], "filter": [8, 50, 52, 53, 54, 84, 85, 92, 105, 106, 125, 126, 128, 129, 137, 169, 174, 186], "topp": [8, 53, 112, 125, 126, 128, 129, 169], "most": [8, 53, 59, 61, 67, 70, 76, 77, 92, 107, 112, 125, 126, 128, 129, 169], "add": [8, 53, 83, 97, 99, 120, 125, 126, 128, 129, 132, 143, 169, 202], "top_p": [8, 53, 112], "higher": [8, 53, 83, 92, 112, 124, 125, 126, 128, 129, 169], "kept": [8, 53, 125, 126, 128, 129, 169], "repetitionpenalti": [8, 53, 125, 126, 129], "repetit": [8, 53, 125, 126, 128, 129, 169], "penalti": [8, 53, 125, 126, 128, 129, 169], "norepeatngrams": [8, 53, 125, 126, 129], "ngram": [8, 53, 68, 102, 125, 126, 128, 129, 169], "occur": [8, 53, 125, 126, 128, 129, 169], "onc": [8, 53, 125, 126, 128, 129, 169], "beamsiz": [8, 53, 125], "beam": [8, 53, 125, 169], "mr": 8, "middl": [8, 141, 146], "getlanguag": 8, "langaug": [8, 185], "getismultilingu": 8, "do": [8, 9, 61, 81, 92, 105, 137, 143, 157, 198, 202, 206], "xx": [8, 44, 84, 85, 94, 128], "chunk2doc": [9, 148], "convert": [9, 53, 55, 60, 68, 77, 80, 83, 97, 99, 102, 105, 110, 112, 125, 129, 142, 144, 146, 148, 151, 152, 182, 198, 205], "back": [9, 61, 112, 125], "try": [9, 132, 188], "re": [9, 66, 72, 202], "analysi": [9, 22, 34, 39, 73, 75, 86, 122, 123, 129, 166, 203], "doc2chunk": [9, 148], "pretrainedpipelin": [9, 151, 157, 174, 185, 201, 206, 207], "locat": [9, 87, 120, 175, 185, 202], "extract": [9, 10, 11, 15, 19, 23, 26, 31, 35, 41, 50, 52, 53, 54, 56, 59, 61, 68, 83, 87, 88, 89, 91, 92, 96, 97, 99, 101, 105, 106, 107, 108, 120, 121, 123, 130, 132, 135, 139, 144, 150, 151, 152, 157, 175, 182, 185, 198], "york": [9, 109, 151], "jersei": [9, 151], "aren": [9, 151], "t": [9, 14, 18, 29, 38, 44, 61, 70, 78, 95, 110, 121, 123, 143, 151], "far": [9, 112, 126, 151], "apart": [9, 56, 58, 151], "actual": [9, 102, 151, 161], "id": [9, 34, 60, 84, 87, 112, 113, 125, 126, 128, 129, 132, 148, 149, 151, 158, 161, 182, 188], "defin": [9, 10, 105, 106, 107, 132, 137, 141, 151, 174, 182, 185, 198, 202, 206], "amongst": [9, 151], "thing": [9, 132, 151], "explain_document_dl": [9, 151, 157, 174, 185], "chunktodoc": 9, "chunkconvert": 9, "explainresult": [9, 151], "selectexpr": [9, 10, 22, 40, 48, 49, 50, 52, 53, 54, 56, 58, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 92, 95, 96, 97, 99, 100, 101, 102, 105, 108, 109, 110, 118, 120, 121, 123, 128, 136, 137, 139, 142, 143, 144, 148, 150, 151, 174, 188, 189, 191, 201, 202, 207], "explod": [9, 10, 22, 40, 48, 56, 58, 59, 61, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 92, 96, 99, 100, 101, 102, 105, 108, 109, 118, 120, 121, 128, 144, 150, 151, 174, 188, 191, 201, 202, 207], "col": [9, 56, 58, 87, 96, 105, 108, 151, 174, 201], "loc": [9, 13, 17, 21, 25, 28, 33, 37, 43, 46, 89, 105, 106, 107, 151, 157, 174, 185, 188], "sentenc": [9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 48, 55, 56, 58, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 90, 92, 94, 95, 96, 97, 99, 100, 101, 102, 105, 106, 107, 108, 109, 118, 124, 125, 128, 129, 130, 132, 137, 139, 142, 144, 146, 149, 151, 157, 158, 160, 161, 175, 185, 188, 189, 191, 192, 193, 202, 206, 207], "22": [9, 151, 188, 201], "pattern": [10, 59, 60, 87, 97, 100, 110, 134, 135, 142, 143, 146], "part": [10, 62, 67, 92, 95, 117, 118, 136, 146, 148, 191, 208], "tag": [10, 22, 34, 39, 60, 67, 104, 105, 106, 107, 108, 117, 118, 146, 174, 182, 188, 191, 192, 208], "order": [10, 59, 62, 75, 86, 87, 92, 97, 125, 134, 135, 157, 161, 174, 202, 203, 206, 208], 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157, 174, 188, 191, 201, 206, 207, 208], "regexpars": 10, "setregexpars": 10, "enclos": 10, "treat": [10, 132, 146], "group": [10, 143], "so": [10, 14, 18, 22, 29, 38, 39, 44, 61, 62, 92, 105, 112, 121, 159, 182, 198], "here": [10, 95, 174, 202], "specif": [10, 40, 56, 58, 60, 64, 65, 70, 81, 89, 92, 107, 125, 126, 138, 157, 159, 182, 206], "noun": [10, 189], "success": [10, 67, 77, 126], "grammar": 10, "parser": [10, 56, 58, 89], "perceptronmodel": [10, 56, 58, 89, 106, 118, 188], "Of": [10, 63, 146], "documentassembl": [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 48, 55, 56, 58, 60, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 89, 92, 94, 95, 96, 97, 99, 100, 101, 102, 106, 107, 108, 109, 110, 118, 120, 121, 123, 124, 125, 126, 128, 129, 130, 132, 134, 135, 136, 137, 139, 141, 142, 143, 144, 146, 148, 149, 150, 158, 159, 160, 161, 182, 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"module-sparknlp.internal.params_getters_setters"]], "recursiveestimator (class in sparknlp.internal.recursive)": [[181, "sparknlp.internal.recursive.RecursiveEstimator"]], "recursivetransformer (class in sparknlp.internal.recursive)": [[181, "sparknlp.internal.recursive.RecursiveTransformer"]], "fit() (recursiveestimator method)": [[181, "sparknlp.internal.recursive.RecursiveEstimator.fit"]], "sparknlp.internal.recursive": [[181, "module-sparknlp.internal.recursive"]], "cometlogger (class in sparknlp.logging.comet)": [[182, "sparknlp.logging.comet.CometLogger"]], "end() (cometlogger method)": [[182, "sparknlp.logging.comet.CometLogger.end"]], "log_asset() (cometlogger method)": [[182, "sparknlp.logging.comet.CometLogger.log_asset"]], "log_asset_data() (cometlogger method)": [[182, "sparknlp.logging.comet.CometLogger.log_asset_data"]], "log_completed_run() (cometlogger method)": [[182, "sparknlp.logging.comet.CometLogger.log_completed_run"]], "log_metrics() (cometlogger method)": 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"sparknlp.pretrained.pretrained_pipeline.PretrainedPipeline.fullAnnotate"]], "fullannotateimage() (pretrainedpipeline method)": [[185, "sparknlp.pretrained.pretrained_pipeline.PretrainedPipeline.fullAnnotateImage"]], "sparknlp.pretrained.pretrained_pipeline": [[185, "module-sparknlp.pretrained.pretrained_pipeline"]], "transform() (pretrainedpipeline method)": [[185, "sparknlp.pretrained.pretrained_pipeline.PretrainedPipeline.transform"]], "resourcedownloader (class in sparknlp.pretrained.resource_downloader)": [[186, "sparknlp.pretrained.resource_downloader.ResourceDownloader"]], "clearcache() (resourcedownloader static method)": [[186, "sparknlp.pretrained.resource_downloader.ResourceDownloader.clearCache"]], "downloadmodel() (resourcedownloader static method)": [[186, "sparknlp.pretrained.resource_downloader.ResourceDownloader.downloadModel"]], "downloadmodeldirectly() (resourcedownloader static method)": [[186, "sparknlp.pretrained.resource_downloader.ResourceDownloader.downloadModelDirectly"]], "downloadpipeline() (resourcedownloader static method)": [[186, "sparknlp.pretrained.resource_downloader.ResourceDownloader.downloadPipeline"]], "showavailableannotators() (resourcedownloader static method)": [[186, "sparknlp.pretrained.resource_downloader.ResourceDownloader.showAvailableAnnotators"]], "showpublicmodels() (resourcedownloader static method)": [[186, "sparknlp.pretrained.resource_downloader.ResourceDownloader.showPublicModels"]], "showpublicpipelines() (resourcedownloader static method)": [[186, "sparknlp.pretrained.resource_downloader.ResourceDownloader.showPublicPipelines"]], "showuncategorizedresources() (resourcedownloader static method)": [[186, "sparknlp.pretrained.resource_downloader.ResourceDownloader.showUnCategorizedResources"]], "sparknlp.pretrained.resource_downloader": [[186, "module-sparknlp.pretrained.resource_downloader"]], "sparknlp.pretrained.utils": [[187, "module-sparknlp.pretrained.utils"]], "conll (class in sparknlp.training.conll)": [[188, "sparknlp.training.conll.CoNLL"]], "readdataset() (conll method)": [[188, "sparknlp.training.conll.CoNLL.readDataset"]], "sparknlp.training.conll": [[188, "module-sparknlp.training.conll"]], "conllu (class in sparknlp.training.conllu)": [[189, "sparknlp.training.conllu.CoNLLU"]], "readdataset() (conllu method)": [[189, "sparknlp.training.conllu.CoNLLU.readDataset"]], "sparknlp.training.conllu": [[189, "module-sparknlp.training.conllu"]], "sparknlp.training": [[190, "module-sparknlp.training"]], "pos (class in sparknlp.training.pos)": [[191, "sparknlp.training.pos.POS"]], "readdataset() (pos method)": [[191, "sparknlp.training.pos.POS.readDataset"]], "sparknlp.training.pos": [[191, "module-sparknlp.training.pos"]], "pubtator (class in sparknlp.training.pub_tator)": [[192, "sparknlp.training.pub_tator.PubTator"]], "readdataset() (pubtator method)": [[192, "sparknlp.training.pub_tator.PubTator.readDataset"]], "sparknlp.training.pub_tator": [[192, "module-sparknlp.training.pub_tator"]], "spacytoannotation (class in sparknlp.training.spacy_to_annotation)": [[193, "sparknlp.training.spacy_to_annotation.SpacyToAnnotation"]], "sparknlp.training.spacy_to_annotation": [[193, "module-sparknlp.training.spacy_to_annotation"]], "sparknlp.training.tfgraphs": [[194, "module-sparknlp.training.tfgraphs"]], "sparknlp.upload_to_hub": [[195, "module-sparknlp.upload_to_hub"]], "sparknlp.util": [[196, "module-sparknlp.util"]]}})
\ No newline at end of file
diff --git a/docs/api/python/static/documentation_options.js b/docs/api/python/static/documentation_options.js
index 032687a0df862d..0888ae7171eaef 100644
--- a/docs/api/python/static/documentation_options.js
+++ b/docs/api/python/static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '5.2.0',
+    VERSION: '5.2.1',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/docs/api/python/third_party/Comet.html b/docs/api/python/third_party/Comet.html
index 892f7216857995..fd96b021601edc 100644
--- a/docs/api/python/third_party/Comet.html
+++ b/docs/api/python/third_party/Comet.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Comet - A meta machine learning platform &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Comet - A meta machine learning platform &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/third_party/MLflow.html b/docs/api/python/third_party/MLflow.html
index 2c2922c379fdfe..7f3fc7a15c92b5 100644
--- a/docs/api/python/third_party/MLflow.html
+++ b/docs/api/python/third_party/MLflow.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>MLflow - a platform for the machine learning lifecycle &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>MLflow - a platform for the machine learning lifecycle &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/third_party/index.html b/docs/api/python/third_party/index.html
index 799ab52fbcd9b0..18afdaf22488f3 100644
--- a/docs/api/python/third_party/index.html
+++ b/docs/api/python/third_party/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Third Party Projects &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Third Party Projects &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/annotation.html b/docs/api/python/user_guide/annotation.html
index 319f0a3740cced..96562be041bb6b 100644
--- a/docs/api/python/user_guide/annotation.html
+++ b/docs/api/python/user_guide/annotation.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Annotation &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Annotation &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/annotators.html b/docs/api/python/user_guide/annotators.html
index 51d9c4a708946c..ff7b7798b2ca1e 100644
--- a/docs/api/python/user_guide/annotators.html
+++ b/docs/api/python/user_guide/annotators.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Annotators &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Annotators &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/custom_pipelines.html b/docs/api/python/user_guide/custom_pipelines.html
index f15012870a6d8c..78038c3b93823b 100644
--- a/docs/api/python/user_guide/custom_pipelines.html
+++ b/docs/api/python/user_guide/custom_pipelines.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Setting up your own pipeline &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Setting up your own pipeline &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/helpers.html b/docs/api/python/user_guide/helpers.html
index 8ed7ed865f56da..ec4fae13b8b103 100644
--- a/docs/api/python/user_guide/helpers.html
+++ b/docs/api/python/user_guide/helpers.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Helper Functions &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Helper Functions &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/index.html b/docs/api/python/user_guide/index.html
index ccc3bbd86c6a7a..6efd4d12d84ce5 100644
--- a/docs/api/python/user_guide/index.html
+++ b/docs/api/python/user_guide/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>User Guide &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>User Guide &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/light_pipelines.html b/docs/api/python/user_guide/light_pipelines.html
index 8798a9f833f2bf..0b683450a05652 100644
--- a/docs/api/python/user_guide/light_pipelines.html
+++ b/docs/api/python/user_guide/light_pipelines.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Light Pipelines &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Light Pipelines &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/pretrained_pipelines.html b/docs/api/python/user_guide/pretrained_pipelines.html
index 248b5eab6c41e9..9937208e1f9f18 100644
--- a/docs/api/python/user_guide/pretrained_pipelines.html
+++ b/docs/api/python/user_guide/pretrained_pipelines.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Pretrained Pipelines &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Pretrained Pipelines &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/python/user_guide/training.html b/docs/api/python/user_guide/training.html
index 21321687539d31..aad42b19b58c83 100644
--- a/docs/api/python/user_guide/training.html
+++ b/docs/api/python/user_guide/training.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Loading datasets for training &#8212; Spark NLP 5.2.0 documentation</title>
+    <title>Loading datasets for training &#8212; Spark NLP 5.2.1 documentation</title>
   
   
   
diff --git a/docs/api/scala/collection/compat/index.html b/docs/api/scala/collection/compat/index.html
index 02e1bd2148eca1..c52f9f18ca0a2a 100644
--- a/docs/api/scala/collection/compat/index.html
+++ b/docs/api/scala/collection/compat/index.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - scala.collection.compat</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - scala.collection.compat" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc scala.collection.compat" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - scala.collection.compat</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - scala.collection.compat" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc scala.collection.compat" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/scala/collection/index.html b/docs/api/scala/collection/index.html
index 1e33dce4a04451..cd94218cb3ddfa 100644
--- a/docs/api/scala/collection/index.html
+++ b/docs/api/scala/collection/index.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - scala.collection</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - scala.collection" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc scala.collection" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - scala.collection</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - scala.collection" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc scala.collection" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/api/scala/index.html b/docs/api/scala/index.html
index e5fc1b3c11b3d3..e9e4671c32ec94 100644
--- a/docs/api/scala/index.html
+++ b/docs/api/scala/index.html
@@ -3,9 +3,9 @@
         <head>
           <meta http-equiv="X-UA-Compatible" content="IE=edge" />
           <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
-          <title>Spark NLP 5.2.0 ScalaDoc  - scala</title>
-          <meta name="description" content="Spark NLP 5.2.0 ScalaDoc - scala" />
-          <meta name="keywords" content="Spark NLP 5.2.0 ScalaDoc scala" />
+          <title>Spark NLP 5.2.1 ScalaDoc  - scala</title>
+          <meta name="description" content="Spark NLP 5.2.1 ScalaDoc - scala" />
+          <meta name="keywords" content="Spark NLP 5.2.1 ScalaDoc scala" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
           
       
@@ -28,7 +28,7 @@
         </head>
         <body>
       <div id="search">
-        <span id="doc-title">Spark NLP 5.2.0 ScalaDoc<span id="doc-version"></span></span>
+        <span id="doc-title">Spark NLP 5.2.1 ScalaDoc<span id="doc-version"></span></span>
         <span class="close-results"><span class="left">&lt;</span> Back</span>
         <div id="textfilter">
           <span class="input">
diff --git a/docs/en/concepts.md b/docs/en/concepts.md
index 85d15eab96d730..bb97fcad4144cf 100644
--- a/docs/en/concepts.md
+++ b/docs/en/concepts.md
@@ -66,7 +66,7 @@ $ java -version
 $ conda create -n sparknlp python=3.7 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==5.2.0 pyspark==3.3.1 jupyter
+$ pip install spark-nlp==5.2.1 pyspark==3.3.1 jupyter
 $ jupyter notebook
 ```
 
diff --git a/docs/en/examples.md b/docs/en/examples.md
index a7efd34e02a683..40f98d42b08c1d 100644
--- a/docs/en/examples.md
+++ b/docs/en/examples.md
@@ -18,7 +18,7 @@ $ java -version
 # should be Java 8 (Oracle or OpenJDK)
 $ conda create -n sparknlp python=3.7 -y
 $ conda activate sparknlp
-$ pip install spark-nlp==5.2.0 pyspark==3.3.1
+$ pip install spark-nlp==5.2.1 pyspark==3.3.1
 ```
 
 </div><div class="h3-box" markdown="1">
@@ -40,7 +40,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -p is for pyspark
 # -s is for spark-nlp
 # by default they are set to the latest
-!bash colab.sh -p 3.2.3 -s 5.2.0
+!bash colab.sh -p 3.2.3 -s 5.2.1
 ```
 
 [Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb) is a live demo on Google Colab that performs named entity recognitions and sentiment analysis by using Spark NLP pretrained pipelines.
diff --git a/docs/en/hardware_acceleration.md b/docs/en/hardware_acceleration.md
index dd33bccc585f76..8a15d714bd1ba0 100644
--- a/docs/en/hardware_acceleration.md
+++ b/docs/en/hardware_acceleration.md
@@ -49,7 +49,7 @@ Since the new Transformer models such as BERT for Word and Sentence embeddings a
 | DeBERTa Large     |        +477%(5.8x)        |
 | Longformer Base   |         +52%(1.5x)        |
 
-Spark NLP 5.2.0 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
+Spark NLP 5.2.1 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
 
 - NVIDIA® GPU drivers version 450.80.02 or higher
 - CUDA® Toolkit 11.2
diff --git a/docs/en/install.md b/docs/en/install.md
index fb7d808a1f1778..8c6c931dcc48fb 100644
--- a/docs/en/install.md
+++ b/docs/en/install.md
@@ -17,22 +17,22 @@ sidebar:
 
 ```bash
 # Install Spark NLP from PyPI
-pip install spark-nlp==5.2.0
+pip install spark-nlp==5.2.1
 
 # Install Spark NLP from Anaconda/Conda
 conda install -c johnsnowlabs spark-nlp
 
 # Load Spark NLP with Spark Shell
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 
 # Load Spark NLP with PySpark
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 
 # Load Spark NLP with Spark Submit
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 
 # Load Spark NLP as external JAR after compiling and building Spark NLP by `sbt assembly`
-spark-shell --jars spark-nlp-assembly-5.2.0.jar
+spark-shell --jars spark-nlp-assembly-5.2.1.jar
 ```
 
 </div><div class="h3-box" markdown="1">
@@ -55,7 +55,7 @@ $ java -version
 # should be Java 8 (Oracle or OpenJDK)
 $ conda create -n sparknlp python=3.8 -y
 $ conda activate sparknlp
-$ pip install spark-nlp==5.2.0 pyspark==3.3.1
+$ pip install spark-nlp==5.2.1 pyspark==3.3.1
 ```
 
 Of course you will need to have jupyter installed in your system:
@@ -83,7 +83,7 @@ spark = SparkSession.builder \
     .config("spark.driver.memory","16G")\
     .config("spark.driver.maxResultSize", "0") \
     .config("spark.kryoserializer.buffer.max", "2000M")\
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0")\
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1")\
     .getOrCreate()
 ```
 
@@ -100,7 +100,7 @@ spark = SparkSession.builder \
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -111,7 +111,7 @@ spark = SparkSession.builder \
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-gpu_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -122,7 +122,7 @@ spark = SparkSession.builder \
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-silicon_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -133,7 +133,7 @@ spark = SparkSession.builder \
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-aarch64_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -145,28 +145,28 @@ spark = SparkSession.builder \
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.2.1"
 ```
 
 **spark-nlp-gpu:**
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.2.1"
 ```
 
 **spark-nlp-silicon:**
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-silicon
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.2.1"
 ```
 
 **spark-nlp-aarch64:**
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-aarch64
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.2.1"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -248,7 +248,7 @@ maven coordinates like these:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-silicon_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -256,7 +256,7 @@ or in case of sbt:
 
 ```scala
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.2.1"
 ```
 
 If everything went well, you can now start Spark NLP with the `m1` flag set to `true`:
@@ -293,7 +293,7 @@ spark = sparknlp.start(apple_silicon=True)
 
 ## Installation for Linux Aarch64 Systems
 
-Starting from version 5.2.0, Spark NLP supports Linux systems running on an aarch64
+Starting from version 5.2.1, Spark NLP supports Linux systems running on an aarch64
 processor architecture. The necessary dependencies have been built on Ubuntu 16.04, so a
 recent system with an environment of at least that will be needed.
 
@@ -341,7 +341,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -p is for pyspark
 # -s is for spark-nlp
 # by default they are set to the latest
-!wget http://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.2.0
+!wget http://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.2.1
 ```
 
 [Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb) is a live demo on Google Colab that performs named entity recognitions and sentiment analysis by using Spark NLP pretrained pipelines.
@@ -363,7 +363,7 @@ Run the following code in Kaggle Kernel and start using spark-nlp right away.
 
 ## Databricks Support
 
-Spark NLP 5.2.0 has been tested and is compatible with the following runtimes:
+Spark NLP 5.2.1 has been tested and is compatible with the following runtimes:
 
 **CPU:**
 
@@ -445,7 +445,7 @@ Spark NLP 5.2.0 has been tested and is compatible with the following runtimes:
 
     3.1. Install New -> PyPI -> `spark-nlp` -> Install
 
-    3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0` -> Install
+    3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1` -> Install
 
 4. Now you can attach your notebook to the cluster and use Spark NLP!
 
@@ -465,7 +465,7 @@ Note: You can import these notebooks by using their URLs.
 
 ## EMR Support
 
-Spark NLP 5.2.0 has been tested and is compatible with the following EMR releases:
+Spark NLP 5.2.1 has been tested and is compatible with the following EMR releases:
 
 - emr-6.2.0
 - emr-6.3.0
@@ -528,7 +528,7 @@ A sample of your software configuration in JSON on S3 (must be public access):
       "spark.kryoserializer.buffer.max": "2000M",
       "spark.serializer": "org.apache.spark.serializer.KryoSerializer",
       "spark.driver.maxResultSize": "0",
-      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0"
+      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1"
     }
 }
 ]
@@ -538,7 +538,7 @@ A sample of AWS CLI to launch EMR cluster:
 
 ```sh
 aws emr create-cluster \
---name "Spark NLP 5.2.0" \
+--name "Spark NLP 5.2.1" \
 --release-label emr-6.2.0 \
 --applications Name=Hadoop Name=Spark Name=Hive \
 --instance-type m4.4xlarge \
@@ -803,7 +803,7 @@ We recommend using `conda` to manage your Python environment on Windows.
 Now you can use the downloaded binary by navigating to `%SPARK_HOME%\bin` and
 running
 
-Either create a conda env for python 3.6, install *pyspark==3.3.1 spark-nlp numpy* and use Jupyter/python console, or in the same conda env you can go to spark bin for *pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0*.
+Either create a conda env for python 3.6, install *pyspark==3.3.1 spark-nlp numpy* and use Jupyter/python console, or in the same conda env you can go to spark bin for *pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1*.
 
 <img class="image image--xl" src="/assets/images/installation/90126972-c03e5500-dd64-11ea-8285-e4f76aa9e543.jpg" style="width:100%; align:center; box-shadow: 0 3px 6px rgba(0,0,0,0.16), 0 3px 6px rgba(0,0,0,0.23);"/>
 
@@ -831,12 +831,12 @@ spark = SparkSession.builder \
     .config("spark.driver.memory","16G")\
     .config("spark.driver.maxResultSize", "0") \
     .config("spark.kryoserializer.buffer.max", "2000M")\
-    .config("spark.jars", "/tmp/spark-nlp-assembly-5.2.0.jar")\
+    .config("spark.jars", "/tmp/spark-nlp-assembly-5.2.1.jar")\
     .getOrCreate()
 ```
 
 - You can download provided Fat JARs from each [release notes](https://github.com/JohnSnowLabs/spark-nlp/releases), please pay attention to pick the one that suits your environment depending on the device (CPU/GPU) and Apache Spark version (3.x)
-- If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (i.e., `hdfs:///tmp/spark-nlp-assembly-5.2.0.jar`)
+- If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (i.e., `hdfs:///tmp/spark-nlp-assembly-5.2.1.jar`)
 
 Example of using pretrained Models and Pipelines in offline:
 
diff --git a/docs/en/spark_nlp.md b/docs/en/spark_nlp.md
index 1992a65722fa27..894076a6812caf 100644
--- a/docs/en/spark_nlp.md
+++ b/docs/en/spark_nlp.md
@@ -25,7 +25,7 @@ Spark NLP is built on top of **Apache Spark 3.x**. For using Spark NLP you need:
 
 **GPU (optional):**
 
-Spark NLP 5.2.0 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
+Spark NLP 5.2.1 is built with TensorFlow 2.7.1 and the following NVIDIA® software are only required for GPU support:
 
 - NVIDIA® GPU drivers version 450.80.02 or higher
 - CUDA® Toolkit 11.2
diff --git a/docs/en/transformers.md b/docs/en/transformers.md
index 500070d3f6eef4..aabf942f35ef53 100644
--- a/docs/en/transformers.md
+++ b/docs/en/transformers.md
@@ -47,69 +47,70 @@ We have extended support for `HuggingFace` 🤗   and `TF Hub` exported models s
 - Under development ❎
 - Not supported ❌
 
-| Spark NLP                                     | TF Hub | HuggingFace  | ONNX | Model Architecture                                                                                                                                         |
-|:----------------------------------------------|:-------|:-------------|:-----|:-----------------------------------------------------------------------------------------------------------------------------------------------------------|
-| AlbertEmbeddings                              | ✅     | ✅           | ✅   | ALBERT                                                                                                                                                     |
-| AlbertForQuestionAnswering                    |        | ✅           | ❎   | [TFAlbertForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/albert#transformers.TFAlbertForQuestionAnswering)                        |
-| AlbertForSequenceClassification               |        | ✅           | ❎   | [TFAlbertForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/albert#transformers.TFAlbertForSequenceClassification)              |
-| AlbertForTokenClassification                  |        | ✅           | ❎   | [TFAlbertForTokenClassification](https://huggingface.co/docs/transformers/model_doc/albert#transformers.TFAlbertForTokenClassification)                    |
-| Automatic Speech Recognition (Wav2Vec2ForCTC) |        | ❎           | ❎   | [TFWav2Vec2ForCTC](https://huggingface.co/docs/transformers/model_doc/wav2vec2#transformers.TFWav2Vec2ForCTC)                                              |
-| BartForZeroShotClassification                 |        | ✅           | ❎   | [TFBartForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/bart#transformers.TFBartForSequenceClassification)                    |
-| BartTransformer                               |        | ✅           | ❎   | [TFBartForConditionalGeneration](https://huggingface.co/docs/transformers/model_doc/bart#transformers.TFBartForConditionalGeneration)                      |
-| BertEmbeddings                                | ✅     | ✅           | ✅   | BERT - Small BERT - ELECTRA                                                                                                                                |
-| BertForQuestionAnswering                      |        | ✅           | ✅   | [TFBertForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/bert#transformers.TFBertForQuestionAnswering)                              |
-| BertForSequenceClassification                 |        | ✅           | ✅   | [TFBertForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/bert#transformers.TFBertForSequenceClassification)                    |
-| BertForTokenClassification                    |        | ✅           | ✅   | [TFBertForTokenClassification](https://huggingface.co/docs/transformers/model_doc/bert#transformers.TFBertForTokenClassification)                          |
-| BertForZeroShotClassification                 |        | ✅           | ❎   | [TFBertForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/bert#transformers.TFBertForSequenceClassification)                    |
-| BertSentenceEmbeddings                        | ✅     | ✅           | ❎   | BERT - Small BERT - ELECTRA                                                                                                                                |
-| CamemBertEmbeddings                           |        | ✅           | ✅   | CamemBERT                                                                                                                                                  |
-| CamemBertForQuestionAnswering                 |        | ✅           | ❎   | [TFCamembertForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/camembert#transformers.TFCamembertForQuestionAnswering)               |
-| CamemBertForSequenceClassification            |        | ✅           | ❎   | [TFCamemBertForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/camembert#transformers.TFCamembertForSequenceClassification)     |
-| CamemBertForTokenClassification               |        | ✅           | ❎   | [TFCamemBertForTokenClassification](https://huggingface.co/docs/transformers/model_doc/camembert#transformers.TFCamembertForTokenClassification)           |
-| ConvNextForImageClassification                |        | ❎           | ❎   | [TFConvNextForImageClassification](https://huggingface.co/docs/transformers/model_doc/convnext#transformers.TFConvNextForImageClassification)              |
-| DeBertaEmbeddings                             |        | ✅           | ✅   | DeBERTa-v2 - DeBERTa-v3                                                                                                                                    |
-| DeBertaForQuestionAnswering                   |        | ✅           | ❎   | [TFDebertaV2ForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/deberta-v2#transformers.TFDebertaV2ForQuestionAnswering)              |
-| DeBertaForSequenceClassification              |        | ✅           | ❎   | [TFDebertaV2ForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/deberta-v2#transformers.TFDebertaV2ForSequenceClassification)    |
-| DeBertaForTokenClassification                 |        | ✅           | ❎   | [TFDebertaV2ForTokenClassification](https://huggingface.co/docs/transformers/model_doc/deberta-v2#transformers.TFDebertaV2ForTokenClassification)          |
-| DistilBertEmbeddings                          |        | ✅           | ✅   | DistilBERT                                                                                                                                                 |
-| DistilBertForQuestionAnswering                |        | ✅           | ✅   | [TFDistilBertForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/distilbert#transformers.TFDistilBertForQuestionAnswering)            |
-| DistilBertForSequenceClassification           |        | ✅           | ✅   | [TFDistilBertForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/distilbert#transformers.TFDistilBertForSequenceClassification)  |
-| DistilBertForTokenClassification              |        | ✅           | ✅   | [TFDistilBertForTokenClassification](https://huggingface.co/docs/transformers/model_doc/distilbert#transformers.TFDistilBertForTokenClassification)        |
-| DistilBertForZeroShotClassification           |        | ✅           | ❎   | [TFDistilBertForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/distilbert#transformers.TFDistilBertForSequenceClassification)  |
-| E5Embeddings                                  |        | ✅           | ✅   | [SentenceTransformer](https://github.com/UKPLab/sentence-transformers)                                                                                     |
-| ElmoEmbeddings                                | ❎     |              | ❌   |                                                                                                                                                            |
-| HubertForCTC                                  |        | ❎           | ❎   | [TFHubertForCTC](https://huggingface.co/docs/transformers/model_doc/hubert#transformers.TFHubertForCTC)                                                    |
-| InstructorEmbeddings                          |        | ✅           | ❎   | INSTRUCTOR                                                                                                                                                 |
-| LongformerEmbeddings                          |        | ✅           | ❌   | Longformer                                                                                                                                                 |
-| LongformerForQuestionAnswering                |        | ✅           | ❎   | [TFLongformerForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/longformer#transformers.TFLongformerForQuestionAnswering)            |
-| LongformerForSequenceClassification           |        | ✅           | ❎   | [TFLongformerForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/longformer#transformers.TFLongformerForSequenceClassification)  |
-| LongformerForTokenClassification              |        | ✅           | ❎   | [TFLongformerForTokenClassification](https://huggingface.co/docs/transformers/model_doc/longformer#transformers.TFLongformerForTokenClassification)        |
-| MarianTransformer                             |        | ❌           | ❎   |                                                                                                                                                            |
-| MPNetEmbeddings                               |        | ✅           | ✅   | [SentenceTransformer](https://github.com/UKPLab/sentence-transformers)                                                                                     |
-| OpenAI GPT2                                   |        | ❌           | ❎   |                                                                                                                                                            |
-| RoBertaEmbeddings                             |        | ✅           | ✅   | RoBERTa - DistilRoBERTa                                                                                                                                    |
-| RoBertaForQuestionAnswering                   |        | ✅           | ❎   | [TFRobertaForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/roberta#transformers.TFRobertaForQuestionAnswering)                     |
-| RoBertaForSequenceClassification              |        | ✅           | ❎   | [TFRobertaForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/roberta#transformers.TFRobertaForSequenceClassification)           |
-| RoBertaForTokenClassification                 |        | ✅           | ❎   | [TFRobertaForTokenClassification](https://huggingface.co/docs/transformers/model_doc/roberta#transformers.TFRobertaForTokenClassification)                 |
-| RoBertaForZeroShotClassification              |        | ✅           | ❎   | [TFRobertaForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/roberta#transformers.TFRobertaForSequenceClassification)           |
-| RoBertaSentenceEmbeddings                     |        | ✅           | ✅   | RoBERTa - DistilRoBERTa                                                                                                                                    |
-| SwinForImageClassification                    |        | ❎           | ❎   | [TFSwinForImageClassification](https://huggingface.co/docs/transformers/model_doc/swin#transformers.TFSwinForImageClassification)                          |
-| T5Transformer                                 |        | ❌           | ❎   |                                                                                                                                                            |
-| TapasForQuestionAnswering                     |        | ❎           | ❎   | [TFTapasForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/tapas#transformers.TFTapasForQuestionAnswering)                           |
-| UniversalSentenceEncoder                      | ❎     |              | ❌   |                                                                                                                                                            |
-| VisionEncoderDecoderForImageCaptioning        |        | ✅           | ❎   | [VisionEncoderDecoderModel](https://huggingface.co/docs/transformers/model_doc/vision-encoder-decoder#vision-encoder-decoder-models)                       |
-| ViTForImageClassification                     | ❌     | ✅           | ❎   | [TFViTForImageClassification](https://huggingface.co/docs/transformers/model_doc/vit#transformers.TFViTForImageClassification)                             |
-| WhisperForCTC                                 |        | ✅           | ✅   | [WhisperForConditionalGeneration](https://huggingface.co/docs/transformers/v4.33.2/en/model_doc/whisper#transformers.WhisperForConditionalGeneration)      |
-| XlmRoBertaEmbeddings                          |        | ✅           | ✅   | XLM-RoBERTa                                                                                                                                                |
-| XlmRoBertaForQuestionAnswering                |        | ✅           | ❎   | [TFXLMRobertaForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/xlm-roberta#transformers.TFXLMRobertaForQuestionAnswering)           |
-| XlmRoBertaForSequenceClassification           |        | ✅           | ❎   | [TFXLMRobertaForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/xlm-roberta#transformers.TFXLMRobertaForSequenceClassification) |
-| XlmRoBertaForTokenClassification              |        | ✅           | ❎   | [TFXLMRobertaForTokenClassification](https://huggingface.co/docs/transformers/model_doc/xlmroberta#transformers.TFXLMRobertaForTokenClassification)        |
-| XlmRoBertaForZeroShotClassification           |        | ✅           | ❎   | [TFXLMRobertaForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/xlm-roberta#transformers.TFXLMRobertaForSequenceClassification) |
-| XlmRoBertaSentenceEmbeddings                  |        | ✅           | ❎   | [SentenceTransformer](https://github.com/UKPLab/sentence-transformers)                                                                                     |
-| XlnetEmbeddings                               |        | ✅           | ❌   | XLNet                                                                                                                                                      |
-| XlnetForSequenceClassification                |        | ✅           | ❎   | [TFXLNetForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/xlnet#transformers.TFXLNetForSequenceClassification)                 |
-| XlnetForTokenClassification                   |        | ✅           | ❎   | [TFXLNetForTokenClassificationet](https://huggingface.co/docs/transformers/model_doc/xlnet#transformers.TFXLNetForTokenClassificationet)                   |
-| ZeroShotNerModel                              |        | ✅           | ❎   | [TFRobertaForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/roberta#transformers.TFRobertaForSequenceClassification)           |
+| Spark NLP                                     | TF Hub | HuggingFace | ONNX | Model Architecture                                                                                                                                         |
+| :-------------------------------------------- | :----- | :---------- | :--- | :--------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| AlbertEmbeddings                              | ✅     | ✅          | ✅   | ALBERT                                                                                                                                                     |
+| AlbertForQuestionAnswering                    |        | ✅          | ❎   | [TFAlbertForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/albert#transformers.TFAlbertForQuestionAnswering)                        |
+| AlbertForSequenceClassification               |        | ✅          | ❎   | [TFAlbertForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/albert#transformers.TFAlbertForSequenceClassification)              |
+| AlbertForTokenClassification                  |        | ✅          | ❎   | [TFAlbertForTokenClassification](https://huggingface.co/docs/transformers/model_doc/albert#transformers.TFAlbertForTokenClassification)                    |
+| Automatic Speech Recognition (Wav2Vec2ForCTC) |        | ❎          | ❎   | [TFWav2Vec2ForCTC](https://huggingface.co/docs/transformers/model_doc/wav2vec2#transformers.TFWav2Vec2ForCTC)                                              |
+| BartForZeroShotClassification                 |        | ✅          | ❎   | [TFBartForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/bart#transformers.TFBartForSequenceClassification)                    |
+| BartTransformer                               |        | ✅          | ❎   | [TFBartForConditionalGeneration](https://huggingface.co/docs/transformers/model_doc/bart#transformers.TFBartForConditionalGeneration)                      |
+| BertEmbeddings                                | ✅     | ✅          | ✅   | BERT - Small BERT - ELECTRA                                                                                                                                |
+| BertForQuestionAnswering                      |        | ✅          | ✅   | [TFBertForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/bert#transformers.TFBertForQuestionAnswering)                              |
+| BertForSequenceClassification                 |        | ✅          | ✅   | [TFBertForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/bert#transformers.TFBertForSequenceClassification)                    |
+| BertForTokenClassification                    |        | ✅          | ✅   | [TFBertForTokenClassification](https://huggingface.co/docs/transformers/model_doc/bert#transformers.TFBertForTokenClassification)                          |
+| BertForZeroShotClassification                 |        | ✅          | ❎   | [TFBertForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/bert#transformers.TFBertForSequenceClassification)                    |
+| BertSentenceEmbeddings                        | ✅     | ✅          | ❎   | BERT - Small BERT - ELECTRA                                                                                                                                |
+| CamemBertEmbeddings                           |        | ✅          | ✅   | CamemBERT                                                                                                                                                  |
+| CamemBertForQuestionAnswering                 |        | ✅          | ❎   | [TFCamembertForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/camembert#transformers.TFCamembertForQuestionAnswering)               |
+| CamemBertForSequenceClassification            |        | ✅          | ❎   | [TFCamemBertForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/camembert#transformers.TFCamembertForSequenceClassification)     |
+| CamemBertForTokenClassification               |        | ✅          | ❎   | [TFCamemBertForTokenClassification](https://huggingface.co/docs/transformers/model_doc/camembert#transformers.TFCamembertForTokenClassification)           |
+| CLIPForZeroShotClassification                 |        | ✅          | ✅   | [CLIP](https://huggingface.co/docs/transformers/v4.36.1/model_doc/clip)                                                                                    |
+| ConvNextForImageClassification                |        | ❎          | ❎   | [TFConvNextForImageClassification](https://huggingface.co/docs/transformers/model_doc/convnext#transformers.TFConvNextForImageClassification)              |
+| DeBertaEmbeddings                             |        | ✅          | ✅   | DeBERTa-v2 - DeBERTa-v3                                                                                                                                    |
+| DeBertaForQuestionAnswering                   |        | ✅          | ❎   | [TFDebertaV2ForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/deberta-v2#transformers.TFDebertaV2ForQuestionAnswering)              |
+| DeBertaForSequenceClassification              |        | ✅          | ❎   | [TFDebertaV2ForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/deberta-v2#transformers.TFDebertaV2ForSequenceClassification)    |
+| DeBertaForTokenClassification                 |        | ✅          | ❎   | [TFDebertaV2ForTokenClassification](https://huggingface.co/docs/transformers/model_doc/deberta-v2#transformers.TFDebertaV2ForTokenClassification)          |
+| DistilBertEmbeddings                          |        | ✅          | ✅   | DistilBERT                                                                                                                                                 |
+| DistilBertForQuestionAnswering                |        | ✅          | ✅   | [TFDistilBertForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/distilbert#transformers.TFDistilBertForQuestionAnswering)            |
+| DistilBertForSequenceClassification           |        | ✅          | ✅   | [TFDistilBertForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/distilbert#transformers.TFDistilBertForSequenceClassification)  |
+| DistilBertForTokenClassification              |        | ✅          | ✅   | [TFDistilBertForTokenClassification](https://huggingface.co/docs/transformers/model_doc/distilbert#transformers.TFDistilBertForTokenClassification)        |
+| DistilBertForZeroShotClassification           |        | ✅          | ❎   | [TFDistilBertForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/distilbert#transformers.TFDistilBertForSequenceClassification)  |
+| E5Embeddings                                  |        | ✅          | ✅   | [SentenceTransformer](https://github.com/UKPLab/sentence-transformers)                                                                                     |
+| ElmoEmbeddings                                | ❎     |             | ❌   |                                                                                                                                                            |
+| HubertForCTC                                  |        | ❎          | ❎   | [TFHubertForCTC](https://huggingface.co/docs/transformers/model_doc/hubert#transformers.TFHubertForCTC)                                                    |
+| InstructorEmbeddings                          |        | ✅          | ❎   | INSTRUCTOR                                                                                                                                                 |
+| LongformerEmbeddings                          |        | ✅          | ❌   | Longformer                                                                                                                                                 |
+| LongformerForQuestionAnswering                |        | ✅          | ❎   | [TFLongformerForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/longformer#transformers.TFLongformerForQuestionAnswering)            |
+| LongformerForSequenceClassification           |        | ✅          | ❎   | [TFLongformerForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/longformer#transformers.TFLongformerForSequenceClassification)  |
+| LongformerForTokenClassification              |        | ✅          | ❎   | [TFLongformerForTokenClassification](https://huggingface.co/docs/transformers/model_doc/longformer#transformers.TFLongformerForTokenClassification)        |
+| MarianTransformer                             |        | ❌          | ❎   |                                                                                                                                                            |
+| MPNetEmbeddings                               |        | ✅          | ✅   | [SentenceTransformer](https://github.com/UKPLab/sentence-transformers)                                                                                     |
+| OpenAI GPT2                                   |        | ❌          | ❎   |                                                                                                                                                            |
+| RoBertaEmbeddings                             |        | ✅          | ✅   | RoBERTa - DistilRoBERTa                                                                                                                                    |
+| RoBertaForQuestionAnswering                   |        | ✅          | ❎   | [TFRobertaForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/roberta#transformers.TFRobertaForQuestionAnswering)                     |
+| RoBertaForSequenceClassification              |        | ✅          | ❎   | [TFRobertaForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/roberta#transformers.TFRobertaForSequenceClassification)           |
+| RoBertaForTokenClassification                 |        | ✅          | ❎   | [TFRobertaForTokenClassification](https://huggingface.co/docs/transformers/model_doc/roberta#transformers.TFRobertaForTokenClassification)                 |
+| RoBertaForZeroShotClassification              |        | ✅          | ❎   | [TFRobertaForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/roberta#transformers.TFRobertaForSequenceClassification)           |
+| RoBertaSentenceEmbeddings                     |        | ✅          | ✅   | RoBERTa - DistilRoBERTa                                                                                                                                    |
+| SwinForImageClassification                    |        | ❎          | ❎   | [TFSwinForImageClassification](https://huggingface.co/docs/transformers/model_doc/swin#transformers.TFSwinForImageClassification)                          |
+| T5Transformer                                 |        | ❌          | ❎   |                                                                                                                                                            |
+| TapasForQuestionAnswering                     |        | ❎          | ❎   | [TFTapasForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/tapas#transformers.TFTapasForQuestionAnswering)                           |
+| UniversalSentenceEncoder                      | ❎     |             | ❌   |                                                                                                                                                            |
+| VisionEncoderDecoderForImageCaptioning        |        | ✅          | ❎   | [VisionEncoderDecoderModel](https://huggingface.co/docs/transformers/model_doc/vision-encoder-decoder#vision-encoder-decoder-models)                       |
+| ViTForImageClassification                     | ❌     | ✅          | ❎   | [TFViTForImageClassification](https://huggingface.co/docs/transformers/model_doc/vit#transformers.TFViTForImageClassification)                             |
+| WhisperForCTC                                 |        | ✅          | ✅   | [WhisperForConditionalGeneration](https://huggingface.co/docs/transformers/v4.33.2/en/model_doc/whisper#transformers.WhisperForConditionalGeneration)      |
+| XlmRoBertaEmbeddings                          |        | ✅          | ✅   | XLM-RoBERTa                                                                                                                                                |
+| XlmRoBertaForQuestionAnswering                |        | ✅          | ❎   | [TFXLMRobertaForQuestionAnswering](https://huggingface.co/docs/transformers/model_doc/xlm-roberta#transformers.TFXLMRobertaForQuestionAnswering)           |
+| XlmRoBertaForSequenceClassification           |        | ✅          | ❎   | [TFXLMRobertaForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/xlm-roberta#transformers.TFXLMRobertaForSequenceClassification) |
+| XlmRoBertaForTokenClassification              |        | ✅          | ❎   | [TFXLMRobertaForTokenClassification](https://huggingface.co/docs/transformers/model_doc/xlmroberta#transformers.TFXLMRobertaForTokenClassification)        |
+| XlmRoBertaForZeroShotClassification           |        | ✅          | ❎   | [TFXLMRobertaForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/xlm-roberta#transformers.TFXLMRobertaForSequenceClassification) |
+| XlmRoBertaSentenceEmbeddings                  |        | ✅          | ❎   | [SentenceTransformer](https://github.com/UKPLab/sentence-transformers)                                                                                     |
+| XlnetEmbeddings                               |        | ✅          | ❌   | XLNet                                                                                                                                                      |
+| XlnetForSequenceClassification                |        | ✅          | ❎   | [TFXLNetForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/xlnet#transformers.TFXLNetForSequenceClassification)                 |
+| XlnetForTokenClassification                   |        | ✅          | ❎   | [TFXLNetForTokenClassificationet](https://huggingface.co/docs/transformers/model_doc/xlnet#transformers.TFXLNetForTokenClassificationet)                   |
+| ZeroShotNerModel                              |        | ✅          | ❎   | [TFRobertaForSequenceClassification](https://huggingface.co/docs/transformers/model_doc/roberta#transformers.TFRobertaForSequenceClassification)           |
 
 </div><div class="h3-box" markdown="1">
 
@@ -117,31 +118,39 @@ We have extended support for `HuggingFace` 🤗   and `TF Hub` exported models s
 
 #### HuggingFace, Optimum, PyTorch, and ONNX Runtime to Spark NLP (ONNX)
 
-| Spark NLP                       | Notebooks                                                                                                                                                                                                                    | Colab                                                                                                                                                                                                                                                           |
-|:------------------------------- |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
-| AlbertForQuestionAnswering      | [HuggingFace ONNX in Spark NLP AlbertForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_AlbertForQuestionAnswering.ipynb)           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_AlbertForQuestionAnswering.ipynb)      |
-| AlbertForSequenceClassification | [HuggingFace ONNX in Spark NLP AlbertForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_AlbertForSequenceClassification.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_AlbertForSequenceClassification.ipynb) |
-| AlbertForTokenClassification    | [HuggingFace ONNX in Spark NLP AlbertForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_AlbertForTokenClassification.ipynb)       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_AlbertForTokenClassification.ipynb)    |
-| BertForQuestionAnswering      | [HuggingFace ONNX in Spark NLP BertForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForQuestionAnswering.ipynb)           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForQuestionAnswering.ipynb)      |
-| BertForSequenceClassification | [HuggingFace ONNX in Spark NLP BertForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForSequenceClassification.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForSequenceClassification.ipynb) |
-| BertForTokenClassification    | [HuggingFace ONNX in Spark NLP BertForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForTokenClassification.ipynb)       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForTokenClassification.ipynb)    |
-| DistilBertForQuestionAnswering      | [HuggingFace ONNX in Spark NLP DistilBertForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForQuestionAnswering.ipynb)           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DistilBertForQuestionAnswering.ipynb)      |
+| Spark NLP                           | Notebooks                                                                                                                                                                                                                            | Colab                                                                                                                                                                                                                                                               |
+| :---------------------------------- | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
+| AlbertForQuestionAnswering          | [HuggingFace ONNX in Spark NLP AlbertForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_AlbertForQuestionAnswering.ipynb)                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_AlbertForQuestionAnswering.ipynb)          |
+| AlbertForSequenceClassification     | [HuggingFace ONNX in Spark NLP AlbertForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_AlbertForSequenceClassification.ipynb)         | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_AlbertForSequenceClassification.ipynb)     |
+| AlbertForTokenClassification        | [HuggingFace ONNX in Spark NLP AlbertForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_AlbertForTokenClassification.ipynb)               | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_AlbertForTokenClassification.ipynb)        |
+| BertEmbeddings                      | [HuggingFace ONNX in Spark NLP BERT](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BERT.ipynb)                                                               | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BERT.ipynb)                                |
+| BertForQuestionAnswering            | [HuggingFace ONNX in Spark NLP BertForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForQuestionAnswering.ipynb)                       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForQuestionAnswering.ipynb)            |
+| BertForSequenceClassification       | [HuggingFace ONNX in Spark NLP BertForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForSequenceClassification.ipynb)             | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForSequenceClassification.ipynb)       |
+| BertForTokenClassification          | [HuggingFace ONNX in Spark NLP BertForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForTokenClassification.ipynb)                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForTokenClassification.ipynb)          |
+| BertSentenceEmbeddings              | [HuggingFace ONNX in Spark NLP BertSentenceEmbeddings](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertSentenceEmbeddings.ipynb)                           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertSentenceEmbeddings.ipynb)              |
+| CLIPForZeroShotClassification       | [HuggingFace ONNX in Spark NLP CLIP](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_Whisper.ipynb)                                                            | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_CLIP.ipynb)                                |
+| DeBertaEmbeddings                   | [HuggingFace ONNX in Spark NLP DeBERTa](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DeBERTa.ipynb)                                                         | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DeBERTa.ipynb)                             |
+| DistilBertEmbeddings                | [HuggingFace ONNX in Spark NLP DistilBERT](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DistilBERT.ipynb)                                                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DistilBERT.ipynb)                          |
+| DistilBertForQuestionAnswering      | [HuggingFace ONNX in Spark NLP DistilBertForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BertForQuestionAnswering.ipynb)                 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DistilBertForQuestionAnswering.ipynb)      |
 | DistilBertForSequenceClassification | [HuggingFace ONNX in Spark NLP DistilBertForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DistilBertForSequenceClassification.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DistilBertForSequenceClassification.ipynb) |
 | DistilBertForTokenClassification    | [HuggingFace ONNX in Spark NLP DistilBertForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DistilBertForTokenClassification.ipynb)       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DistilBertForTokenClassification.ipynb)    |
-| BertEmbeddings                  | [HuggingFace ONNX in Spark NLP BERT](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BERT.ipynb)                                                       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_BERT.ipynb)                            |
-| DeBertaEmbeddings               | [HuggingFace ONNX in Spark NLP DeBERTa](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DeBERTa.ipynb)                                                 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DeBERTa.ipynb)                         |
-| DistilBertEmbeddings            | [HuggingFace ONNX in Spark NLP DistilBERT](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DistilBERT.ipynb)                                           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_DistilBERT.ipynb)                      |
-| E5Embeddings                    | [HuggingFace ONNX in Spark NLP E5](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_E5.ipynb)                                                           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_E5.ipynb)                              |
-| MPNet                           | [HuggingFace ONNX in Spark NLP MPNet](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_MPNet.ipynb)                                                     | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_MPNet.ipynb)                           |
-| RoBertaEmbeddings               | [HuggingFace ONNX in Spark NLP RoBERTa](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_RoBERTa.ipynb)                                                 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_RoBERTa.ipynb)                         |
-| WhisperForCTC                   | [HuggingFace ONNX in Spark NLP MPNet](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_Whisper.ipynb)                                                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_Whisper.ipynb)                         |
+| E5Embeddings                        | [HuggingFace ONNX in Spark NLP E5](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_E5.ipynb)                                                                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_E5.ipynb)                                  |
+| MarianTransformer                   | [HuggingFace ONNX in Spark NLP Marian](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_Marian.ipynb)                                                           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_Marian.ipynb)                              |
+| MPNet                               | [HuggingFace ONNX in Spark NLP MPNet](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_MPNet.ipynb)                                                             | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_MPNet.ipynb)                               |
+| RoBertaEmbeddings                   | [HuggingFace ONNX in Spark NLP RoBERTa](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_RoBERTa.ipynb)                                                         | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_RoBERTa.ipynb)                             |
+| RobertaForQuestionAnswering         | [HuggingFace ONNX in Spark NLP RoBertaForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_RoBertaForQuestionAnswering.ipynb)                 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_RoBertaForQuestionAnswering.ipynb)         |
+| RoBertaForSequenceClassification    | [HuggingFace ONNX in Spark NLP RoBertaForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_RoBertaForSequenceClassification.ipynb)       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_RoBertaForSequenceClassification.ipynb)    |
+| RoBertaForTokenClassification       | [HuggingFace ONNX in Spark NLP RoBertaForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_RoBertaForTokenClassification.ipynb)             | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_RoBertaForTokenClassification.ipynb)       |
+| T5Transformer                       | [HuggingFace ONNX in Spark NLP T5](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_T5.ipynb)                                                                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_T5.ipynb)                                  |
+| WhisperForCTC                       | [HuggingFace ONNX in Spark NLP MPNet](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_Whisper.ipynb)                                                           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_Whisper.ipynb)                             |
+| XlmRoBertaSentenceEmbeddings        | [HuggingFace ONNX in Spark NLP XlmRoBertaSentenceEmbeddings](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_XlmRoBertaSentenceEmbeddings.ipynb)               | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_XlmRoBertaSentenceEmbeddings.ipynb)        |
 
 </div><div class="h3-box" markdown="1">
 
 #### HuggingFace to Spark NLP (TensorFlow)
 
 | Spark NLP                           | Notebooks                                                                                                                                                                                                                           | Colab                                                                                                                                                                                                                                                                 |
-|:------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| :---------------------------------- | :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
 | AlbertEmbeddings                    | [HuggingFace in Spark NLP - ALBERT](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20ALBERT.ipynb)                                                           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20ALBERT.ipynb)                              |
 | AlbertForQuestionAnswering          | [HuggingFace in Spark NLP - AlbertForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20AlbertForQuestionAnswering.ipynb)                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20AlbertForQuestionAnswering.ipynb)          |
 | AlbertForSequenceClassification     | [HuggingFace in Spark NLP - AlbertForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForSequenceClassification.ipynb)           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20AlbertForSequenceClassification.ipynb)     |
@@ -152,6 +161,7 @@ We have extended support for `HuggingFace` 🤗   and `TF Hub` exported models s
 | BertForTokenClassification          | [HuggingFace in Spark NLP - BertForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForTokenClassification.ipynb)                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForTokenClassification.ipynb)          |
 | BertForZeroShotClassification       | [HuggingFace in Spark NLP - BertForZeroShotClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForSequenceClassification.ipynb)             | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForZeroShotClassification.ipynb)       |
 | BertSentenceEmbeddings              | [HuggingFace in Spark NLP - BERT Sentence](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BERT%20Sentence.ipynb)                                           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BERT%20Sentence.ipynb)                     |
+| BERTSentenceEmbeddings              | [HuggingFace in Spark NLP - BERT Sentence](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BERT%20Sentence.ipynb)                                           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BERT%20Sentence.ipynb)                     |
 | CamemBertEmbeddings                 | [HuggingFace in Spark NLP - CamemBERT](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBERT.ipynb)                                                     | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBERT.ipynb)                           |
 | CamemBertForQuestionAnswering       | [HuggingFace in Spark NLP - CamemBertForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBertForSequenceClassification.ipynb)        | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBertForQuestionAnswering.ipynb)       |
 | CamemBertForSequenceClassification  | [HuggingFace in Spark NLP - CamemBertForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBertForSequenceClassification.ipynb)   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20CamemBertForSequenceClassification.ipynb)  |
@@ -163,7 +173,8 @@ We have extended support for `HuggingFace` 🤗   and `TF Hub` exported models s
 | DistilBertForQuestionAnswering      | [HuggingFace in Spark NLP - DistilBertForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForQuestionAnswering.ipynb)           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForQuestionAnswering.ipynb)      |
 | DistilBertForSequenceClassification | [HuggingFace in Spark NLP - DistilBertForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForSequenceClassification.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForSequenceClassification.ipynb) |
 | DistilBertForTokenClassification    | [HuggingFace in Spark NLP - DistilBertForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForTokenClassification.ipynb)       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForTokenClassification.ipynb)    |
-| DistilBertForZeroShotClassification | [HuggingFace in Spark NLP - DistilBertForZeroShotClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForZeroClassification.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForZeroShotClassification.ipynb) |
+| DistilBertForZeroClassification     | [HuggingFace in Spark NLP - DistilBertForZeroClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForZeroClassification.ipynb)         | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForZeroClassification.ipynb)     |
+| DistilBertForZeroShotClassification | [HuggingFace in Spark NLP - DistilBertForZeroShotClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForZeroShotClassification.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20DistilBertForZeroShotClassification.ipynb) |
 | LongformerEmbeddings                | [HuggingFace in Spark NLP - Longformer](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20Longformer.ipynb)                                                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20Longformer.ipynb)                          |
 | LongformerForQuestionAnswering      | [HuggingFace in Spark NLP - LongformerForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20LongformerForQuestionAnswering.ipynb)           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20LongformerForQuestionAnswering.ipynb)      |
 | LongformerForSequenceClassification | [HuggingFace in Spark NLP - LongformerForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForSequenceClassification.ipynb)       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20LongformerForSequenceClassification.ipynb) |
@@ -174,13 +185,14 @@ We have extended support for `HuggingFace` 🤗   and `TF Hub` exported models s
 | RoBertaForZeroShotClassification    | [HuggingFace in Spark NLP - RoBertaForZeroShotClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20RoBertaForZeroShotClassification.ipynb)       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20RoBertaForZeroShotClassification.ipynb)    |
 | SwinForImageClassification          | [HuggingFace in Spark NLP - SwinForImageClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20SwinForImageClassification.ipynb)                   | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20SwinForImageClassification.ipynb)          |
 | ViTForImageClassification           | [HuggingFace in Spark NLP - ViTForImageClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20ViTForImageClassification.ipynb)                     | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20ViTForImageClassification.ipynb)           |
-| WhisperForCTC                       | [HuggingFace in Spark NLP - WhisperForCTC](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20RoBertaForZeroShotClassification.ipynb)       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20WhisperForCTC.ipynb)                                          |
+| WhisperForCTC                       | [HuggingFace in Spark NLP - WhisperForCTC](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20RoBertaForZeroShotClassification.ipynb)                          | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20WhisperForCTC.ipynb)                       |
 | XlmRoBertaEmbeddings                | [HuggingFace in Spark NLP - XLM-RoBERTa](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XLM-RoBERTa.ipynb)                                                 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XLM-RoBERTa.ipynb)                         |
 | XlmRobertaForQuestionAnswering      | [HuggingFace in Spark NLP - XlmRobertaForQuestionAnswering](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XlmRobertaForQuestionAnswering.ipynb)           | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XlmRobertaForQuestionAnswering.ipynb)      |
 | XlmRoBertaForSequenceClassification | [HuggingFace in Spark NLP - XlmRoBertaForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForSequenceClassification.ipynb)       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XlmRoBertaForSequenceClassification.ipynb) |
 | XlmRoBertaForTokenClassification    | [HuggingFace in Spark NLP - XlmRoBertaForTokenClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XlmRoBertaForTokenClassification.ipynb)       | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XlmRoBertaForTokenClassification.ipynb)    |
 | XlnetEmbeddings                     | [HuggingFace in Spark NLP - XLNet](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XLNet.ipynb)                                                             | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XLNet.ipynb)                               |
 | XlnetForSequenceClassification      | [HuggingFace in Spark NLP - XlnetForSequenceClassification](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20BertForSequenceClassification.ipynb)            | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20XlnetForSequenceClassification.ipynb)      |
+| T5Transformer                       | [HuggingFace in Spark NLP - T5](https://github.com/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20T5.ipynb)                                                                   |
 
 </div><div class="h3-box" markdown="1">
 
diff --git a/examples/python/transformers/HuggingFace in Spark NLP - T5.ipynb b/examples/python/transformers/HuggingFace in Spark NLP - T5.ipynb
new file mode 100644
index 00000000000000..e4282b777c3ea0
--- /dev/null
+++ b/examples/python/transformers/HuggingFace in Spark NLP - T5.ipynb	
@@ -0,0 +1,2690 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![JohnSnowLabs](https://sparknlp.org/assets/images/logo.png)\n",
+    "\n",
+    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/HuggingFace%20in%20Spark%20NLP%20-%20T5.ipynb)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import T5 models from HuggingFace 🤗 into Spark NLP 🚀\n",
+    "\n",
+    "Let's keep in mind a few things before we start 😊\n",
+    "\n",
+    "- You can import T5 models via `T5Model`. These models are usually under `Text2Text Generation` category and have `T5` in their labels\n",
+    "- This is a very computationally expensive module especially on larger sequence. The use of an accelerator such as GPU is recommended.\n",
+    "- Reference: [T5Model](https://huggingface.co/docs/transformers/model_doc/t5#transformers.T5Model)\n",
+    "- Some [example models](https://huggingface.co/models?other=T5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Export and Save HuggingFace model\n",
+    "\n",
+    "- Let's install `transformers` package and it's dependencies.\n",
+    "- We lock `tensorflow` to version `2.8`\n",
+    "- We lock `transformers` on version `4.35.2`. This doesn't mean it won't work with the future releases\n",
+    "- We will also need `sentencepiece` for tokenization."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m7.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m497.6/497.6 MB\u001b[0m \u001b[31m2.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m42.6/42.6 kB\u001b[0m \u001b[31m4.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.8/5.8 MB\u001b[0m \u001b[31m86.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m462.5/462.5 kB\u001b[0m \u001b[31m40.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.4/1.4 MB\u001b[0m \u001b[31m63.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.9/4.9 MB\u001b[0m \u001b[31m86.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m781.3/781.3 kB\u001b[0m \u001b[31m56.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25h"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install -q --upgrade transformers==4.35.2 sentencepiece tensorflow==2.8"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- HuggingFace comes with a native `saved_model` feature inside `save_pretrained` function for TensorFlow based models. We will use that to save it as TF `SavedModel`.\n",
+    "- We'll use [google/flan-t5-base](https://huggingface.co/google/flan-t5-base) model from HuggingFace as an example\n",
+    "- In addition to `T5Model` we also need to save the tokenizer. This is the same for every model, these are assets needed for tokenization inside Spark NLP.\n",
+    "0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import transformers\n",
+    "# Model name, either HF (e.g. \"google/flan-t5-base\") or a local path\n",
+    "MODEL_NAME = \"google/flan-t5-base\"\n",
+    "\n",
+    "# Path to store the exported models\n",
+    "EXPORT_PATH = f\"exported/{MODEL_NAME}\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Exporting this model involves several steps. We need to\n",
+    "\n",
+    "1. separate the encoder and decoder and their cache tensors\n",
+    "3. create a wrapper to create the right model signatures\n",
+    "4. export the preprocessor to the `assets` folder\n",
+    "\n",
+    "Don't worry if this next step seems overwhelming. Once you run the next cell everything should be exported to the right place!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2acf1f98563443e9a84b5cfd51c54ace",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "config.json:   0%|          | 0.00/1.40k [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "81a8920242114b888e420ab323c9046c",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "model.safetensors:   0%|          | 0.00/990M [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "All PyTorch model weights were used when initializing T5ExportModel.\n",
+      "\n",
+      "All the weights of T5ExportModel were initialized from the PyTorch model.\n",
+      "If your task is similar to the task the model of the checkpoint was trained on, you can already use T5ExportModel for predictions without further training.\n",
+      "WARNING:absl:Found untraced functions such as serving, final_layer_norm_layer_call_fn, final_layer_norm_layer_call_and_return_conditional_losses, dropout_48_layer_call_fn, dropout_48_layer_call_and_return_conditional_losses while saving (showing 5 of 1089). These functions will not be directly callable after loading.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import tensorflow as tf\n",
+    "from transformers import TFT5ForConditionalGeneration\n",
+    "\n",
+    "def convert_cache(cache_tensor1, cache_tensor2, num_layers):\n",
+    "    return tuple([tuple([cache_tensor1[i,j] for j in range(2)] + [cache_tensor2[i,j] for j in range(2)]) for i in range(num_layers)])\n",
+    "\n",
+    "def make_cache_tensors(cache):\n",
+    "    return tf.stack([[k for k in l[0:2]] for l in cache]), tf.stack([[k for k in l[2:4]] for l in cache])\n",
+    "\n",
+    "class T5ExportModel(TFT5ForConditionalGeneration):\n",
+    "    use_cache = True\n",
+    "\n",
+    "    @tf.function(\n",
+    "        input_signature=[\n",
+    "            {\n",
+    "                \"encoder_input_ids\": tf.TensorSpec((None, None), tf.int32, name=\"encoder_input_ids\"),\n",
+    "                \"encoder_attention_mask\": tf.TensorSpec((None, None), tf.int32, name=\"encoder_attention_mask\")\n",
+    "            }\n",
+    "        ], jit_compile=False\n",
+    "    )\n",
+    "    def encoder_serving(self, inputs):\n",
+    "        return {\n",
+    "            \"last_hidden_state\": self.encoder(input_ids=inputs[\"encoder_input_ids\"], attention_mask=inputs[\"encoder_attention_mask\"])[0]\n",
+    "        }\n",
+    "\n",
+    "    @tf.function(\n",
+    "        input_signature=[\n",
+    "\n",
+    "            {\n",
+    "                \"decoder_input_ids\": tf.TensorSpec((None, None), tf.int32, name=\"decoder_input_ids\"),\n",
+    "                \"decoder_encoder_attention_mask\": tf.TensorSpec((None, None), tf.int32, name=\"decoder_encoder_attention_mask\"),\n",
+    "                \"decoder_attention_mask\": tf.TensorSpec((None, None), tf.int32, name=\"decoder_attention_mask\"),\n",
+    "                \"encoder_state\": tf.TensorSpec((None, None,  None), tf.float32, name=\"encoder_state\")\n",
+    "            }\n",
+    "        ], jit_compile=False\n",
+    "    )\n",
+    "    def decoder_init_serving(self, inputs):\n",
+    "        decoder_output = self.decoder(\n",
+    "                  input_ids=inputs[\"decoder_input_ids\"],\n",
+    "                  encoder_hidden_states=inputs[\"encoder_state\"],\n",
+    "                  encoder_attention_mask=inputs[\"decoder_encoder_attention_mask\"],\n",
+    "                  attention_mask=inputs[\"decoder_attention_mask\"],\n",
+    "              )\n",
+    "        sequence_output = decoder_output[0]\n",
+    "        cache = decoder_output[1]\n",
+    "        cache_tensor1, cache_tensor2 = make_cache_tensors(cache)\n",
+    "\n",
+    "        if self.config.tie_word_embeddings:\n",
+    "            sequence_output = sequence_output * (self.config.d_model ** -0.5)\n",
+    "            logits = self.shared(sequence_output, mode=\"linear\")\n",
+    "        else:\n",
+    "            logits = self.lm_head(sequence_output)\n",
+    "\n",
+    "        if self.use_cache:\n",
+    "            return {\n",
+    "                    \"output_0\": logits,\n",
+    "                    \"output_cache1\": cache_tensor1,\n",
+    "                    \"output_cache2\": cache_tensor2\n",
+    "                }\n",
+    "        else:\n",
+    "            return {\n",
+    "                \"output_0\": logits\n",
+    "            }\n",
+    "\n",
+    "    @tf.function(\n",
+    "        input_signature=[\n",
+    "\n",
+    "            {\n",
+    "                \"decoder_cached_input_ids\": tf.TensorSpec((None, None), tf.int32, name=\"decoder_cached_input_ids\"),\n",
+    "                \"decoder_cached_encoder_attention\": tf.TensorSpec((None, None), tf.int32, name=\"decoder_cached_encoder_attention\"),\n",
+    "                \"decoder_cached_encoder_state\": tf.TensorSpec((None, None,  None), tf.float32, name=\"decoder_cached_encoder_state\"),\n",
+    "                \"decoder_cached_cache1\": tf.TensorSpec((None, 2, None, None, None, 64), tf.float32, name=\"decoder_cached_cache1\"),\n",
+    "                \"decoder_cached_cache2\": tf.TensorSpec((None, 2, None, None, None, 64), tf.float32, name=\"decoder_cached_cache2\")\n",
+    "            }\n",
+    "        ], jit_compile=False\n",
+    "    )\n",
+    "\n",
+    "    def decoder_cached_serving(self, inputs):\n",
+    "        decoder_output = self.decoder(\n",
+    "                  input_ids=inputs[\"decoder_cached_input_ids\"],\n",
+    "                  encoder_hidden_states=inputs[\"decoder_cached_encoder_state\"],\n",
+    "                  encoder_attention_mask=inputs[\"decoder_cached_encoder_attention\"],\n",
+    "                  past_key_values=convert_cache(\n",
+    "                      inputs[\"decoder_cached_cache1\"],\n",
+    "                      inputs[\"decoder_cached_cache2\"],\n",
+    "                      self.config.num_decoder_layers)\n",
+    "              )\n",
+    "        sequence_output = decoder_output[0]\n",
+    "        cache = decoder_output[1]\n",
+    "        cache_tensor1, cache_tensor2 = make_cache_tensors(cache)\n",
+    "\n",
+    "        if self.config.tie_word_embeddings:\n",
+    "            sequence_output = sequence_output * (self.config.d_model ** -0.5)\n",
+    "            logits = self.shared(sequence_output, mode=\"linear\")\n",
+    "        else:\n",
+    "            logits = self.lm_head(sequence_output)\n",
+    "\n",
+    "        return {\n",
+    "                \"decoder_cached_output\": logits,\n",
+    "                \"decoder_cached_output_cache1\": cache_tensor1,\n",
+    "                \"decoder_cached_output_cache2\": cache_tensor2\n",
+    "            }\n",
+    "\n",
+    "    def export(self, path, use_cache):\n",
+    "        self.use_cache = use_cache\n",
+    "        if use_cache:\n",
+    "            signatures = {\n",
+    "                \"encoder\": self.encoder_serving,\n",
+    "                \"decoder_init\": self.decoder_init_serving,\n",
+    "                \"decoder_cached\": self.decoder_cached_serving\n",
+    "            }\n",
+    "        else:\n",
+    "            signatures = {\n",
+    "                \"encoder\": self.encoder_serving,\n",
+    "                \"decoder_init\": self.decoder_init_serving,\n",
+    "            }\n",
+    "\n",
+    "        tf.saved_model.save(self, EXPORT_PATH, signatures=signatures)\n",
+    "\n",
+    "# Import either directly from TF or convert form PyTorch\n",
+    "try:\n",
+    "    model = T5ExportModel.from_pretrained(MODEL_NAME)\n",
+    "except:\n",
+    "    model = T5ExportModel.from_pretrained(MODEL_NAME, from_pt=True)\n",
+    "\n",
+    "model.export(EXPORT_PATH, use_cache=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "4ade2de4dfaf4a9bae09483537a83436",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "tokenizer_config.json:   0%|          | 0.00/2.54k [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2b2eab81482f4a49b9a33a10252f8409",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "spiece.model:   0%|          | 0.00/792k [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "52e5a877a6c840f0bd4c0f93cd32dd8b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "special_tokens_map.json:   0%|          | 0.00/2.20k [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "3cee300aeb5f46ef92f985de4c4d8c5b",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "tokenizer.json:   0%|          | 0.00/2.42M [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "You are using the default legacy behaviour of the <class 'transformers.models.t5.tokenization_t5.T5Tokenizer'>. This is expected, and simply means that the `legacy` (previous) behavior will be used so nothing changes for you. If you want to use the new behaviour, set `legacy=False`. This should only be set if you understand what it means, and thouroughly read the reason why this was added as explained in https://github.com/huggingface/transformers/pull/24565\n",
+      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "('exported/google/flan-t5-base/assets/tokenizer_config.json',\n",
+       " 'exported/google/flan-t5-base/assets/special_tokens_map.json',\n",
+       " 'exported/google/flan-t5-base/assets/spiece.model',\n",
+       " 'exported/google/flan-t5-base/assets/added_tokens.json')"
+      ]
+     },
+     "execution_count": null,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from transformers import T5Tokenizer\n",
+    "\n",
+    "# Create assets\n",
+    "!mkdir -p {EXPORT_PATH}/assets\n",
+    "\n",
+    "tokenizer = T5Tokenizer.from_pretrained(MODEL_NAME)\n",
+    "tokenizer.save_pretrained(f\"{EXPORT_PATH}/assets/\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's have a look inside these two directories and see what we are dealing with:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 20836\n",
+      "drwxr-xr-x 2 root root     4096 Dec  9 16:58 assets\n",
+      "-rw-r--r-- 1 root root 21326986 Dec  9 16:56 saved_model.pb\n",
+      "drwxr-xr-x 2 root root     4096 Dec  9 16:56 variables\n"
+     ]
+    }
+   ],
+   "source": [
+    "!ls -l {EXPORT_PATH}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 808\n",
+      "-rw-r--r-- 1 root root   2593 Dec  9 16:58 added_tokens.json\n",
+      "-rw-r--r-- 1 root root   2543 Dec  9 16:58 special_tokens_map.json\n",
+      "-rw-r--r-- 1 root root 791656 Dec  9 16:58 spiece.model\n",
+      "-rw-r--r-- 1 root root  20789 Dec  9 16:58 tokenizer_config.json\n"
+     ]
+    }
+   ],
+   "source": [
+    "!ls -l {EXPORT_PATH}/assets"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import and Save T5 in Spark NLP\n",
+    "\n",
+    "- Let's install and setup Spark NLP in Google Colab\n",
+    "- This part is pretty easy via our simple script"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing PySpark 3.2.3 and Spark NLP 5.2.0\n",
+      "setup Colab for PySpark 3.2.3 and Spark NLP 5.2.0\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m281.5/281.5 MB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m548.5/548.5 kB\u001b[0m \u001b[31m31.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m199.7/199.7 kB\u001b[0m \u001b[31m18.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25h  Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
+     ]
+    }
+   ],
+   "source": [
+    "! wget -q http://setup.johnsnowlabs.com/colab.sh -O - | bash"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's start Spark with Spark NLP included via our simple `start()` function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sparknlp\n",
+    "\n",
+    "# let's start Spark with Spark NLP\n",
+    "spark = sparknlp.start()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Let's use `loadSavedModel` functon in `T5Transformer` which allows us to load the model\n",
+    "- Most params will be set automatically. They can also be set later after loading the model in `T5Transformer` during runtime, so don't worry about setting them now\n",
+    "- `loadSavedModel` accepts two params, first is the path to the exported model. The second is the SparkSession that is `spark` variable we previously started via `sparknlp.start()`\n",
+    "- NOTE: `loadSavedModel` accepts local paths in addition to distributed file systems such as `HDFS`, `S3`, `DBFS`, etc. This feature was introduced in Spark NLP 4.2.2 release. Keep in mind the best and recommended way to move/share/reuse Spark NLP models is to use `write.save` so you can use `.load()` from any file systems natively.st and recommended way to move/share/reuse Spark NLP models is to use `write.save` so you can use `.load()` from any file systems natively."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sparknlp.annotator import *\n",
+    "\n",
+    "T5 = T5Transformer.loadSavedModel(EXPORT_PATH, spark)\\\n",
+    "  .setUseCache(True) \\\n",
+    "  .setTask(\"summarize:\") \\\n",
+    "  .setMaxOutputLength(200)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's save it on disk so it is easier to be moved around and also be used later via `.load` function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "T5.write().overwrite().save(f\"{MODEL_NAME}_spark_nlp\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's clean up stuff we don't need anymore"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!rm -rf {EXPORT_PATH}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Awesome  😎 !\n",
+    "\n",
+    "This is your T5 model from HuggingFace 🤗  loaded and saved by Spark NLP 🚀"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 988436\n",
+      "drwxr-xr-x 3 root root       4096 Dec  9 17:06 fields\n",
+      "drwxr-xr-x 2 root root       4096 Dec  9 17:06 metadata\n",
+      "-rw-r--r-- 1 root root     791656 Dec  9 17:08 t5_spp\n",
+      "-rw-r--r-- 1 root root 1011349768 Dec  9 17:08 t5_tensorflow\n"
+     ]
+    }
+   ],
+   "source": [
+    "! ls -l {MODEL_NAME}_spark_nlp"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now let's see how we can use it on other machines, clusters, or any place you wish to use your new and shiny T5 model 😊"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+-----------------------------------------------------------------------------------------------------------+\n",
+      "|result                                                                                                     |\n",
+      "+-----------------------------------------------------------------------------------------------------------+\n",
+      "|[We introduce a unified framework that converts text-to-text language problems into a text-to-text format.]|\n",
+      "+-----------------------------------------------------------------------------------------------------------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import sparknlp\n",
+    "from sparknlp.base import *\n",
+    "from sparknlp.annotator import *\n",
+    "from pyspark.ml import Pipeline\n",
+    "\n",
+    "test_data = spark.createDataFrame([\n",
+    "    [\"Transfer learning, where a model is first pre-trained on a data-rich task before being fine-tuned on a \" +\n",
+    "       \"downstream task, has emerged as a powerful technique in natural language processing (NLP). The effectiveness\" +\n",
+    "       \" of transfer learning has given rise to a diversity of approaches, methodology, and practice. In this \" +\n",
+    "       \"paper, we explore the landscape of transfer learning techniques for NLP by introducing a unified framework \" +\n",
+    "       \"that converts all text-based language problems into a text-to-text format. Our systematic study compares \" +\n",
+    "       \"pre-training objectives, architectures, unlabeled data sets, transfer approaches, and other factors on dozens \" +\n",
+    "       \"of language understanding tasks. By combining the insights from our exploration with scale and our new \" +\n",
+    "       \"Colossal Clean Crawled Corpus, we achieve state-of-the-art results on many benchmarks covering \" +\n",
+    "       \"summarization, question answering, text classification, and more. To facilitate future work on transfer \" +\n",
+    "       \"learning for NLP, we release our data set, pre-trained models, and code.\"]\n",
+    "]).toDF(\"text\")\n",
+    "\n",
+    "\n",
+    "document_assembler = DocumentAssembler() \\\n",
+    "    .setInputCol(\"text\")\\\n",
+    "    .setOutputCol(\"document\")\n",
+    "\n",
+    "T5 = T5Transformer.load(f\"{MODEL_NAME}_spark_nlp\") \\\n",
+    "  .setInputCols([\"document\"]) \\\n",
+    "  .setOutputCol(\"summary\")\n",
+    "\n",
+    "pipeline = Pipeline().setStages([document_assembler, T5])\n",
+    "\n",
+    "result = pipeline.fit(test_data).transform(test_data)\n",
+    "result.select(\"summary.result\").show(truncate=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "That's it! You can now go wild and use hundreds of T5 models from HuggingFace 🤗 in Spark NLP 🚀\n"
+   ]
+  }
+ ],
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diff --git a/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_Marian.ipynb b/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_Marian.ipynb
new file mode 100644
index 00000000000000..44fbdde06405b7
--- /dev/null
+++ b/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_Marian.ipynb
@@ -0,0 +1,617 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![JohnSnowLabs](https://sparknlp.org/assets/images/logo.png)\n",
+    "\n",
+    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_Marian.ipynb)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import ONNX Marian models from HuggingFace 🤗 into Spark NLP 🚀\n",
+    "\n",
+    "Let's keep in mind a few things before we start 😊\n",
+    "\n",
+    "- ONNX support was introduced in  `Spark NLP 5.0.0`, enabling high performance inference for models.\n",
+    "- `MarianTransformer` is only available since in `Spark NLP 5.2.0` and after. So please make sure you have upgraded to the latest Spark NLP release\n",
+    "- You can import Marian models via `MarianMTModel`. These models are usually under `Text2Text Generation` category and have `marian` in their labels\n",
+    "- Reference: [MarianMT](https://huggingface.co/docs/transformers/model_doc/marian)\n",
+    "- Some [example models](https://huggingface.co/models?other=marian)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Export and Save HuggingFace model\n",
+    "\n",
+    "- Let's install `transformers` package with the `onnx` extension and it's dependencies. You don't need `onnx` to be installed for Spark NLP, however, we need it to load and save models from HuggingFace.\n",
+    "- We lock `transformers` on version `4.35.2`. This doesn't mean it won't work with the future releases\n",
+    "- We will also need `sentencepiece` for tokenization."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m400.9/400.9 kB\u001b[0m \u001b[31m889.1 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m9.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m84.5/84.5 kB\u001b[0m \u001b[31m6.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m454.7/454.7 kB\u001b[0m \u001b[31m14.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.4/6.4 MB\u001b[0m \u001b[31m22.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m212.7/212.7 kB\u001b[0m \u001b[31m22.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.0/46.0 kB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m521.2/521.2 kB\u001b[0m \u001b[31m35.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m15.7/15.7 MB\u001b[0m \u001b[31m45.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m55.5/55.5 kB\u001b[0m \u001b[31m6.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m86.8/86.8 kB\u001b[0m \u001b[31m8.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.3/115.3 kB\u001b[0m \u001b[31m12.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m12.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.1/1.1 MB\u001b[0m \u001b[31m33.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25h\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+      "tensorflow 2.14.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3, but you have protobuf 3.20.2 which is incompatible.\n",
+      "tensorflow-metadata 1.14.0 requires protobuf<4.21,>=3.20.3, but you have protobuf 3.20.2 which is incompatible.\u001b[0m\u001b[31m\n",
+      "\u001b[0m"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install -q --upgrade transformers[onnx]==4.35.2 optimum sentencepiece"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- HuggingFace has an extension called Optimum which offers specialized model inference, including ONNX. We can use this to import and export ONNX models with `from_pretrained` and `save_pretrained`.\n",
+    "- We'll use [Helsinki-NLP/opus-mt-en-bg](https://huggingface.co/Helsinki-NLP/opus-mt-en-bg) model from HuggingFace as an example\n",
+    "- In addition to `MarianMTModel` we also need to save the tokenizer. This is the same for every model, these are assets needed for tokenization inside Spark NLP.\n",
+    "- If we want to optimize the model, a GPU will be needed. Make sure to select the correct runtime.\n",
+    "0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import transformers\n",
+    "# Model name, either HF (e.g. \"Helsinki-NLP/opus-mt-en-bg\") or a local path\n",
+    "MODEL_NAME = \"Helsinki-NLP/opus-mt-en-bg\"\n",
+    "\n",
+    "\n",
+    "# Path to store the exported models\n",
+    "EXPORT_PATH = \"onnx_models/mt_en_bg_onnx\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2023-12-09 15:36:35.997046: E tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:9342] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2023-12-09 15:36:35.997138: E tensorflow/compiler/xla/stream_executor/cuda/cuda_fft.cc:609] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2023-12-09 15:36:35.997190: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:1518] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
+      "2023-12-09 15:36:39.395061: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
+      "Framework not specified. Using pt to export to ONNX.\n",
+      "/usr/local/lib/python3.10/dist-packages/transformers/models/marian/tokenization_marian.py:197: UserWarning: Recommended: pip install sacremoses.\n",
+      "  warnings.warn(\"Recommended: pip install sacremoses.\")\n",
+      "Using the export variant default. Available variants are:\n",
+      "    - default: The default ONNX variant.\n",
+      "/usr/local/lib/python3.10/dist-packages/transformers/models/marian/tokenization_marian.py:197: UserWarning: Recommended: pip install sacremoses.\n",
+      "  warnings.warn(\"Recommended: pip install sacremoses.\")\n",
+      "Using framework PyTorch: 2.1.0+cu118\n",
+      "Overriding 1 configuration item(s)\n",
+      "\t- use_cache -> False\n",
+      "/usr/local/lib/python3.10/dist-packages/transformers/models/marian/modeling_marian.py:213: TracerWarning: Converting a tensor to a Python boolean might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!\n",
+      "  if attn_weights.size() != (bsz * self.num_heads, tgt_len, src_len):\n",
+      "/usr/local/lib/python3.10/dist-packages/transformers/models/marian/modeling_marian.py:220: TracerWarning: Converting a tensor to a Python boolean might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!\n",
+      "  if attention_mask.size() != (bsz, 1, tgt_len, src_len):\n",
+      "/usr/local/lib/python3.10/dist-packages/transformers/models/marian/modeling_marian.py:252: TracerWarning: Converting a tensor to a Python boolean might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!\n",
+      "  if attn_output.size() != (bsz * self.num_heads, tgt_len, self.head_dim):\n",
+      "Using framework PyTorch: 2.1.0+cu118\n",
+      "Overriding 1 configuration item(s)\n",
+      "\t- use_cache -> True\n",
+      "/usr/local/lib/python3.10/dist-packages/transformers/modeling_attn_mask_utils.py:66: TracerWarning: Converting a tensor to a Python boolean might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!\n",
+      "  if input_shape[-1] > 1 or self.sliding_window is not None:\n",
+      "/usr/local/lib/python3.10/dist-packages/transformers/modeling_attn_mask_utils.py:137: TracerWarning: Converting a tensor to a Python boolean might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!\n",
+      "  if past_key_values_length > 0:\n",
+      "Using framework PyTorch: 2.1.0+cu118\n",
+      "Overriding 1 configuration item(s)\n",
+      "\t- use_cache -> True\n",
+      "/usr/local/lib/python3.10/dist-packages/transformers/models/marian/modeling_marian.py:175: TracerWarning: Converting a tensor to a Python boolean might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!\n",
+      "  and past_key_value[0].shape[2] == key_value_states.shape[1]\n",
+      "Post-processing the exported models...\n",
+      "Weight deduplication check in the ONNX export requires accelerate. Please install accelerate to run it.\n",
+      "The two models proto have different outputs (25 and 13 outputs). Constant outputs will be added to unify the two models outputs.\n",
+      "Adding a constant output for present.0.encoder.key of shape [0, 8, 1, 64] in model2.\n",
+      "Adding a constant output for present.0.encoder.value of shape [0, 8, 1, 64] in model2.\n",
+      "Adding a constant output for present.1.encoder.key of shape [0, 8, 1, 64] in model2.\n",
+      "Adding a constant output for present.1.encoder.value of shape [0, 8, 1, 64] in model2.\n",
+      "Adding a constant output for present.2.encoder.key of shape [0, 8, 1, 64] in model2.\n",
+      "Adding a constant output for present.2.encoder.value of shape [0, 8, 1, 64] in model2.\n",
+      "Adding a constant output for present.3.encoder.key of shape [0, 8, 1, 64] in model2.\n",
+      "Adding a constant output for present.3.encoder.value of shape [0, 8, 1, 64] in model2.\n",
+      "Adding a constant output for present.4.encoder.key of shape [0, 8, 1, 64] in model2.\n",
+      "Adding a constant output for present.4.encoder.value of shape [0, 8, 1, 64] in model2.\n",
+      "Adding a constant output for present.5.encoder.key of shape [0, 8, 1, 64] in model2.\n",
+      "Adding a constant output for present.5.encoder.value of shape [0, 8, 1, 64] in model2.\n",
+      "Validating ONNX model onnx_models/mt_en_bg_onnx/encoder_model.onnx...\n",
+      "\t-[✓] ONNX model output names match reference model (last_hidden_state)\n",
+      "\t- Validating ONNX Model output \"last_hidden_state\":\n",
+      "\t\t-[✓] (2, 16, 512) matches (2, 16, 512)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "Validating ONNX model onnx_models/mt_en_bg_onnx/decoder_model_merged.onnx...\n",
+      "2023-12-09 15:37:23.337914899 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_8_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:23.338106443 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Shape_4_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:23.339141499 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Shape_7_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:23.339176748 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Shape_4_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:23.339264647 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_22_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:23.339280914 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_17_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:23.390090751 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_1_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:23.391676666 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_11_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:23.391777448 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:23.391852526 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_12_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:23.391877847 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_10_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:23.391932788 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_13_output_0'. It is not used by any node and should be removed from the model.\n",
+      "\t-[✓] ONNX model output names match reference model (present.0.decoder.value, present.0.decoder.key, present.1.encoder.value, present.4.encoder.key, present.1.encoder.key, present.0.encoder.key, present.4.decoder.key, logits, present.4.decoder.value, present.1.decoder.key, present.4.encoder.value, present.1.decoder.value, present.2.decoder.value, present.3.decoder.key, present.2.encoder.value, present.0.encoder.value, present.3.decoder.value, present.5.encoder.key, present.5.encoder.value, present.5.decoder.key, present.3.encoder.key, present.2.encoder.key, present.3.encoder.value, present.2.decoder.key, present.5.decoder.value)\n",
+      "\t- Validating ONNX Model output \"logits\":\n",
+      "\t\t-[✓] (2, 16, 61708) matches (2, 16, 61708)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.0.decoder.key\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.0.decoder.value\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.0.encoder.key\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.0.encoder.value\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.1.decoder.key\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.1.decoder.value\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.1.encoder.key\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.1.encoder.value\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.2.decoder.key\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.2.decoder.value\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.2.encoder.key\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.2.encoder.value\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.3.decoder.key\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.3.decoder.value\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.3.encoder.key\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.3.encoder.value\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.4.decoder.key\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.4.decoder.value\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.4.encoder.key\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.4.encoder.value\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.5.decoder.key\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.5.decoder.value\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.5.encoder.key\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.5.encoder.value\":\n",
+      "\t\t-[✓] (2, 8, 16, 64) matches (2, 8, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "Validating ONNX model onnx_models/mt_en_bg_onnx/decoder_model_merged.onnx...\n",
+      "2023-12-09 15:37:25.106554510 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_8_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:25.106739046 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Shape_4_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:25.107498591 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Shape_7_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:25.107528970 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Shape_4_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:25.107607752 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_22_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:25.107626402 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_17_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:25.138559519 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_1_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:25.139517684 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_11_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:25.139600846 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:25.139628016 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_12_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:25.139660269 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_10_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:37:25.139707770 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/model/decoder/Constant_13_output_0'. It is not used by any node and should be removed from the model.\n",
+      "\t-[✓] ONNX model output names match reference model (present.0.decoder.value, present.0.decoder.key, present.3.decoder.key, present.1.decoder.value, present.4.decoder.key, present.5.decoder.key, logits, present.3.decoder.value, present.2.decoder.value, present.2.decoder.key, present.4.decoder.value, present.1.decoder.key, present.5.decoder.value)\n",
+      "\t- Validating ONNX Model output \"logits\":\n",
+      "\t\t-[✓] (2, 1, 61708) matches (2, 1, 61708)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.0.decoder.key\":\n",
+      "\t\t-[✓] (2, 8, 17, 64) matches (2, 8, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.0.decoder.value\":\n",
+      "\t\t-[✓] (2, 8, 17, 64) matches (2, 8, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.1.decoder.key\":\n",
+      "\t\t-[✓] (2, 8, 17, 64) matches (2, 8, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.1.decoder.value\":\n",
+      "\t\t-[✓] (2, 8, 17, 64) matches (2, 8, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.2.decoder.key\":\n",
+      "\t\t-[✓] (2, 8, 17, 64) matches (2, 8, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.2.decoder.value\":\n",
+      "\t\t-[✓] (2, 8, 17, 64) matches (2, 8, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.3.decoder.key\":\n",
+      "\t\t-[✓] (2, 8, 17, 64) matches (2, 8, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.3.decoder.value\":\n",
+      "\t\t-[✓] (2, 8, 17, 64) matches (2, 8, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.4.decoder.key\":\n",
+      "\t\t-[✓] (2, 8, 17, 64) matches (2, 8, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.4.decoder.value\":\n",
+      "\t\t-[✓] (2, 8, 17, 64) matches (2, 8, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.5.decoder.key\":\n",
+      "\t\t-[✓] (2, 8, 17, 64) matches (2, 8, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.5.decoder.value\":\n",
+      "\t\t-[✓] (2, 8, 17, 64) matches (2, 8, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "The ONNX export succeeded and the exported model was saved at: onnx_models/mt_en_bg_onnx\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Export the model to ONNX using optimum\n",
+    "\n",
+    "# Export with optimizations (uncomment next line)\n",
+    "# !optimum-cli export onnx --task text2text-generation-with-past --model {MODEL_NAME} --optimize O2 {EXPORT_PATH}\n",
+    "# IMPORTANT - there is a bug in onnxruntime which crashes it when trying to optimize a T5 small model (or any derivative of it)\n",
+    "# There are two ways to addess the problem:\n",
+    "# 1. Go to onnx_model_bert.py in the onnxruntime module (the full path depends on the module version),\n",
+    "#    find the BertOnnxModel class and comment the following line in the constructor:\n",
+    "#    assert (num_heads == 0 and hidden_size == 0) or (num_heads > 0 and hidden_size % num_heads == 0)\n",
+    "# 2. Disable optimization by removing '--optimize O2' (use line below).\n",
+    "\n",
+    "# Export without optimizations\n",
+    "!optimum-cli export onnx --task text2text-generation-with-past --model {MODEL_NAME} {EXPORT_PATH}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's have a look inside these two directories and see what we are dealing with:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 1231176\n",
+      "-rw-r--r-- 1 root root      1384 Dec  9 15:36 config.json\n",
+      "-rw-r--r-- 1 root root 355460094 Dec  9 15:37 decoder_model_merged.onnx\n",
+      "-rw-r--r-- 1 root root 355224613 Dec  9 15:37 decoder_model.onnx\n",
+      "-rw-r--r-- 1 root root 342573852 Dec  9 15:37 decoder_with_past_model.onnx\n",
+      "-rw-r--r-- 1 root root 203194157 Dec  9 15:36 encoder_model.onnx\n",
+      "-rw-r--r-- 1 root root       288 Dec  9 15:36 generation_config.json\n",
+      "-rw-r--r-- 1 root root    791438 Dec  9 15:36 source.spm\n",
+      "-rw-r--r-- 1 root root        74 Dec  9 15:36 special_tokens_map.json\n",
+      "-rw-r--r-- 1 root root    999053 Dec  9 15:36 target.spm\n",
+      "-rw-r--r-- 1 root root       818 Dec  9 15:36 tokenizer_config.json\n",
+      "-rw-r--r-- 1 root root   2451253 Dec  9 15:36 vocab.json\n"
+     ]
+    }
+   ],
+   "source": [
+    "!ls -l {EXPORT_PATH}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- As you can see, we need to move the sentence piece models `*.spm` from the tokenizer to assets folder which Spark NLP will look for\n",
+    "- We also need to process `vocab.json` for the tokenizer vocabulary. The Spark NLP Annotator expects a `vocab.txt` with one word per line."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "! mkdir -p {EXPORT_PATH}/assets\n",
+    "! mv -t {EXPORT_PATH}/assets {EXPORT_PATH}/*.spm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "output_json = json.load(open(f\"{EXPORT_PATH}/vocab.json\"))\n",
+    "\n",
+    "with open(f\"{EXPORT_PATH}/assets/vocab.txt\", \"w\") as f:\n",
+    "    for key in output_json.keys():\n",
+    "        print(key, file=f)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 2528\n",
+      "-rw-r--r-- 1 root root 791438 Dec  9 15:36 source.spm\n",
+      "-rw-r--r-- 1 root root 999053 Dec  9 15:36 target.spm\n",
+      "-rw-r--r-- 1 root root 792353 Dec  9 15:38 vocab.txt\n"
+     ]
+    }
+   ],
+   "source": [
+    "!ls -l {EXPORT_PATH}/assets"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import and Save Marian in Spark NLP\n",
+    "\n",
+    "- Let's install and setup Spark NLP in Google Colab\n",
+    "- This part is pretty easy via our simple script"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing PySpark 3.2.3 and Spark NLP 5.2.0\n",
+      "setup Colab for PySpark 3.2.3 and Spark NLP 5.2.0\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m281.5/281.5 MB\u001b[0m \u001b[31m1.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m548.5/548.5 kB\u001b[0m \u001b[31m25.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m199.7/199.7 kB\u001b[0m \u001b[31m20.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25h  Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
+     ]
+    }
+   ],
+   "source": [
+    "! wget -q http://setup.johnsnowlabs.com/colab.sh -O - | bash"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's start Spark with Spark NLP included via our simple `start()` function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sparknlp\n",
+    "\n",
+    "# let's start Spark with Spark NLP\n",
+    "spark = sparknlp.start()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Let's use `loadSavedModel` functon in `MarianTransformer` which allows us to load the ONNX model\n",
+    "- Most params will be set automatically. They can also be set later after loading the model in `MarianTransformer` during runtime, so don't worry about setting them now\n",
+    "- `loadSavedModel` accepts two params, first is the path to the exported model. The second is the SparkSession that is `spark` variable we previously started via `sparknlp.start()`\n",
+    "- NOTE: `loadSavedModel` accepts local paths in addition to distributed file systems such as `HDFS`, `S3`, `DBFS`, etc. This feature was introduced in Spark NLP 4.2.2 release. Keep in mind the best and recommended way to move/share/reuse Spark NLP models is to use `write.save` so you can use `.load()` from any file systems natively.st and recommended way to move/share/reuse Spark NLP models is to use `write.save` so you can use `.load()` from any file systems natively."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sparknlp.annotator import *\n",
+    "\n",
+    "marian = MarianTransformer.loadSavedModel(EXPORT_PATH, spark)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's save it on disk so it is easier to be moved around and also be used later via `.load` function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "marian.write().overwrite().save(f\"{MODEL_NAME}_spark_nlp\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's clean up stuff we don't need anymore"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!rm -rf {EXPORT_PATH}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Awesome  😎 !\n",
+    "\n",
+    "This is your ONNX Marian model from HuggingFace 🤗  loaded and saved by Spark NLP 🚀"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 547408\n",
+      "-rw-r--r-- 1 root root 355514472 Dec  9 15:40 decoder.onxx\n",
+      "-rw-r--r-- 1 root root 203225300 Dec  9 15:39 encoder.onxx\n",
+      "-rw-r--r-- 1 root root    791438 Dec  9 15:40 marian_spp_src\n",
+      "-rw-r--r-- 1 root root    999053 Dec  9 15:40 marian_spp_trg\n",
+      "drwxr-xr-x 2 root root      4096 Dec  9 15:39 metadata\n"
+     ]
+    }
+   ],
+   "source": [
+    "! ls -l {MODEL_NAME}_spark_nlp"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now let's see how we can use it on other machines, clusters, or any place you wish to use your new and shiny Marian model 😊"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+----------------------------------------------------------------------------------------------------------------------------------------------+\n",
+      "|result                                                                                                                                        |\n",
+      "+----------------------------------------------------------------------------------------------------------------------------------------------+\n",
+      "|[В началото на 2004 г., в началото на 2007 г., в началото на 2007 г., се провеждаше и конгрес на тема „Статии за развитие на земеделието“ и „]|\n",
+      "+----------------------------------------------------------------------------------------------------------------------------------------------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import sparknlp\n",
+    "from sparknlp.base import *\n",
+    "from sparknlp.annotator import *\n",
+    "from pyspark.ml import Pipeline\n",
+    "\n",
+    "test_data = spark.createDataFrame([\n",
+    "    (1, \"Rome (Italian and Latin: Roma [ˈroːma] ⓘ) is the capital city of Italy. It is also the capital of the Lazio region, the centre of the Metropolitan City of Rome, and a special comune named Comune di Roma Capitale.s listed by UNESCO as a World Heritage Site.[17] The host city for the 1960 Summer Olympics, Rome is also the seat of several specialised agencies of the United Nations, such as the Food and Agriculture Organization (FAO), the World Food Programme (WFP) and the International Fund for Agricultural Development (IFAD). The city also hosts the Secretariat of the Parliamentary Assembly of the Union for the Mediterranean[18] (UfM) as well as the headquarters of many international businesses, such as Eni, Enel, TIM, Leonardo, and banks such as BNL. Numerous companies are based within Rome's EUR business district, such as the luxury fashion house Fendi located in the Palazzo della Civiltà Italiana. The presence of renowned international brands in the city has made Rome an important centre of fashion and design, and the Cinecittà Studios have been the set of many Academy Award–winning movies.\"),\n",
+    "]).toDF(\"id\", \"text\")\n",
+    "\n",
+    "\n",
+    "document_assembler = DocumentAssembler() \\\n",
+    "    .setInputCol(\"text\")\\\n",
+    "    .setOutputCol(\"document\")\n",
+    "\n",
+    "marian = MarianTransformer.load(f\"{MODEL_NAME}_spark_nlp\") \\\n",
+    "    .setInputCols([\"document\"])\\\n",
+    "    .setOutputCol(\"translation\")\\\n",
+    "    .setMaxInputLength(512)\n",
+    "\n",
+    "pipeline = Pipeline().setStages([document_assembler, marian])\n",
+    "\n",
+    "result = pipeline.fit(test_data).transform(test_data)\n",
+    "result.select(\"translation.result\").show(truncate=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "That's it! You can now go wild and use hundreds of Marian models from HuggingFace 🤗 in Spark NLP 🚀\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_T5.ipynb b/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_T5.ipynb
new file mode 100644
index 00000000000000..8a7518f56631df
--- /dev/null
+++ b/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_T5.ipynb
@@ -0,0 +1,902 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![JohnSnowLabs](https://sparknlp.org/assets/images/logo.png)\n",
+    "\n",
+    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/transformers/onnx/HuggingFace_ONNX_in_Spark_NLP_T5.ipynb)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import ONNX T5 models from HuggingFace 🤗 into Spark NLP 🚀\n",
+    "\n",
+    "Let's keep in mind a few things before we start 😊\n",
+    "\n",
+    "- ONNX support was introduced in  `Spark NLP 5.0.0`, enabling high performance inference for models.\n",
+    "- ONNX support for the `T5Transformer` is only available since in `Spark NLP 5.2.0` and after. So please make sure you have upgraded to the latest Spark NLP release\n",
+    "- You can import T5 models via `T5Model`. These models are usually under `Text2Text Generation` category and have `T5` in their labels\n",
+    "- This is a very computationally expensive module especially on larger sequence. The use of an accelerator such as GPU is recommended.\n",
+    "- Reference: [T5Model](https://huggingface.co/docs/transformers/model_doc/t5#transformers.T5Model)\n",
+    "- Some [example models](https://huggingface.co/models?other=T5)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Export and Save HuggingFace model\n",
+    "\n",
+    "- Let's install `transformers` package with the `onnx` extension and it's dependencies. You don't need `onnx` to be installed for Spark NLP, however, we need it to load and save models from HuggingFace.\n",
+    "- We lock `transformers` on version `4.35.2`. This doesn't mean it won't work with the future releases\n",
+    "- We will also need `sentencepiece` for tokenization."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m400.9/400.9 kB\u001b[0m \u001b[31m4.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m10.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m84.5/84.5 kB\u001b[0m \u001b[31m8.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m454.7/454.7 kB\u001b[0m \u001b[31m12.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.4/6.4 MB\u001b[0m \u001b[31m21.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m212.7/212.7 kB\u001b[0m \u001b[31m15.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.0/46.0 kB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m521.2/521.2 kB\u001b[0m \u001b[31m24.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m15.7/15.7 MB\u001b[0m \u001b[31m27.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m55.5/55.5 kB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m86.8/86.8 kB\u001b[0m \u001b[31m7.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.3/115.3 kB\u001b[0m \u001b[31m5.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m6.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.1/1.1 MB\u001b[0m \u001b[31m52.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25h\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
+      "tensorflow 2.14.0 requires protobuf!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<5.0.0dev,>=3.20.3, but you have protobuf 3.20.2 which is incompatible.\n",
+      "tensorflow-metadata 1.14.0 requires protobuf<4.21,>=3.20.3, but you have protobuf 3.20.2 which is incompatible.\u001b[0m\u001b[31m\n",
+      "\u001b[0m"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install -q --upgrade transformers[onnx]==4.35.2 optimum sentencepiece"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- HuggingFace has an extension called Optimum which offers specialized model inference, including ONNX. We can use this to import and export ONNX models with `from_pretrained` and `save_pretrained`.\n",
+    "- We'll use [google/flan-t5-base](https://huggingface.co/google/flan-t5-base) model from HuggingFace as an example\n",
+    "- In addition to `T5Model` we also need to save the tokenizer. This is the same for every model, these are assets needed for tokenization inside Spark NLP.\n",
+    "- If we want to optimize the model, a GPU will be needed. Make sure to select the correct runtime.\n",
+    "0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import transformers\n",
+    "# Model name, either HF (e.g. \"google/flan-t5-base\") or a local path\n",
+    "MODEL_NAME = \"google/flan-t5-base\"\n",
+    "\n",
+    "\n",
+    "# Path to store the exported models\n",
+    "EXPORT_PATH = f\"onnx_models/{MODEL_NAME}\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2023-12-09 15:50:28.712604: E tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:9342] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2023-12-09 15:50:28.712694: E tensorflow/compiler/xla/stream_executor/cuda/cuda_fft.cc:609] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2023-12-09 15:50:28.712744: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:1518] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
+      "2023-12-09 15:50:31.175343: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n",
+      "Framework not specified. Using pt to export to ONNX.\n",
+      "config.json: 100% 1.40k/1.40k [00:00<00:00, 5.73MB/s]\n",
+      "model.safetensors: 100% 990M/990M [00:12<00:00, 82.4MB/s]\n",
+      "generation_config.json: 100% 147/147 [00:00<00:00, 555kB/s]\n",
+      "tokenizer_config.json: 100% 2.54k/2.54k [00:00<00:00, 8.77MB/s]\n",
+      "spiece.model: 100% 792k/792k [00:00<00:00, 138MB/s]\n",
+      "tokenizer.json: 100% 2.42M/2.42M [00:00<00:00, 15.2MB/s]\n",
+      "special_tokens_map.json: 100% 2.20k/2.20k [00:00<00:00, 9.60MB/s]\n",
+      "Using the export variant default. Available variants are:\n",
+      "    - default: The default ONNX variant.\n",
+      "Using framework PyTorch: 2.1.0+cu118\n",
+      "Overriding 1 configuration item(s)\n",
+      "\t- use_cache -> False\n",
+      "Using framework PyTorch: 2.1.0+cu118\n",
+      "Overriding 1 configuration item(s)\n",
+      "\t- use_cache -> True\n",
+      "/usr/local/lib/python3.10/dist-packages/transformers/modeling_utils.py:873: TracerWarning: Converting a tensor to a Python boolean might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!\n",
+      "  if causal_mask.shape[1] < attention_mask.shape[1]:\n",
+      "Using framework PyTorch: 2.1.0+cu118\n",
+      "Overriding 1 configuration item(s)\n",
+      "\t- use_cache -> True\n",
+      "/usr/local/lib/python3.10/dist-packages/transformers/models/t5/modeling_t5.py:508: TracerWarning: Converting a tensor to a Python boolean might cause the trace to be incorrect. We can't record the data flow of Python values, so this value will be treated as a constant in the future. This means that the trace might not generalize to other inputs!\n",
+      "  elif past_key_value.shape[2] != key_value_states.shape[1]:\n",
+      "In-place op on output of tensor.shape. See https://pytorch.org/docs/master/onnx.html#avoid-inplace-operations-when-using-tensor-shape-in-tracing-mode\n",
+      "In-place op on output of tensor.shape. See https://pytorch.org/docs/master/onnx.html#avoid-inplace-operations-when-using-tensor-shape-in-tracing-mode\n",
+      "Post-processing the exported models...\n",
+      "Weight deduplication check in the ONNX export requires accelerate. Please install accelerate to run it.\n",
+      "The two models proto have different outputs (49 and 25 outputs). Constant outputs will be added to unify the two models outputs.\n",
+      "Adding a constant output for present.0.encoder.key of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.0.encoder.value of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.1.encoder.key of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.1.encoder.value of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.2.encoder.key of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.2.encoder.value of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.3.encoder.key of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.3.encoder.value of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.4.encoder.key of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.4.encoder.value of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.5.encoder.key of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.5.encoder.value of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.6.encoder.key of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.6.encoder.value of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.7.encoder.key of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.7.encoder.value of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.8.encoder.key of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.8.encoder.value of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.9.encoder.key of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.9.encoder.value of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.10.encoder.key of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.10.encoder.value of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.11.encoder.key of shape [0, 12, 1, 64] in model2.\n",
+      "Adding a constant output for present.11.encoder.value of shape [0, 12, 1, 64] in model2.\n",
+      "Validating ONNX model onnx_models/google/flan-t5-base/encoder_model.onnx...\n",
+      "\t-[✓] ONNX model output names match reference model (last_hidden_state)\n",
+      "\t- Validating ONNX Model output \"last_hidden_state\":\n",
+      "\t\t-[✓] (2, 16, 768) matches (2, 16, 768)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "Validating ONNX model onnx_models/google/flan-t5-base/decoder_model_merged.onnx...\n",
+      "2023-12-09 15:51:48.208017351 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.3/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208083363 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.1/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208097809 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.9/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208108009 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.5/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208123335 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.11/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208132392 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.7/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208142039 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.4/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208152218 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.8/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208160006 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.1/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208180803 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.3/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208190583 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.2/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208198618 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.4/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208206693 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.0/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208214643 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.4/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208238111 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.5/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208248040 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.0/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208267097 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.2/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208274621 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.6/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208280709 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.3/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208287100 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.2/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208295365 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.1/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208305471 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.10/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208317459 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.11/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208324941 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.0/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208336444 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.11/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208347444 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.6/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208357823 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.9/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208366278 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.10/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208374195 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.5/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208399398 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.6/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208409515 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.7/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208421604 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.7/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208440000 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.8/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208450547 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.8/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208457592 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.9/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208477670 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.10/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.208494899 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/final_layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209574821 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.11/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209602649 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.11/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209614041 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.11/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209628454 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.3/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209654487 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.9/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209673964 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.0/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209681506 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.10/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209690866 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.7/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209699687 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.4/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209715509 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.8/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209722772 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.1/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209736676 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.3/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209751723 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.2/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209759121 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.4/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209769884 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.4/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209783392 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.1/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209811926 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.0/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209822486 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.2/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209829954 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.2/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209845010 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.10/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209857264 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.1/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209863876 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.0/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209871035 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.6/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209886358 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.5/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209895598 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.9/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209904553 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.10/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209912621 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.5/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209922981 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.5/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209939977 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.3/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209947278 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.6/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209966706 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.7/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209977370 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.7/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.209986458 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.8/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.210008378 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.8/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.210016191 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.9/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.210024666 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.6/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.210033910 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/final_layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.296212541 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer 'onnx::Unsqueeze_370'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.296270003 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer 'onnx::Unsqueeze_368'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.296279095 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/Constant_8_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.296296726 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/Shape_3_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.297386573 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer 'onnx::Unsqueeze_314'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.297433644 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/Constant_7_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.297470013 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer 'onnx::Unsqueeze_316'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.297530880 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/Shape_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.338965280 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer 'onnx::Unsqueeze_343'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.339025410 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.340208075 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer 'onnx::Unsqueeze_295'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.340237966 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.427374890 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/ConstantOfShape_1_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:48.428639761 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/ConstantOfShape_1_output_0'. It is not used by any node and should be removed from the model.\n",
+      "\t-[✓] ONNX model output names match reference model (present.2.encoder.key, present.0.decoder.key, present.8.decoder.value, present.11.encoder.key, logits, present.7.encoder.value, present.11.decoder.key, present.9.decoder.value, present.1.decoder.value, present.4.encoder.value, present.4.decoder.value, present.6.encoder.value, present.2.encoder.value, present.6.encoder.key, present.10.encoder.key, present.11.encoder.value, present.9.decoder.key, present.7.decoder.value, present.4.encoder.key, present.9.encoder.key, present.10.decoder.key, present.3.decoder.key, present.8.encoder.value, present.1.encoder.key, present.2.decoder.key, present.1.encoder.value, present.6.decoder.key, present.11.decoder.value, present.5.decoder.key, present.7.decoder.key, present.7.encoder.key, present.8.decoder.key, present.0.encoder.key, present.10.decoder.value, present.5.decoder.value, present.5.encoder.key, present.1.decoder.key, present.3.encoder.value, present.0.decoder.value, present.2.decoder.value, present.3.encoder.key, present.9.encoder.value, present.10.encoder.value, present.0.encoder.value, present.4.decoder.key, present.8.encoder.key, present.5.encoder.value, present.6.decoder.value, present.3.decoder.value)\n",
+      "\t- Validating ONNX Model output \"logits\":\n",
+      "\t\t-[✓] (2, 16, 32128) matches (2, 16, 32128)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.0.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.0.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.0.encoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.0.encoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.1.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.1.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.1.encoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.1.encoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.2.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.2.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.2.encoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.2.encoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.3.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.3.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.3.encoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.3.encoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.4.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.4.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 1.9073486328125e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.4.encoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.4.encoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.5.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.5.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.5.encoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.5.encoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.6.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.6.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 2.3603439331054688e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.6.encoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.6.encoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.7.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.7.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 1.811981201171875e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.7.encoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.7.encoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.8.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.8.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 2.193450927734375e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.8.encoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.8.encoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.9.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.9.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 2.9087066650390625e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.9.encoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.9.encoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.10.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 2.574920654296875e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.10.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 5.14984130859375e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.10.encoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.10.encoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 2.09808349609375e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.11.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 2.384185791015625e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.11.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 4.1484832763671875e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.11.encoder.key\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.11.encoder.value\":\n",
+      "\t\t-[✓] (2, 12, 16, 64) matches (2, 12, 16, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "Validating ONNX model onnx_models/google/flan-t5-base/decoder_model_merged.onnx...\n",
+      "2023-12-09 15:51:51.066662621 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.3/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066740990 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.1/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066755838 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.9/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066766224 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.5/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066783678 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.11/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066792789 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.7/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066807718 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.4/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066828873 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.8/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066844908 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.1/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066873884 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.3/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066893121 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.2/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066902640 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.4/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066915783 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.0/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066928136 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.4/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066970164 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.5/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.066983878 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.0/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067010352 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.2/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067021723 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.6/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067031786 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.3/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067041416 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.2/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067053275 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.1/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067067646 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.10/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067084830 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.11/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067096963 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.0/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067114183 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.11/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067130196 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.6/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067146084 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.9/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067158086 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.10/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067170672 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.5/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067205436 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.6/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067221892 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.7/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067238753 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.7/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067264981 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.8/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067279333 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.8/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067290760 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.9/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067318324 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.10/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.067342512 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/final_layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068437655 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.11/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068472192 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.11/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068485686 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.11/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068513648 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.3/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068553098 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.9/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068581661 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.0/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068594421 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.10/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068608852 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.7/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068622518 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.4/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068646811 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.8/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068659238 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.1/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068676697 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.3/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068696910 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.2/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068709118 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.4/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068724187 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.4/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068744855 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.1/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068769920 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.0/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068783680 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.2/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068795337 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.2/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068814117 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.10/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068838786 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.1/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068849310 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.0/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068860510 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.6/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068882381 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.5/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068896055 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.9/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068910675 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.10/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068923158 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.5/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068946958 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.5/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068958596 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.3/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068968973 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.6/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.068995012 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.7/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.069013807 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.7/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.069027040 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.8/layer.1/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.069057772 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.8/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.069069730 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.9/layer.0/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.069082472 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/block.6/layer.2/layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.069096216 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/final_layer_norm/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.161041863 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer 'onnx::Unsqueeze_370'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.161099643 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer 'onnx::Unsqueeze_368'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.161109168 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/Constant_8_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.161131091 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/Shape_3_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.162257670 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer 'onnx::Unsqueeze_314'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.162316903 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/Constant_7_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.162365825 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer 'onnx::Unsqueeze_316'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.162445897 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/Shape_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.203729989 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer 'onnx::Unsqueeze_343'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.203793895 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.205036049 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer 'onnx::Unsqueeze_295'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.205074263 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/Constant_2_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.288856449 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/ConstantOfShape_1_output_0'. It is not used by any node and should be removed from the model.\n",
+      "2023-12-09 15:51:51.290187950 [W:onnxruntime:, graph.cc:3553 CleanUnusedInitializersAndNodeArgs] Removing initializer '/decoder/ConstantOfShape_1_output_0'. It is not used by any node and should be removed from the model.\n",
+      "\t-[✓] ONNX model output names match reference model (present.0.decoder.key, present.8.decoder.value, logits, present.11.decoder.key, present.9.decoder.value, present.1.decoder.value, present.4.decoder.value, present.9.decoder.key, present.7.decoder.value, present.10.decoder.key, present.3.decoder.key, present.2.decoder.key, present.6.decoder.key, present.11.decoder.value, present.5.decoder.key, present.7.decoder.key, present.8.decoder.key, present.10.decoder.value, present.5.decoder.value, present.1.decoder.key, present.0.decoder.value, present.2.decoder.value, present.4.decoder.key, present.6.decoder.value, present.3.decoder.value)\n",
+      "\t- Validating ONNX Model output \"logits\":\n",
+      "\t\t-[✓] (2, 1, 32128) matches (2, 1, 32128)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.0.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.0.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.1.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.1.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.2.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.2.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.3.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.3.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.4.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.4.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 1.6510486602783203e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.5.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.5.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 2.0802021026611328e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.6.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.6.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 1.9609928131103516e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.7.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.7.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 2.6941299438476562e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.8.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[✓] all values close (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.8.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 3.266334533691406e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.9.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 1.811981201171875e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.9.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 5.53131103515625e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.10.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 2.086162567138672e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.10.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 6.723403930664062e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.11.decoder.key\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 2.8252601623535156e-05 (atol: 1e-05)\n",
+      "\t- Validating ONNX Model output \"present.11.decoder.value\":\n",
+      "\t\t-[✓] (2, 12, 17, 64) matches (2, 12, 17, 64)\n",
+      "\t\t-[x] values not close enough, max diff: 6.0439109802246094e-05 (atol: 1e-05)\n",
+      "Validation for the model onnx_models/google/flan-t5-base/decoder_model_merged.onnx raised: The maximum absolute difference between the output of the reference model and the ONNX exported model is not within the set tolerance 1e-05:\n",
+      "- present.4.decoder.value: max diff = 1.9073486328125e-05\n",
+      "- present.6.decoder.value: max diff = 2.3603439331054688e-05\n",
+      "- present.7.decoder.value: max diff = 1.811981201171875e-05\n",
+      "- present.8.decoder.value: max diff = 2.193450927734375e-05\n",
+      "- present.9.decoder.value: max diff = 2.9087066650390625e-05\n",
+      "- present.10.decoder.key: max diff = 2.574920654296875e-05\n",
+      "- present.10.decoder.value: max diff = 5.14984130859375e-05\n",
+      "- present.10.encoder.value: max diff = 2.09808349609375e-05\n",
+      "- present.11.decoder.key: max diff = 2.384185791015625e-05\n",
+      "- present.11.decoder.value: max diff = 4.1484832763671875e-05\n",
+      "The ONNX export succeeded with the warning: The maximum absolute difference between the output of the reference model and the ONNX exported model is not within the set tolerance 1e-05:\n",
+      "- present.4.decoder.value: max diff = 1.6510486602783203e-05\n",
+      "- present.5.decoder.value: max diff = 2.0802021026611328e-05\n",
+      "- present.6.decoder.value: max diff = 1.9609928131103516e-05\n",
+      "- present.7.decoder.value: max diff = 2.6941299438476562e-05\n",
+      "- present.8.decoder.value: max diff = 3.266334533691406e-05\n",
+      "- present.9.decoder.key: max diff = 1.811981201171875e-05\n",
+      "- present.9.decoder.value: max diff = 5.53131103515625e-05\n",
+      "- present.10.decoder.key: max diff = 2.086162567138672e-05\n",
+      "- present.10.decoder.value: max diff = 6.723403930664062e-05\n",
+      "- present.11.decoder.key: max diff = 2.8252601623535156e-05\n",
+      "- present.11.decoder.value: max diff = 6.0439109802246094e-05.\n",
+      " The exported model was saved at: onnx_models/google/flan-t5-base\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Export the model to ONNX using optimum\n",
+    "\n",
+    "# Export with optimizations (uncomment next line)\n",
+    "# !optimum-cli export onnx --task text2text-generation-with-past --model {MODEL_NAME} --optimize O2 {EXPORT_PATH}\n",
+    "# IMPORTANT - there is a bug in onnxruntime which crashes it when trying to optimize a T5 small model (or any derivative of it)\n",
+    "# There are two ways to addess the problem:\n",
+    "# 1. Go to onnx_model_bert.py in the onnxruntime module (the full path depends on the module version),\n",
+    "#    find the BertOnnxModel class and comment the following line in the constructor:\n",
+    "#    assert (num_heads == 0 and hidden_size == 0) or (num_heads > 0 and hidden_size % num_heads == 0)\n",
+    "# 2. Disable optimization by removing '--optimize O2' (use line below).\n",
+    "\n",
+    "# Export without optimizations\n",
+    "!optimum-cli export onnx --task text2text-generation-with-past --model {MODEL_NAME} {EXPORT_PATH}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's have a look inside these two directories and see what we are dealing with:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 2283400\n",
+      "-rw-r--r-- 1 root root      1529 Dec  9 15:50 config.json\n",
+      "-rw-r--r-- 1 root root 651182887 Dec  9 15:51 decoder_model_merged.onnx\n",
+      "-rw-r--r-- 1 root root 650848962 Dec  9 15:51 decoder_model.onnx\n",
+      "-rw-r--r-- 1 root root 594197310 Dec  9 15:51 decoder_with_past_model.onnx\n",
+      "-rw-r--r-- 1 root root 438697389 Dec  9 15:50 encoder_model.onnx\n",
+      "-rw-r--r-- 1 root root       142 Dec  9 15:50 generation_config.json\n",
+      "-rw-r--r-- 1 root root      2201 Dec  9 15:50 special_tokens_map.json\n",
+      "-rw-r--r-- 1 root root    791656 Dec  9 15:50 spiece.model\n",
+      "-rw-r--r-- 1 root root     20771 Dec  9 15:50 tokenizer_config.json\n",
+      "-rw-r--r-- 1 root root   2422256 Dec  9 15:50 tokenizer.json\n"
+     ]
+    }
+   ],
+   "source": [
+    "!ls -l {EXPORT_PATH}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- As you can see, we need to move the sentence piece models `spiece.model` from the tokenizer to assets folder which Spark NLP will look for"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "! mkdir -p {EXPORT_PATH}/assets\n",
+    "! mv -t {EXPORT_PATH}/assets {EXPORT_PATH}/spiece.model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 776\n",
+      "-rw-r--r-- 1 root root 791656 Dec  9 15:50 spiece.model\n"
+     ]
+    }
+   ],
+   "source": [
+    "!ls -l {EXPORT_PATH}/assets"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Import and Save T5 in Spark NLP\n",
+    "\n",
+    "- Let's install and setup Spark NLP in Google Colab\n",
+    "- This part is pretty easy via our simple script"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing PySpark 3.2.3 and Spark NLP 5.2.0\n",
+      "setup Colab for PySpark 3.2.3 and Spark NLP 5.2.0\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m281.5/281.5 MB\u001b[0m \u001b[31m4.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m548.5/548.5 kB\u001b[0m \u001b[31m41.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m199.7/199.7 kB\u001b[0m \u001b[31m20.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25h  Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
+     ]
+    }
+   ],
+   "source": [
+    "! wget -q http://setup.johnsnowlabs.com/colab.sh -O - | bash"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's start Spark with Spark NLP included via our simple `start()` function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sparknlp\n",
+    "\n",
+    "# let's start Spark with Spark NLP\n",
+    "spark = sparknlp.start()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "- Let's use `loadSavedModel` functon in `T5Transformer` which allows us to load the ONNX model\n",
+    "- Most params will be set automatically. They can also be set later after loading the model in `T5Transformer` during runtime, so don't worry about setting them now\n",
+    "- `loadSavedModel` accepts two params, first is the path to the exported model. The second is the SparkSession that is `spark` variable we previously started via `sparknlp.start()`\n",
+    "- NOTE: `loadSavedModel` accepts local paths in addition to distributed file systems such as `HDFS`, `S3`, `DBFS`, etc. This feature was introduced in Spark NLP 4.2.2 release. Keep in mind the best and recommended way to move/share/reuse Spark NLP models is to use `write.save` so you can use `.load()` from any file systems natively.st and recommended way to move/share/reuse Spark NLP models is to use `write.save` so you can use `.load()` from any file systems natively."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sparknlp.annotator import *\n",
+    "\n",
+    "T5 = T5Transformer.loadSavedModel(EXPORT_PATH, spark)\\\n",
+    "  .setUseCache(True) \\\n",
+    "  .setTask(\"summarize:\") \\\n",
+    "  .setMaxOutputLength(200)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's save it on disk so it is easier to be moved around and also be used later via `.load` function"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "T5.write().overwrite().save(f\"{MODEL_NAME}_spark_nlp\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's clean up stuff we don't need anymore"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!rm -rf {EXPORT_PATH}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Awesome  😎 !\n",
+    "\n",
+    "This is your ONNX T5 model from HuggingFace 🤗  loaded and saved by Spark NLP 🚀"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "total 1065292\n",
+      "-rw-r--r-- 1 root root 651282390 Dec  9 16:07 decoder.onxx\n",
+      "-rw-r--r-- 1 root root 438764467 Dec  9 16:07 encoder.onxx\n",
+      "drwxr-xr-x 2 root root      4096 Dec  9 16:07 metadata\n",
+      "-rw-r--r-- 1 root root    791656 Dec  9 16:07 t5_spp\n"
+     ]
+    }
+   ],
+   "source": [
+    "! ls -l {MODEL_NAME}_spark_nlp"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Now let's see how we can use it on other machines, clusters, or any place you wish to use your new and shiny T5 model 😊"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "+-----------------------------------------------------------------------------------------------------------+\n",
+      "|result                                                                                                     |\n",
+      "+-----------------------------------------------------------------------------------------------------------+\n",
+      "|[We introduce a unified framework that converts text-to-text language problems into a text-to-text format.]|\n",
+      "+-----------------------------------------------------------------------------------------------------------+\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import sparknlp\n",
+    "from sparknlp.base import *\n",
+    "from sparknlp.annotator import *\n",
+    "from pyspark.ml import Pipeline\n",
+    "\n",
+    "test_data = spark.createDataFrame([\n",
+    "    [\"Transfer learning, where a model is first pre-trained on a data-rich task before being fine-tuned on a \" +\n",
+    "       \"downstream task, has emerged as a powerful technique in natural language processing (NLP). The effectiveness\" +\n",
+    "       \" of transfer learning has given rise to a diversity of approaches, methodology, and practice. In this \" +\n",
+    "       \"paper, we explore the landscape of transfer learning techniques for NLP by introducing a unified framework \" +\n",
+    "       \"that converts all text-based language problems into a text-to-text format. Our systematic study compares \" +\n",
+    "       \"pre-training objectives, architectures, unlabeled data sets, transfer approaches, and other factors on dozens \" +\n",
+    "       \"of language understanding tasks. By combining the insights from our exploration with scale and our new \" +\n",
+    "       \"Colossal Clean Crawled Corpus, we achieve state-of-the-art results on many benchmarks covering \" +\n",
+    "       \"summarization, question answering, text classification, and more. To facilitate future work on transfer \" +\n",
+    "       \"learning for NLP, we release our data set, pre-trained models, and code.\"]\n",
+    "]).toDF(\"text\")\n",
+    "\n",
+    "\n",
+    "document_assembler = DocumentAssembler() \\\n",
+    "    .setInputCol(\"text\")\\\n",
+    "    .setOutputCol(\"document\")\n",
+    "\n",
+    "T5 = T5Transformer.load(f\"{MODEL_NAME}_spark_nlp\") \\\n",
+    "  .setInputCols([\"document\"]) \\\n",
+    "  .setOutputCol(\"summary\")\n",
+    "\n",
+    "pipeline = Pipeline().setStages([document_assembler, T5])\n",
+    "\n",
+    "result = pipeline.fit(test_data).transform(test_data)\n",
+    "result.select(\"summary.result\").show(truncate=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "That's it! You can now go wild and use hundreds of T5 models from HuggingFace 🤗 in Spark NLP 🚀\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "colab": {
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/project/Dependencies.scala b/project/Dependencies.scala
index b7d10c01b856e6..c20fd3f27020de 100644
--- a/project/Dependencies.scala
+++ b/project/Dependencies.scala
@@ -10,6 +10,7 @@ object Dependencies {
   val spark31Ver = "3.1.3"
   val spark32Ver = "3.2.3"
   val spark33Ver = "3.3.1"
+  val spark35Ver = "3.5.0"
 
   /* required for different hardware */
   val is_gpu: String = System.getProperty("is_gpu", "false")
@@ -23,8 +24,10 @@ object Dependencies {
   val is_spark32: String = System.getProperty("is_spark32", "false")
   val is_spark33: String = System.getProperty("is_spark33", "false")
   val is_spark34: String = System.getProperty("is_spark34", "true")
+  val is_spark35: String = System.getProperty("is_spark35", "false")
 
-  val sparkVer: String = getSparkVersion(is_spark30, is_spark31, is_spark32, is_spark33, is_spark34)
+  val sparkVer: String =
+    getSparkVersion(is_spark30, is_spark31, is_spark32, is_spark33, is_spark34, is_spark35)
 
   /** ------- Spark version end ------- */
 
@@ -46,7 +49,8 @@ object Dependencies {
       is_spark31: String,
       is_spark32: String,
       is_spark33: String,
-      is_spark34: String): String = {
+      is_spark34: String,
+      is_spark35: String): String = {
     if (is_spark30.equals("true")) {
       spark30Ver
     } else if (is_spark31.equals("true")) {
@@ -55,6 +59,8 @@ object Dependencies {
       spark32Ver
     } else if (is_spark33.equals("true")) {
       spark33Ver
+    } else if (is_spark35.equals("true")) {
+      spark35Ver
     } else {
       /* default spark version */
       spark34Ver
@@ -118,5 +124,6 @@ object Dependencies {
   val azureStorageVersion = "12.22.2"
   val azureIdentity = "com.azure" % "azure-identity" % azureIdentityVersion % Provided
   val azureStorage = "com.azure" % "azure-storage-blob" % "12.22.2" % Provided
+
   /** ------- Dependencies end  ------- */
 }
diff --git a/python/README.md b/python/README.md
index 9c7eac3bd0e865..e2319c0eecdd89 100644
--- a/python/README.md
+++ b/python/README.md
@@ -173,7 +173,7 @@ To use Spark NLP you need the following requirements:
 
 **GPU (optional):**
 
-Spark NLP 5.2.0 is built with ONNX 1.16.3 and TensorFlow 2.7.1 deep learning engines. The minimum following NVIDIA® software are only required for GPU support:
+Spark NLP 5.2.1 is built with ONNX 1.16.3 and TensorFlow 2.7.1 deep learning engines. The minimum following NVIDIA® software are only required for GPU support:
 
 - NVIDIA® GPU drivers version 450.80.02 or higher
 - CUDA® Toolkit 11.2
@@ -189,7 +189,7 @@ $ java -version
 $ conda create -n sparknlp python=3.7 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==5.2.0 pyspark==3.3.1
+$ pip install spark-nlp==5.2.1 pyspark==3.3.1
 ```
 
 In Python console or Jupyter `Python3` kernel:
@@ -234,7 +234,7 @@ For more examples, you can visit our dedicated [examples](https://github.com/Joh
 
 ## Apache Spark Support
 
-Spark NLP *5.2.0* has been built on top of Apache Spark 3.4 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x
+Spark NLP *5.2.1* has been built on top of Apache Spark 3.4 while fully supports Apache Spark 3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x
 
 | Spark NLP | Apache Spark 3.5.x | Apache Spark 3.4.x | Apache Spark 3.3.x | Apache Spark 3.2.x | Apache Spark 3.1.x | Apache Spark 3.0.x | Apache Spark 2.4.x | Apache Spark 2.3.x |
 |-----------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|--------------------|
@@ -276,7 +276,7 @@ Find out more about `Spark NLP` versions from our [release notes](https://github
 
 ## Databricks Support
 
-Spark NLP 5.2.0 has been tested and is compatible with the following runtimes:
+Spark NLP 5.2.1 has been tested and is compatible with the following runtimes:
 
 **CPU:**
 
@@ -343,7 +343,7 @@ Spark NLP 5.2.0 has been tested and is compatible with the following runtimes:
 
 ## EMR Support
 
-Spark NLP 5.2.0 has been tested and is compatible with the following EMR releases:
+Spark NLP 5.2.1 has been tested and is compatible with the following EMR releases:
 
 - emr-6.2.0
 - emr-6.3.0
@@ -390,11 +390,11 @@ Spark NLP supports all major releases of Apache Spark 3.0.x, Apache Spark 3.1.x,
 ```sh
 # CPU
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 The `spark-nlp` has been published to
@@ -403,11 +403,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # GPU
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.0
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.0
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.0
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:5.2.1
 
 ```
 
@@ -417,11 +417,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # AArch64
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.0
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.0
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.0
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-aarch64_2.12:5.2.1
 
 ```
 
@@ -431,11 +431,11 @@ the [Maven Repository](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/s
 ```sh
 # M1/M2 (Apple Silicon)
 
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.0
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.1
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.0
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.1
 
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.0
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:5.2.1
 
 ```
 
@@ -449,7 +449,7 @@ set in your SparkSession:
 spark-shell \
   --driver-memory 16g \
   --conf spark.kryoserializer.buffer.max=2000M \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 ## Scala
@@ -467,7 +467,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -478,7 +478,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-gpu_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -489,7 +489,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-aarch64_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -500,7 +500,7 @@ coordinates:
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-silicon_2.12</artifactId>
-    <version>5.2.0</version>
+    <version>5.2.1</version>
 </dependency>
 ```
 
@@ -510,28 +510,28 @@ coordinates:
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "5.2.1"
 ```
 
 **spark-nlp-gpu:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "5.2.1"
 ```
 
 **spark-nlp-aarch64:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-aarch64
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-aarch64" % "5.2.1"
 ```
 
 **spark-nlp-silicon:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-silicon
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.2.0"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-silicon" % "5.2.1"
 ```
 
 Maven
@@ -553,7 +553,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 Pip:
 
 ```bash
-pip install spark-nlp==5.2.0
+pip install spark-nlp==5.2.1
 ```
 
 Conda:
@@ -582,7 +582,7 @@ spark = SparkSession.builder
     .config("spark.driver.memory", "16G")
     .config("spark.driver.maxResultSize", "0")
     .config("spark.kryoserializer.buffer.max", "2000M")
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1")
     .getOrCreate()
 ```
 
@@ -653,7 +653,7 @@ Use either one of the following options
 - Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 - Add a path to pre-built jar from [here](#compiled-jars) in the interpreter's library list making sure the jar is
@@ -664,7 +664,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
 Apart from the previous step, install the python module through pip
 
 ```bash
-pip install spark-nlp==5.2.0
+pip install spark-nlp==5.2.1
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -692,7 +692,7 @@ launch the Jupyter from the same Python environment:
 $ conda create -n sparknlp python=3.8 -y
 $ conda activate sparknlp
 # spark-nlp by default is based on pyspark 3.x
-$ pip install spark-nlp==5.2.0 pyspark==3.3.1 jupyter
+$ pip install spark-nlp==5.2.1 pyspark==3.3.1 jupyter
 $ jupyter notebook
 ```
 
@@ -709,7 +709,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
@@ -736,7 +736,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -s is for spark-nlp
 # -g will enable upgrading libcudnn8 to 8.1.0 on Google Colab for GPU usage
 # by default they are set to the latest
-!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.2.0
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.2.1
 ```
 
 [Spark NLP quick start on Google Colab](https://colab.research.google.com/github/JohnSnowLabs/spark-nlp/blob/master/examples/python/quick_start_google_colab.ipynb)
@@ -759,7 +759,7 @@ This script comes with the two options to define `pyspark` and `spark-nlp` versi
 # -s is for spark-nlp
 # -g will enable upgrading libcudnn8 to 8.1.0 on Kaggle for GPU usage
 # by default they are set to the latest
-!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.2.0
+!wget https://setup.johnsnowlabs.com/colab.sh -O - | bash /dev/stdin -p 3.2.3 -s 5.2.1
 ```
 
 [Spark NLP quick start on Kaggle Kernel](https://www.kaggle.com/mozzie/spark-nlp-named-entity-recognition) is a live
@@ -778,9 +778,9 @@ demo on Kaggle Kernel that performs named entity recognitions by using Spark NLP
 
 3. In `Libraries` tab inside your cluster you need to follow these steps:
 
-   3.1. Install New -> PyPI -> `spark-nlp==5.2.0` -> Install
+   3.1. Install New -> PyPI -> `spark-nlp==5.2.1` -> Install
 
-   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0` -> Install
+   3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1` -> Install
 
 4. Now you can attach your notebook to the cluster and use Spark NLP!
 
@@ -831,7 +831,7 @@ A sample of your software configuration in JSON on S3 (must be public access):
       "spark.kryoserializer.buffer.max": "2000M",
       "spark.serializer": "org.apache.spark.serializer.KryoSerializer",
       "spark.driver.maxResultSize": "0",
-      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0"
+      "spark.jars.packages": "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1"
     }
 }]
 ```
@@ -840,7 +840,7 @@ A sample of AWS CLI to launch EMR cluster:
 
 ```.sh
 aws emr create-cluster \
---name "Spark NLP 5.2.0" \
+--name "Spark NLP 5.2.1" \
 --release-label emr-6.2.0 \
 --applications Name=Hadoop Name=Spark Name=Hive \
 --instance-type m4.4xlarge \
@@ -904,7 +904,7 @@ gcloud dataproc clusters create ${CLUSTER_NAME} \
   --enable-component-gateway \
   --metadata 'PIP_PACKAGES=spark-nlp spark-nlp-display google-cloud-bigquery google-cloud-storage' \
   --initialization-actions gs://goog-dataproc-initialization-actions-${REGION}/python/pip-install.sh \
-  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+  --properties spark:spark.serializer=org.apache.spark.serializer.KryoSerializer,spark:spark.driver.maxResultSize=0,spark:spark.kryoserializer.buffer.max=2000M,spark:spark.jars.packages=com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 2. On an existing one, you need to install spark-nlp and spark-nlp-display packages from PyPI.
@@ -943,7 +943,7 @@ spark = SparkSession.builder
     .config("spark.kryoserializer.buffer.max", "2000m")
     .config("spark.jsl.settings.pretrained.cache_folder", "sample_data/pretrained")
     .config("spark.jsl.settings.storage.cluster_tmp_dir", "sample_data/storage")
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0")
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1")
     .getOrCreate()
 ```
 
@@ -957,7 +957,7 @@ spark-shell \
   --conf spark.kryoserializer.buffer.max=2000M \
   --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
   --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 **pyspark:**
@@ -970,7 +970,7 @@ pyspark \
   --conf spark.kryoserializer.buffer.max=2000M \
   --conf spark.jsl.settings.pretrained.cache_folder="sample_data/pretrained" \
   --conf spark.jsl.settings.storage.cluster_tmp_dir="sample_data/storage" \
-  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.0
+  --packages com.johnsnowlabs.nlp:spark-nlp_2.12:5.2.1
 ```
 
 **Databricks:**
@@ -1242,7 +1242,7 @@ spark = SparkSession.builder
     .config("spark.driver.memory", "16G")
     .config("spark.driver.maxResultSize", "0")
     .config("spark.kryoserializer.buffer.max", "2000M")
-    .config("spark.jars", "/tmp/spark-nlp-assembly-5.2.0.jar")
+    .config("spark.jars", "/tmp/spark-nlp-assembly-5.2.1.jar")
     .getOrCreate()
 ```
 
@@ -1251,7 +1251,7 @@ spark = SparkSession.builder
   version (3.0.x, 3.1.x, 3.2.x, 3.3.x, 3.4.x, and 3.5.x)
 - If you are local, you can load the Fat JAR from your local FileSystem, however, if you are in a cluster setup you need
   to put the Fat JAR on a distributed FileSystem such as HDFS, DBFS, S3, etc. (
-  i.e., `hdfs:///tmp/spark-nlp-assembly-5.2.0.jar`)
+  i.e., `hdfs:///tmp/spark-nlp-assembly-5.2.1.jar`)
 
 Example of using pretrained Models and Pipelines in offline:
 
diff --git a/python/docs/conf.py b/python/docs/conf.py
index 1fa63e4c2b5fa4..3548702cddc7de 100644
--- a/python/docs/conf.py
+++ b/python/docs/conf.py
@@ -23,7 +23,7 @@
 author = "John Snow Labs"
 
 # The full version, including alpha/beta/rc tags
-release = "5.2.0"
+release = "5.2.1"
 pyspark_version = "3.2.3"
 
 # -- General configuration ---------------------------------------------------
diff --git a/python/setup.py b/python/setup.py
index 5283ae20da0ca3..ab6ce77fd78858 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -41,7 +41,7 @@
     # project code, see
     # https://packaging.python.org/en/latest/single_source_version.html
 
-    version='5.2.0',  # Required
+    version='5.2.1',  # Required
 
     # This is a one-line description or tagline of what your project does. This
     # corresponds to the 'Summary' metadata field:
diff --git a/python/sparknlp/__init__.py b/python/sparknlp/__init__.py
index 049823768b689f..edc01284b39039 100644
--- a/python/sparknlp/__init__.py
+++ b/python/sparknlp/__init__.py
@@ -128,7 +128,7 @@ def start(gpu=False,
         The initiated Spark session.
 
     """
-    current_version = "5.2.0"
+    current_version = "5.2.1"
 
     if params is None:
         params = {}
@@ -309,4 +309,4 @@ def version():
     str
         The current Spark NLP version.
     """
-    return '5.2.0'
+    return '5.2.1'
diff --git a/python/sparknlp/annotator/embeddings/bge_embeddings.py b/python/sparknlp/annotator/embeddings/bge_embeddings.py
new file mode 100644
index 00000000000000..0c0428141a3ec7
--- /dev/null
+++ b/python/sparknlp/annotator/embeddings/bge_embeddings.py
@@ -0,0 +1,192 @@
+#  Copyright 2017-2022 John Snow Labs
+#
+#  Licensed under the Apache License, Version 2.0 (the "License");
+#  you may not use this file except in compliance with the License.
+#  You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+#  Unless required by applicable law or agreed to in writing, software
+#  distributed under the License is distributed on an "AS IS" BASIS,
+#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#  See the License for the specific language governing permissions and
+#  limitations under the License.
+"""Contains classes for BGEEmbeddings."""
+
+from sparknlp.common import *
+
+
+class BGEEmbeddings(AnnotatorModel,
+                           HasEmbeddingsProperties,
+                           HasCaseSensitiveProperties,
+                           HasStorageRef,
+                           HasBatchedAnnotate,
+                           HasMaxSentenceLengthLimit):
+    """Sentence embeddings using BGE.
+
+   BGE, or BAAI General Embeddings, a model that can map any text to a low-dimensional dense 
+  vector which can be used for tasks like retrieval, classification, clustering, or semantic search.
+  
+  Pretrained models can be loaded with `pretrained` of the companion object:
+
+    >>> embeddings = BGEEmbeddings.pretrained() \\
+    ...     .setInputCols(["document"]) \\
+    ...     .setOutputCol("bge_embeddings")
+
+
+    The default model is ``"bge_base"``, if no name is provided.
+
+    For available pretrained models please see the
+    `Models Hub <https://sparknlp.org/models?q=BGE>`__.
+
+
+    ====================== ======================
+    Input Annotation types Output Annotation type
+    ====================== ======================
+    ``DOCUMENT``            ``SENTENCE_EMBEDDINGS``
+    ====================== ======================
+
+    Parameters
+    ----------
+    batchSize
+        Size of every batch , by default 8
+    dimension
+        Number of embedding dimensions, by default 768
+    caseSensitive
+        Whether to ignore case in tokens for embeddings matching, by default False
+    maxSentenceLength
+        Max sentence length to process, by default 512
+    configProtoBytes
+        ConfigProto from tensorflow, serialized into byte array.
+
+    References
+    ----------
+    `C-Pack: Packaged Resources To Advance General Chinese Embedding <https://arxiv.org/pdf/2309.07597>`__
+    `BGE Github Repository <https://github.com/FlagOpen/FlagEmbedding>`__
+
+    **Paper abstract**
+
+    *We introduce C-Pack, a package of resources that significantly advance the field of general
+    Chinese embeddings. C-Pack includes three critical resources. 
+    1) C-MTEB is a comprehensive benchmark for Chinese text embeddings covering 6 tasks and 35 datasets.
+    2) C-MTP is a massive text embedding dataset curated from labeled and unlabeled Chinese corpora
+    for training embedding models.
+    3) C-TEM is a family of embedding models covering multiple sizes.
+    Our models outperform all prior Chinese text embeddings on C-MTEB by up to +10% upon the 
+    time of the release. We also integrate and optimize the entire suite of training methods for
+    C-TEM. Along with our resources on general Chinese embedding, we release our data and models for
+    English text embeddings. The English models achieve stateof-the-art performance on the MTEB
+    benchmark; meanwhile, our released English data is 2 times larger than the Chinese data. All
+    these resources are made publicly available at https://github.com/FlagOpen/FlagEmbedding.*
+
+    Examples
+    --------
+    >>> import sparknlp
+    >>> from sparknlp.base import *
+    >>> from sparknlp.annotator import *
+    >>> from pyspark.ml import Pipeline
+    >>> documentAssembler = DocumentAssembler() \\
+    ...     .setInputCol("text") \\
+    ...     .setOutputCol("document")
+    >>> embeddings = BGEEmbeddings.pretrained() \\
+    ...     .setInputCols(["document"]) \\
+    ...     .setOutputCol("bge_embeddings")
+    >>> embeddingsFinisher = EmbeddingsFinisher() \\
+    ...     .setInputCols(["bge_embeddings"]) \\
+    ...     .setOutputCols("finished_embeddings") \\
+    ...     .setOutputAsVector(True)
+    >>> pipeline = Pipeline().setStages([
+    ...     documentAssembler,
+    ...     embeddings,
+    ...     embeddingsFinisher
+    ... ])
+    >>> data = spark.createDataFrame([["query: how much protein should a female eat",
+    ... "passage: As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 is 46 grams per day." + \
+    ... "But, as you can see from this chart, you'll need to increase that if you're expecting or training for a" + \
+    ... "marathon. Check out the chart below to see how much protein you should be eating each day.",
+    ... ]]).toDF("text")
+    >>> result = pipeline.fit(data).transform(data)
+    >>> result.selectExpr("explode(finished_embeddings) as result").show(5, 80)
+    +--------------------------------------------------------------------------------+
+    |                                                                          result|
+    +--------------------------------------------------------------------------------+
+    |[[8.0190285E-4, -0.005974853, -0.072875895, 0.007944068, 0.026059335, -0.0080...|
+    |[[0.050514214, 0.010061974, -0.04340176, -0.020937217, 0.05170225, 0.01157857...|
+    +--------------------------------------------------------------------------------+
+    """
+
+    name = "BGEEmbeddings"
+
+    inputAnnotatorTypes = [AnnotatorType.DOCUMENT]
+
+    outputAnnotatorType = AnnotatorType.SENTENCE_EMBEDDINGS
+    configProtoBytes = Param(Params._dummy(),
+                             "configProtoBytes",
+                             "ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString()",
+                             TypeConverters.toListInt)
+
+
+    def setConfigProtoBytes(self, b):
+        """Sets configProto from tensorflow, serialized into byte array.
+
+        Parameters
+        ----------
+        b : List[int]
+            ConfigProto from tensorflow, serialized into byte array
+        """
+        return self._set(configProtoBytes=b)
+
+    @keyword_only
+    def __init__(self, classname="com.johnsnowlabs.nlp.embeddings.BGEEmbeddings", java_model=None):
+        super(BGEEmbeddings, self).__init__(
+            classname=classname,
+            java_model=java_model
+        )
+        self._setDefault(
+            dimension=768,
+            batchSize=8,
+            maxSentenceLength=512,
+            caseSensitive=False,
+        )
+
+    @staticmethod
+    def loadSavedModel(folder, spark_session):
+        """Loads a locally saved model.
+
+        Parameters
+        ----------
+        folder : str
+            Folder of the saved model
+        spark_session : pyspark.sql.SparkSession
+            The current SparkSession
+
+        Returns
+        -------
+        BGEEmbeddings
+            The restored model
+        """
+        from sparknlp.internal import _BGELoader
+        jModel = _BGELoader(folder, spark_session._jsparkSession)._java_obj
+        return BGEEmbeddings(java_model=jModel)
+
+    @staticmethod
+    def pretrained(name="bge_base", lang="en", remote_loc=None):
+        """Downloads and loads a pretrained model.
+
+        Parameters
+        ----------
+        name : str, optional
+            Name of the pretrained model, by default "bge_base"
+        lang : str, optional
+            Language of the pretrained model, by default "en"
+        remote_loc : str, optional
+            Optional remote address of the resource, by default None. Will use
+            Spark NLPs repositories otherwise.
+
+        Returns
+        -------
+        BGEEmbeddings
+            The restored model
+        """
+        from sparknlp.pretrained import ResourceDownloader
+        return ResourceDownloader.downloadModel(BGEEmbeddings, name, lang, remote_loc)
diff --git a/python/sparknlp/internal/__init__.py b/python/sparknlp/internal/__init__.py
index 80e3749e323875..f49a5e4768deab 100644
--- a/python/sparknlp/internal/__init__.py
+++ b/python/sparknlp/internal/__init__.py
@@ -147,6 +147,9 @@ class _E5Loader(ExtendedJavaWrapper):
     def __init__(self, path, jspark):
         super(_E5Loader, self).__init__("com.johnsnowlabs.nlp.embeddings.E5Embeddings.loadSavedModel", path, jspark)
 
+class _BGELoader(ExtendedJavaWrapper):
+    def __init__(self, path, jspark):
+        super(_BGELoader, self).__init__("com.johnsnowlabs.nlp.embeddings.BGEEmbeddings.loadSavedModel", path, jspark)
 
 class _GPT2Loader(ExtendedJavaWrapper):
     def __init__(self, path, jspark):
diff --git a/scripts/colab_setup.sh b/scripts/colab_setup.sh
index 2a40b58a0c62f5..2f93d717d566fa 100644
--- a/scripts/colab_setup.sh
+++ b/scripts/colab_setup.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 #default values for pyspark, spark-nlp, and SPARK_HOME
-SPARKNLP="5.2.0"
+SPARKNLP="5.2.1"
 PYSPARK="3.2.3"
 
 while getopts s:p:g option
diff --git a/scripts/kaggle_setup.sh b/scripts/kaggle_setup.sh
index a850a969ddac08..0ef87581fbf913 100644
--- a/scripts/kaggle_setup.sh
+++ b/scripts/kaggle_setup.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 #default values for pyspark, spark-nlp, and SPARK_HOME
-SPARKNLP="5.2.0"
+SPARKNLP="5.2.1"
 PYSPARK="3.2.3"
 
 while getopts s:p:g option
diff --git a/scripts/sagemaker_setup.sh b/scripts/sagemaker_setup.sh
index 15bddb60f0d8b1..868086882fbf63 100644
--- a/scripts/sagemaker_setup.sh
+++ b/scripts/sagemaker_setup.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 
 # Default values for pyspark, spark-nlp, and SPARK_HOME
-SPARKNLP="5.2.0"
+SPARKNLP="5.2.1"
 PYSPARK="3.2.3"
 
 echo "Setup SageMaker for PySpark $PYSPARK and Spark NLP $SPARKNLP"
diff --git a/src/main/scala/com/johnsnowlabs/ml/ai/BGE.scala b/src/main/scala/com/johnsnowlabs/ml/ai/BGE.scala
new file mode 100644
index 00000000000000..fb421b1fd58ebf
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/ml/ai/BGE.scala
@@ -0,0 +1,247 @@
+/*
+ * Copyright 2017 - 2023  John Snow Labs
+ *
+ *    Licensed under the Apache License, Version 2.0 (the "License");
+ *    you may not use this file except in compliance with the License.
+ *    You may obtain a copy of the License at
+ *
+ *        http://www.apache.org/licenses/LICENSE-2.0
+ *
+ *    Unless required by applicable law or agreed to in writing, software
+ *    distributed under the License is distributed on an "AS IS" BASIS,
+ *    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ *    See the License for the specific language governing permissions and
+ *    limitations under the License.
+ */
+
+package com.johnsnowlabs.ml.ai
+
+import ai.onnxruntime.{OnnxTensor, TensorInfo}
+import com.johnsnowlabs.ml.onnx.{OnnxSession, OnnxWrapper}
+import com.johnsnowlabs.ml.tensorflow.sign.{ModelSignatureConstants, ModelSignatureManager}
+import com.johnsnowlabs.ml.tensorflow.{TensorResources, TensorflowWrapper}
+import com.johnsnowlabs.ml.util.{LinAlg, ONNX, TensorFlow}
+import com.johnsnowlabs.nlp.annotators.common._
+import com.johnsnowlabs.nlp.{Annotation, AnnotatorType}
+
+import scala.collection.JavaConverters._
+
+/** BGE Sentence embeddings model
+  * @param tensorflowWrapper
+  *   tensorflow wrapper
+  * @param configProtoBytes
+  *   config proto bytes
+  * @param sentenceStartTokenId
+  *   sentence start token id
+  * @param sentenceEndTokenId
+  *   sentence end token id
+  * @param signatures
+  *   signatures
+  */
+private[johnsnowlabs] class BGE(
+    val tensorflowWrapper: Option[TensorflowWrapper],
+    val onnxWrapper: Option[OnnxWrapper],
+    configProtoBytes: Option[Array[Byte]] = None,
+    sentenceStartTokenId: Int,
+    sentenceEndTokenId: Int,
+    signatures: Option[Map[String, String]] = None)
+    extends Serializable {
+
+  private val _tfInstructorSignatures: Map[String, String] =
+    signatures.getOrElse(ModelSignatureManager.apply())
+  private val paddingTokenId = 0
+
+  val detectedEngine: String =
+    if (tensorflowWrapper.isDefined) TensorFlow.name
+    else if (onnxWrapper.isDefined) ONNX.name
+    else TensorFlow.name
+  private val onnxSessionOptions: Map[String, String] = new OnnxSession().getSessionOptions
+
+  /** Get sentence embeddings for a batch of sentences
+    * @param batch
+    *   batch of sentences
+    * @return
+    *   sentence embeddings
+    */
+  private def getSentenceEmbedding(batch: Seq[Array[Int]]): Array[Array[Float]] = {
+    val maxSentenceLength = batch.map(pieceIds => pieceIds.length).max
+    val paddedBatch = batch.map(arr => padArrayWithZeros(arr, maxSentenceLength))
+    val embeddings = detectedEngine match {
+      case ONNX.name =>
+        getSentenceEmbeddingFromOnnx(paddedBatch, maxSentenceLength)
+      case _ =>
+        getSentenceEmbeddingFromTF(paddedBatch, maxSentenceLength)
+    }
+    embeddings
+  }
+
+  private def padArrayWithZeros(arr: Array[Int], maxLength: Int): Array[Int] = {
+    if (arr.length >= maxLength) {
+      arr
+    } else {
+      arr ++ Array.fill(maxLength - arr.length)(0)
+    }
+  }
+
+  private def getSentenceEmbeddingFromTF(
+      batch: Seq[Array[Int]],
+      maxSentenceLength: Int): Array[Array[Float]] = {
+    val batchLength = batch.length
+
+    // encode batch
+    val tensorEncoder = new TensorResources()
+    val inputDim = batch.length * maxSentenceLength
+
+    // create buffers
+    val encoderInputBuffers = tensorEncoder.createIntBuffer(inputDim)
+    val encoderAttentionMaskBuffers = tensorEncoder.createIntBuffer(inputDim)
+
+    val shape = Array(batch.length.toLong, maxSentenceLength)
+
+    batch.zipWithIndex.foreach { case (tokenIds, idx) =>
+      val offset = idx * maxSentenceLength
+      val diff = maxSentenceLength - tokenIds.length
+
+      // pad with 0
+      val s = tokenIds.take(maxSentenceLength) ++ Array.fill[Int](diff)(this.paddingTokenId)
+      encoderInputBuffers.offset(offset).write(s)
+
+      // create attention mask
+      val mask = s.map(x => if (x != this.paddingTokenId) 1 else 0)
+      encoderAttentionMaskBuffers.offset(offset).write(mask)
+
+    }
+
+    // create tensors
+    val encoderInputTensors = tensorEncoder.createIntBufferTensor(shape, encoderInputBuffers)
+    val encoderAttentionMaskTensors =
+      tensorEncoder.createIntBufferTensor(shape, encoderAttentionMaskBuffers)
+
+    // run model
+    val runner = tensorflowWrapper.get
+      .getTFSessionWithSignature(
+        configProtoBytes = configProtoBytes,
+        initAllTables = false,
+        savedSignatures = signatures)
+      .runner
+
+    runner
+      .feed(
+        _tfInstructorSignatures.getOrElse(
+          ModelSignatureConstants.EncoderInputIds.key,
+          "missing_encoder_input_ids"),
+        encoderInputTensors)
+      .feed(
+        _tfInstructorSignatures.getOrElse(
+          ModelSignatureConstants.EncoderAttentionMask.key,
+          "missing_encoder_attention_mask"),
+        encoderAttentionMaskTensors)
+      .fetch(_tfInstructorSignatures
+        .getOrElse(ModelSignatureConstants.LastHiddenState.key, "missing_last_hidden_state"))
+
+    // get embeddings
+    val sentenceEmbeddings = runner.run().asScala
+    val sentenceEmbeddingsFloats = TensorResources.extractFloats(sentenceEmbeddings.head)
+    val dim = sentenceEmbeddingsFloats.length / batchLength
+
+    // group embeddings
+    val sentenceEmbeddingsFloatsArray = sentenceEmbeddingsFloats.grouped(dim).toArray
+
+    // close buffers
+    sentenceEmbeddings.foreach(_.close())
+    encoderInputTensors.close()
+    encoderAttentionMaskTensors.close()
+    tensorEncoder.clearTensors()
+    tensorEncoder.clearSession(sentenceEmbeddings)
+
+    sentenceEmbeddingsFloatsArray
+  }
+
+  private def getSentenceEmbeddingFromOnnx(
+      batch: Seq[Array[Int]],
+      maxSentenceLength: Int): Array[Array[Float]] = {
+
+    val inputIds = batch.map(x => x.map(x => x.toLong)).toArray
+    val attentionMask = batch.map(sentence => sentence.map(x => if (x < 0L) 0L else 1L)).toArray
+
+    val (runner, env) = onnxWrapper.get.getSession(onnxSessionOptions)
+
+    val tokenTensors = OnnxTensor.createTensor(env, inputIds)
+    val maskTensors = OnnxTensor.createTensor(env, attentionMask)
+    val segmentTensors =
+      OnnxTensor.createTensor(env, batch.map(x => Array.fill(maxSentenceLength)(0L)).toArray)
+    val inputs =
+      Map(
+        "input_ids" -> tokenTensors,
+        "attention_mask" -> maskTensors,
+        "token_type_ids" -> segmentTensors).asJava
+
+    // TODO:  A try without a catch or finally is equivalent to putting its body in a block; no exceptions are handled.
+    try {
+      val results = runner.run(inputs)
+      val lastHiddenState = results.get("last_hidden_state").get()
+      val info = lastHiddenState.getInfo.asInstanceOf[TensorInfo]
+      val shape = info.getShape
+      try {
+        val embeddings = lastHiddenState
+          .asInstanceOf[OnnxTensor]
+          .getFloatBuffer
+          .array()
+        tokenTensors.close()
+        maskTensors.close()
+        segmentTensors.close()
+
+        val dim = shape.last.toInt
+        // Perfom CLS pooling (the first element of each sequence)
+        val clsPooling = embeddings.grouped(dim).map(_.head).toArray
+        val normalizedSentenceEmbeddings = LinAlg.lpNormalizeArray(clsPooling, 2)
+
+        Array(normalizedSentenceEmbeddings)
+      } finally if (results != null) results.close()
+    }
+  }
+
+  /** Predict sentence embeddings for a batch of sentences
+    * @param sentences
+    *   sentences
+    * @param tokenizedSentences
+    *   tokenized sentences
+    * @param batchSize
+    *   batch size
+    * @param maxSentenceLength
+    *   max sentence length
+    * @return
+    */
+  def predict(
+      sentences: Seq[Annotation],
+      tokenizedSentences: Seq[WordpieceTokenizedSentence],
+      batchSize: Int,
+      maxSentenceLength: Int): Seq[Annotation] = {
+
+    tokenizedSentences
+      .zip(sentences)
+      .zipWithIndex
+      .grouped(batchSize)
+      .toArray
+      .flatMap { batch =>
+        val tokensBatch = batch.map(x => x._1._1.tokens)
+        val tokens = tokensBatch.map(x =>
+          Array(sentenceStartTokenId) ++ x
+            .map(y => y.pieceId)
+            .take(maxSentenceLength - 2) ++ Array(sentenceEndTokenId))
+
+        val sentenceEmbeddings = getSentenceEmbedding(tokens)
+
+        batch.zip(sentenceEmbeddings).map { case (sentence, vectors) =>
+          Annotation(
+            annotatorType = AnnotatorType.SENTENCE_EMBEDDINGS,
+            begin = sentence._1._2.begin,
+            end = sentence._1._2.end,
+            result = sentence._1._2.result,
+            metadata = sentence._1._2.metadata,
+            embeddings = vectors)
+        }
+      }
+  }
+
+}
diff --git a/src/main/scala/com/johnsnowlabs/ml/ai/DeBertaClassification.scala b/src/main/scala/com/johnsnowlabs/ml/ai/DeBertaClassification.scala
index 5022105f47d588..881ba99607c481 100644
--- a/src/main/scala/com/johnsnowlabs/ml/ai/DeBertaClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/ai/DeBertaClassification.scala
@@ -16,12 +16,16 @@
 
 package com.johnsnowlabs.ml.ai
 
+import ai.onnxruntime.OnnxTensor
+import com.johnsnowlabs.ml.onnx.{OnnxSession, OnnxWrapper}
 import com.johnsnowlabs.ml.tensorflow.sentencepiece.{SentencePieceWrapper, SentencepieceEncoder}
 import com.johnsnowlabs.ml.tensorflow.sign.{ModelSignatureConstants, ModelSignatureManager}
 import com.johnsnowlabs.ml.tensorflow.{TensorResources, TensorflowWrapper}
+import com.johnsnowlabs.ml.util.{ONNX, TensorFlow}
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.{ActivationFunction, Annotation}
-import org.tensorflow.ndarray.buffer.IntDataBuffer
+import org.tensorflow.ndarray.buffer
+import org.tensorflow.ndarray.buffer.{IntDataBuffer, LongDataBuffer}
 
 import scala.collection.JavaConverters._
 
@@ -37,7 +41,8 @@ import scala.collection.JavaConverters._
   *   TF v2 signatures in Spark NLP
   */
 private[johnsnowlabs] class DeBertaClassification(
-    val tensorflowWrapper: TensorflowWrapper,
+    val tensorflowWrapper: Option[TensorflowWrapper],
+    val onnxWrapper: Option[OnnxWrapper],
     val spp: SentencePieceWrapper,
     configProtoBytes: Option[Array[Byte]] = None,
     tags: Map[String, Int],
@@ -48,6 +53,11 @@ private[johnsnowlabs] class DeBertaClassification(
 
   val _tfDeBertaSignatures: Map[String, String] =
     signatures.getOrElse(ModelSignatureManager.apply())
+  val detectedEngine: String =
+    if (tensorflowWrapper.isDefined) TensorFlow.name
+    else if (onnxWrapper.isDefined) ONNX.name
+    else TensorFlow.name
+  private val onnxSessionOptions: Map[String, String] = new OnnxSession().getSessionOptions
 
   // keys representing the input and output tensors of the DeBERTa model
   protected val sentencePadTokenId: Int = spp.getSppModel.pieceToId("[PAD]")
@@ -95,59 +105,13 @@ private[johnsnowlabs] class DeBertaClassification(
   }
 
   def tag(batch: Seq[Array[Int]]): Seq[Array[Array[Float]]] = {
-    val tensors = new TensorResources()
-
     val maxSentenceLength = batch.map(encodedSentence => encodedSentence.length).max
     val batchLength = batch.length
 
-    val tokenBuffers: IntDataBuffer = tensors.createIntBuffer(batchLength * maxSentenceLength)
-    val maskBuffers: IntDataBuffer = tensors.createIntBuffer(batchLength * maxSentenceLength)
-    val segmentBuffers: IntDataBuffer = tensors.createIntBuffer(batchLength * maxSentenceLength)
-
-    // [nb of encoded sentences , maxSentenceLength]
-    val shape = Array(batch.length.toLong, maxSentenceLength)
-
-    batch.zipWithIndex
-      .foreach { case (sentence, idx) =>
-        val offset = idx * maxSentenceLength
-        tokenBuffers.offset(offset).write(sentence)
-        maskBuffers
-          .offset(offset)
-          .write(sentence.map(x => if (x == sentencePadTokenId) 0 else 1))
-        segmentBuffers.offset(offset).write(Array.fill(maxSentenceLength)(0))
-      }
-
-    val runner = tensorflowWrapper
-      .getTFSessionWithSignature(configProtoBytes = configProtoBytes, initAllTables = false)
-      .runner
-
-    val tokenTensors = tensors.createIntBufferTensor(shape, tokenBuffers)
-    val maskTensors = tensors.createIntBufferTensor(shape, maskBuffers)
-    val segmentTensors = tensors.createIntBufferTensor(shape, segmentBuffers)
-
-    runner
-      .feed(
-        _tfDeBertaSignatures.getOrElse(
-          ModelSignatureConstants.InputIds.key,
-          "missing_input_id_key"),
-        tokenTensors)
-      .feed(
-        _tfDeBertaSignatures
-          .getOrElse(ModelSignatureConstants.AttentionMask.key, "missing_input_mask_key"),
-        maskTensors)
-      .feed(
-        _tfDeBertaSignatures
-          .getOrElse(ModelSignatureConstants.TokenTypeIds.key, "missing_segment_ids_key"),
-        segmentTensors)
-      .fetch(_tfDeBertaSignatures
-        .getOrElse(ModelSignatureConstants.LogitsOutput.key, "missing_logits_key"))
-
-    val outs = runner.run().asScala
-    val rawScores = TensorResources.extractFloats(outs.head)
-
-    outs.foreach(_.close())
-    tensors.clearSession(outs)
-    tensors.clearTensors()
+    val rawScores = detectedEngine match {
+      case ONNX.name => getRowScoresWithOnnx(batch)
+      case _ => getRawScoresWithTF(batch)
+    }
 
     val dim = rawScores.length / (batchLength * maxSentenceLength)
     val batchScores: Array[Array[Array[Float]]] = rawScores
@@ -160,7 +124,7 @@ private[johnsnowlabs] class DeBertaClassification(
     batchScores
   }
 
-  def tagSequence(batch: Seq[Array[Int]], activation: String): Array[Array[Float]] = {
+  private def getRawScoresWithTF(batch: Seq[Array[Int]]): Array[Float] = {
     val tensors = new TensorResources()
 
     val maxSentenceLength = batch.map(encodedSentence => encodedSentence.length).max
@@ -183,7 +147,7 @@ private[johnsnowlabs] class DeBertaClassification(
         segmentBuffers.offset(offset).write(Array.fill(maxSentenceLength)(0))
       }
 
-    val runner = tensorflowWrapper
+    val runner = tensorflowWrapper.get
       .getTFSessionWithSignature(configProtoBytes = configProtoBytes, initAllTables = false)
       .runner
 
@@ -215,6 +179,50 @@ private[johnsnowlabs] class DeBertaClassification(
     tensors.clearSession(outs)
     tensors.clearTensors()
 
+    rawScores
+  }
+
+  private def getRowScoresWithOnnx(batch: Seq[Array[Int]]): Array[Float] = {
+
+    // [nb of encoded sentences , maxSentenceLength]
+    val (runner, env) = onnxWrapper.get.getSession(onnxSessionOptions)
+
+    val tokenTensors =
+      OnnxTensor.createTensor(env, batch.map(x => x.map(x => x.toLong)).toArray)
+    val maskTensors =
+      OnnxTensor.createTensor(
+        env,
+        batch.map(sentence => sentence.map(x => if (x == 0L) 0L else 1L)).toArray)
+
+    val inputs =
+      Map("input_ids" -> tokenTensors, "attention_mask" -> maskTensors).asJava
+
+    try {
+      val results = runner.run(inputs)
+      try {
+        val embeddings = results
+          .get("logits")
+          .get()
+          .asInstanceOf[OnnxTensor]
+          .getFloatBuffer
+          .array()
+        tokenTensors.close()
+        maskTensors.close()
+
+        embeddings
+      } finally if (results != null) results.close()
+    }
+  }
+
+  def tagSequence(batch: Seq[Array[Int]], activation: String): Array[Array[Float]] = {
+
+    val batchLength = batch.length
+
+    val rawScores = detectedEngine match {
+      case ONNX.name => getRowScoresWithOnnx(batch)
+      case _ => getRawScoresWithTF(batch)
+    }
+
     val dim = rawScores.length / batchLength
     val batchScores: Array[Array[Float]] =
       rawScores
@@ -237,6 +245,24 @@ private[johnsnowlabs] class DeBertaClassification(
       activation: String): Array[Array[Float]] = ???
 
   def tagSpan(batch: Seq[Array[Int]]): (Array[Array[Float]], Array[Array[Float]]) = {
+    val batchLength = batch.length
+    val (startLogits, endLogits) = detectedEngine match {
+      case ONNX.name => computeLogitsWithOnnx(batch)
+      case _ => computeLogitsWithTF(batch)
+    }
+
+    val endDim = endLogits.length / batchLength
+    val endScores: Array[Array[Float]] =
+      endLogits.grouped(endDim).map(scores => calculateSoftmax(scores)).toArray
+
+    val startDim = startLogits.length / batchLength
+    val startScores: Array[Array[Float]] =
+      startLogits.grouped(startDim).map(scores => calculateSoftmax(scores)).toArray
+
+    (startScores, endScores)
+  }
+
+  private def computeLogitsWithTF(batch: Seq[Array[Int]]): (Array[Float], Array[Float]) = {
     val tensors = new TensorResources()
 
     val maxSentenceLength = batch.map(encodedSentence => encodedSentence.length).max
@@ -257,7 +283,7 @@ private[johnsnowlabs] class DeBertaClassification(
           .write(sentence.map(x => if (x == sentencePadTokenId) 0 else 1))
       }
 
-    val runner = tensorflowWrapper
+    val runner = tensorflowWrapper.get
       .getTFSessionWithSignature(configProtoBytes = configProtoBytes, initAllTables = false)
       .runner
 
@@ -286,15 +312,46 @@ private[johnsnowlabs] class DeBertaClassification(
     tensors.clearSession(outs)
     tensors.clearTensors()
 
-    val endDim = endLogits.length / batchLength
-    val endScores: Array[Array[Float]] =
-      endLogits.grouped(endDim).map(scores => calculateSoftmax(scores)).toArray
-
-    val startDim = startLogits.length / batchLength
-    val startScores: Array[Array[Float]] =
-      startLogits.grouped(startDim).map(scores => calculateSoftmax(scores)).toArray
+    (startLogits, endLogits)
+  }
 
-    (startScores, endScores)
+  private def computeLogitsWithOnnx(batch: Seq[Array[Int]]): (Array[Float], Array[Float]) = {
+    // [nb of encoded sentences]
+    val (runner, env) = onnxWrapper.get.getSession(onnxSessionOptions)
+
+    val tokenTensors =
+      OnnxTensor.createTensor(env, batch.map(x => x.map(x => x.toLong)).toArray)
+    val maskTensors =
+      OnnxTensor.createTensor(
+        env,
+        batch.map(sentence => sentence.map(x => if (x == 0L) 0L else 1L)).toArray)
+
+    val inputs =
+      Map("input_ids" -> tokenTensors, "attention_mask" -> maskTensors).asJava
+
+    try {
+      val output = runner.run(inputs)
+      try {
+        val startLogits = output
+          .get("start_logits")
+          .get()
+          .asInstanceOf[OnnxTensor]
+          .getFloatBuffer
+          .array()
+
+        val endLogits = output
+          .get("end_logits")
+          .get()
+          .asInstanceOf[OnnxTensor]
+          .getFloatBuffer
+          .array()
+
+        tokenTensors.close()
+        maskTensors.close()
+
+        (startLogits, endLogits)
+      } finally if (output != null) output.close()
+    }
   }
 
   def findIndexedToken(
diff --git a/src/main/scala/com/johnsnowlabs/ml/ai/E5.scala b/src/main/scala/com/johnsnowlabs/ml/ai/E5.scala
index 4104948e2c2644..adf56a0cc6969a 100644
--- a/src/main/scala/com/johnsnowlabs/ml/ai/E5.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/ai/E5.scala
@@ -183,7 +183,7 @@ private[johnsnowlabs] class E5(
       val info = lastHiddenState.getInfo.asInstanceOf[TensorInfo]
       val shape = info.getShape
       try {
-        val embeddings = lastHiddenState
+        val flattenEmbeddings = lastHiddenState
           .asInstanceOf[OnnxTensor]
           .getFloatBuffer
           .array()
@@ -191,11 +191,9 @@ private[johnsnowlabs] class E5(
         maskTensors.close()
         segmentTensors.close()
 
-        val dim = shape.last.toInt
-        val avgPooling = LinAlg.avgPooling(embeddings, attentionMask(0), dim)
-        val normalizedSentenceEmbeddings = LinAlg.normalizeArray(avgPooling)
-
-        Array(normalizedSentenceEmbeddings)
+        val embeddings = LinAlg.avgPooling(flattenEmbeddings, attentionMask, shape)
+        val normalizedEmbeddings = LinAlg.l2Normalize(embeddings)
+        LinAlg.denseMatrixToArray(normalizedEmbeddings)
       } finally if (results != null) results.close()
     }
   }
diff --git a/src/main/scala/com/johnsnowlabs/ml/ai/MPNet.scala b/src/main/scala/com/johnsnowlabs/ml/ai/MPNet.scala
index 3d48e622f908f2..989e8d083452eb 100644
--- a/src/main/scala/com/johnsnowlabs/ml/ai/MPNet.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/ai/MPNet.scala
@@ -182,18 +182,16 @@ private[johnsnowlabs] class MPNet(
       val info = lastHiddenState.getInfo.asInstanceOf[TensorInfo]
       val shape = info.getShape
       try {
-        val embeddings = lastHiddenState
+        val flattenEmbeddings = lastHiddenState
           .asInstanceOf[OnnxTensor]
           .getFloatBuffer
           .array()
         tokenTensors.close()
         maskTensors.close()
 
-        val dim = shape.last.toInt
-        val avgPooling = LinAlg.avgPooling(embeddings, attentionMask(0), dim)
-        val normalizedSentenceEmbeddings = LinAlg.normalizeArray(avgPooling)
-
-        Array(normalizedSentenceEmbeddings)
+        val embeddings = LinAlg.avgPooling(flattenEmbeddings, attentionMask, shape)
+        val normalizedEmbeddings = LinAlg.l2Normalize(embeddings)
+        LinAlg.denseMatrixToArray(normalizedEmbeddings)
       } finally if (results != null) results.close()
     }
   }
diff --git a/src/main/scala/com/johnsnowlabs/ml/util/LinAlg.scala b/src/main/scala/com/johnsnowlabs/ml/util/LinAlg.scala
index 266bc6a69a46aa..97a9c36a4861b4 100644
--- a/src/main/scala/com/johnsnowlabs/ml/util/LinAlg.scala
+++ b/src/main/scala/com/johnsnowlabs/ml/util/LinAlg.scala
@@ -1,7 +1,7 @@
 package com.johnsnowlabs.ml.util
 
-import breeze.linalg.{DenseMatrix, tile}
-import scala.math.sqrt
+import breeze.linalg.{DenseMatrix, norm, sum, tile, *}
+import scala.math.{sqrt, pow}
 
 object LinAlg {
 
@@ -83,51 +83,198 @@ object LinAlg {
       score
     }._2
 
-  def avgPooling(embeddings: Array[Float], attentionMask: Array[Long], dim: Int): Array[Float] = {
-    val expandedAttentionMask = new Array[Float](embeddings.length)
-    // Expand attentionMask to match the length of embeddings
-    var j = 0
-    for (i <- embeddings.indices) {
-      expandedAttentionMask(i) = attentionMask(j)
-      j += 1
-      if (j == attentionMask.length) {
-        j = 0 // reset j when we reach the end of attentionMask
+  /** Performs average pooling on embeddings using an attention mask.
+    *
+    * This method takes flattened embeddings, an attention mask, and the shape of the embeddings,
+    * and computes the average pooling. The pooling is done by grouping the embeddings based on
+    * the attention mask and computing the weighted sum of these groups. The result is normalized
+    * by the total weight of the attention mask.
+    *
+    * @param flattenEmbeddings
+    *   Array of flattened embeddings
+    * @param attentionMask
+    *   2D Array representing the attention mask
+    * @param shape
+    *   Array representing the shape of the embeddings (dimensions)
+    * @return
+    *   A DenseMatrix of floats representing the average pooled embeddings
+    */
+  def avgPooling(
+      flattenEmbeddings: Array[Float],
+      attentionMask: Array[Array[Long]],
+      shape: Array[Long]): DenseMatrix[Float] = {
+
+    val thirdDim = shape.last.toInt
+    val secondDim = shape(1).toInt
+    val embeddings = flattenEmbeddings.grouped(thirdDim).grouped(secondDim).toArray
+
+    val embeddingsMatrix = embeddings.map(embedding => DenseMatrix(embedding: _*))
+    val attentionMaskMatrix = DenseMatrix(attentionMask: _*)
+    val expandedAttentionMask = expandAttentionMask(embeddingsMatrix, attentionMaskMatrix)
+    val weightedSum = computeWeightSum(embeddingsMatrix, expandedAttentionMask)
+    val totalWeight = computeTotalWeight(expandedAttentionMask)
+    weightedSum /:/ totalWeight
+  }
+
+  /** Expands the attention mask to match the dimensions of the token embeddings.
+    *
+    * This method is responsible for aligning the attention mask with the embeddings. It
+    * transposes the attention mask and then replicates its values to match the dimensionality of
+    * the token embeddings. The expansion is done for each slice of the embeddings, ensuring that
+    * the expanded mask has the same number of rows as the token embeddings and the same number of
+    * columns as the embedding dimension.
+    *
+    * @param embeddings
+    *   Array of DenseMatrix[Float] representing the token embeddings
+    * @param attentionMask
+    *   DenseMatrix[Long] representing the initial attention mask
+    * @return
+    *   Array of DenseMatrix[Float] where each matrix is the expanded attention mask aligned with
+    *   the corresponding token embeddings
+    */
+
+  private def expandAttentionMask(
+      embeddings: Array[DenseMatrix[Float]],
+      attentionMask: DenseMatrix[Long]): Array[DenseMatrix[Float]] = {
+
+    val transposedMask = attentionMask.t
+    val expectedEmbeddingSize = transposedMask.rows
+    embeddings.map { embedding =>
+      require(
+        embedding.rows == expectedEmbeddingSize,
+        s"Embedding dimension mismatch: expected $expectedEmbeddingSize, but found ${embedding.rows}")
+
+      val embeddingSize = embedding.cols
+      val expandedMask = DenseMatrix.zeros[Float](transposedMask.rows, embeddingSize)
+      for (i <- 0 until transposedMask.rows; j <- 0 until embeddingSize) {
+        expandedMask(i, j) =
+          transposedMask(i, 0) // Replicate the mask value across the embedding dimension
       }
+
+      expandedMask
+    }
+  }
+
+  /** Computes the weighted sum of embeddings based on an expanded input mask.
+    *
+    * This method applies a weight to each embedding using the corresponding expanded input mask.
+    * The weights are applied through element-wise multiplication of each embedding with its
+    * respective mask. After weighting, the method sums the embeddings across the sequence length
+    * dimension. The result is a DenseMatrix representing the weighted sum of the embeddings for
+    * each item in the batch.
+    *
+    * @param embeddings
+    *   Array of DenseMatrix[Float] representing the embeddings for each item in the batch
+    * @param inputMaskExpanded
+    *   Array of DenseMatrix[Float] representing the expanded input masks, aligned with the
+    *   embeddings
+    * @return
+    *   DenseMatrix[Float] where each row corresponds to the weighted sum of embeddings for an
+    *   item in the batch
+    */
+  private def computeWeightSum(
+      embeddings: Array[DenseMatrix[Float]],
+      inputMaskExpanded: Array[DenseMatrix[Float]]): DenseMatrix[Float] = {
+    val batchSize = embeddings.length
+    val embeddingDim = if (batchSize > 0) embeddings.head.cols else 0
+    val resultMatrix = DenseMatrix.zeros[Float](batchSize, embeddingDim)
+
+    for (i <- embeddings.indices) {
+      val weighted = embeddings(i) *:* inputMaskExpanded(i)
+      resultMatrix(i, ::) := sum(weighted(::, *))
     }
 
-    val sentenceEmbeddingsMatrix = embeddings.grouped(dim).toArray
-    val attentionMaskMatrix = expandedAttentionMask.grouped(dim).toArray
+    resultMatrix
+  }
+
+  /** Computes the total weight for each embedding in the batch based on the expanded input mask.
+    *
+    * This method calculates the sum of weights for each embedding slice across the sequence
+    * length dimension using the expanded input mask. The result is a DenseMatrix representing the
+    * total weight for each embedding in the batch. To ensure numerical stability, a clamp
+    * operation is applied to each sum to prevent values from falling below a minimum threshold.
+    *
+    * @param inputMaskExpanded
+    *   Array of DenseMatrix[Float] representing the expanded input masks for each item in the
+    *   batch
+    * @param minValue
+    *   Float representing the minimum value to clamp the weights to, defaulting to 1e-9f
+    * @return
+    *   DenseMatrix[Float] where each row corresponds to the total weight of embeddings for an
+    *   item in the batch
+    */
+  private def computeTotalWeight(
+      inputMaskExpanded: Array[DenseMatrix[Float]],
+      minValue: Float = 1e-9f): DenseMatrix[Float] = {
+    val batchSize = inputMaskExpanded.length
+    val embeddingDim = if (batchSize > 0) inputMaskExpanded.head.cols else 0
+    val totalWeight = DenseMatrix.zeros[Float](batchSize, embeddingDim)
 
-    val elementWiseProduct =
-      computeElementWiseProduct(sentenceEmbeddingsMatrix, attentionMaskMatrix)
-    val weightedSum: Array[Float] = elementWiseProduct.transpose.map(_.sum)
+    for (i <- inputMaskExpanded.indices) {
+      totalWeight(i, ::) := sum(inputMaskExpanded(i)(::, *))
+    }
 
-    val sumAlongDimension2: Array[Float] = attentionMaskMatrix.transpose.map(_.sum)
-    // Clamp each element to a minimum value of 1e-9
-    val totalWeight: Array[Float] = sumAlongDimension2.map(x => math.max(x, 1e-9.toFloat))
-    computeElementWiseDivision(weightedSum, totalWeight)
+    // Applying clamp operation
+    totalWeight.mapValues(x => math.max(x, minValue))
   }
 
-  private def computeElementWiseProduct(
-      arrayA: Array[Array[Float]],
-      arrayB: Array[Array[Float]]): Array[Array[Float]] = {
-    arrayA.zip(arrayB).map { case (row1, row2) =>
-      row1.zip(row2).map { case (a, b) => a * b }
+  /** Normalizes each row of a DenseMatrix using the L2 norm.
+    *
+    * This method applies L2 normalization to the embeddings. It first computes the L2 norm for
+    * each row (embedding) in the input matrix. Then, it creates a matrix where each row is the
+    * computed norms vector, ensuring the dimensions match the input embeddings. Finally, it
+    * normalizes each row in the embeddings by dividing by the corresponding L2 norm.
+    *
+    * The result is a DenseMatrix where each row (embedding) is L2 normalized, ensuring that
+    * embeddings have a consistent scale for further processing.
+    *
+    * @param embeddings
+    *   DenseMatrix[Float] representing the embeddings to be normalized
+    * @return
+    *   DenseMatrix[Float] where each row is an L2 normalized version of the corresponding row in
+    *   the input matrix
+    */
+  def l2Normalize(embeddings: DenseMatrix[Float]): DenseMatrix[Float] = {
+    val norms = norm(embeddings(*, ::), 2)
+
+    // Normalize each row, avoiding division by zero
+    val normalized = DenseMatrix.tabulate[Float](embeddings.rows, embeddings.cols) { (i, j) =>
+      if (norms(i) != 0) embeddings(i, j) / norms(i).toFloat else 0.0f
     }
+
+    normalized
   }
 
-  private def computeElementWiseDivision(
-      arrayA: Array[Float],
-      arrayB: Array[Float]): Array[Float] = {
-    arrayA.zip(arrayB).map { case (a, b) =>
-      if (b != 0.0f) a / b else 0.0f // Avoid division by zero
+  /** Converts a DenseMatrix to a 2D array of floats.
+    *
+    * This method is used to transform a DenseMatrix[Float] into a two-dimensional array. It
+    * iterates over the rows and columns of the DenseMatrix, copying each element into the
+    * corresponding position in the newly created 2D array.
+    *
+    * @param matrix
+    *   DenseMatrix[Float] that needs to be converted to a 2D array
+    * @return
+    *   An 2D array representing the same data as the input DenseMatrix
+    */
+  def denseMatrixToArray(matrix: DenseMatrix[Float]): Array[Array[Float]] = {
+    val rows = matrix.rows
+    val cols = matrix.cols
+
+    val array = Array.ofDim[Float](rows, cols)
+
+    for (i <- 0 until rows) {
+      for (j <- 0 until cols) {
+        array(i)(j) = matrix(i, j)
+      }
     }
+
+    array
   }
 
-  def normalizeArray(array: Array[Float]): Array[Float] = {
-    val l2Norm: Float = sqrt(array.map(x => x * x).sum).toFloat
+  def lpNormalizeArray(array: Array[Float], p: Int = 2): Array[Float] = {
+    val lpNorm: Float = pow(array.map(x => pow(x, p)).sum, 1.0 / p).toFloat
     // Normalize each element in the array
-    array.map(value => if (l2Norm != 0.0f) value / l2Norm else 0.0f)
+    array.map(value => if (lpNorm != 0.0f) value / lpNorm else 0.0f)
   }
 
 }
diff --git a/src/main/scala/com/johnsnowlabs/nlp/AnnotatorModel.scala b/src/main/scala/com/johnsnowlabs/nlp/AnnotatorModel.scala
index 3698ad0167a94f..1a350c750fc958 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/AnnotatorModel.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/AnnotatorModel.scala
@@ -16,8 +16,9 @@
 
 package com.johnsnowlabs.nlp
 
+import com.johnsnowlabs.nlp.util.SparkNlpConfig
 import org.apache.spark.ml.{Model, PipelineModel}
-import org.apache.spark.sql.catalyst.encoders.{ExpressionEncoder, RowEncoder}
+import org.apache.spark.sql.catalyst.encoders.ExpressionEncoder
 import org.apache.spark.sql.functions._
 import org.apache.spark.sql.{DataFrame, Dataset, Row}
 
@@ -48,7 +49,7 @@ abstract class AnnotatorModel[M <: Model[M]] extends RawAnnotator[M] with CanBeL
         s"${inputAnnotatorTypes.mkString(", ")}")
 
     val inputDataset = beforeAnnotate(dataset)
-
+    val newStructType = inputDataset.schema.add(getOutputCol, Annotation.arrayType)
     val processedDataset = {
       this match {
         case withAnnotate: HasSimpleAnnotate[M] =>
@@ -64,8 +65,8 @@ abstract class AnnotatorModel[M <: Model[M]] extends RawAnnotator[M] with CanBeL
               }
             }))
         case withBatchAnnotate: HasBatchedAnnotate[M] =>
-          val newStructType = inputDataset.schema.add(getOutputCol, Annotation.arrayType)
-          implicit val encoder: ExpressionEncoder[Row] = RowEncoder(newStructType)
+          implicit val encoder: ExpressionEncoder[Row] =
+            SparkNlpConfig.getEncoder(inputDataset, newStructType)
           val processedDataFrame = inputDataset.mapPartitions(partition => {
             withBatchAnnotate.batchProcess(partition)
           })
@@ -80,8 +81,8 @@ abstract class AnnotatorModel[M <: Model[M]] extends RawAnnotator[M] with CanBeL
           dfWithMetadata
 
         case withBatchAnnotateImage: HasBatchedAnnotateImage[M] =>
-          val newStructType = inputDataset.schema.add(getOutputCol, Annotation.arrayType)
-          implicit val encoder: ExpressionEncoder[Row] = RowEncoder(newStructType)
+          implicit val encoder: ExpressionEncoder[Row] =
+            SparkNlpConfig.getEncoder(inputDataset, newStructType)
           val processedDataFrame = inputDataset.mapPartitions(partition => {
             withBatchAnnotateImage.batchProcess(partition)
           })
@@ -96,8 +97,8 @@ abstract class AnnotatorModel[M <: Model[M]] extends RawAnnotator[M] with CanBeL
           dfWithMetadata
 
         case withBatchAnnotateAudio: HasBatchedAnnotateAudio[M] =>
-          val newStructType = inputDataset.schema.add(getOutputCol, Annotation.arrayType)
-          implicit val encoder: ExpressionEncoder[Row] = RowEncoder(newStructType)
+          implicit val encoder: ExpressionEncoder[Row] =
+            SparkNlpConfig.getEncoder(inputDataset, newStructType)
           val processedDataFrame = inputDataset.mapPartitions(partition => {
             withBatchAnnotateAudio.batchProcess(partition)
           })
diff --git a/src/main/scala/com/johnsnowlabs/nlp/HasBatchedAnnotate.scala b/src/main/scala/com/johnsnowlabs/nlp/HasBatchedAnnotate.scala
index 8c41f84f3caacb..67f5d39d984f0d 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/HasBatchedAnnotate.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/HasBatchedAnnotate.scala
@@ -47,19 +47,26 @@ trait HasBatchedAnnotate[M <: Model[M]] {
   def getBatchSize: Int = $(batchSize)
 
   def batchProcess(rows: Iterator[_]): Iterator[Row] = {
-    // TODO remove the @unchecked annotation and create a type to handle different subtypes
-    rows
-      .grouped(getBatchSize)
-      .flatMap { case batchedRows: Seq[Row @unchecked] =>
-        val inputAnnotations = batchedRows.map(row => {
-          getInputCols.flatMap(inputCol => {
-            row.getAs[Seq[Row]](inputCol).map(Annotation(_))
-          })
-        })
-        val outputAnnotations = batchAnnotate(inputAnnotations)
-        batchedRows.zip(outputAnnotations).map { case (row, annotations) =>
-          row.toSeq ++ Array(annotations.map(a => Row(a.productIterator.toSeq: _*)))
-        }
+    val groupedRows = rows.grouped(getBatchSize)
+
+    groupedRows.flatMap {
+      case batchRow: Seq[Row] => processBatchRows(batchRow)
+      case singleRow: Row => processBatchRows(Seq(singleRow))
+      case _ => Seq(Row.empty)
+    }
+  }
+
+  private def processBatchRows(batchedRows: Seq[Row]): Seq[Row] = {
+    val inputAnnotations = batchedRows.map(row => {
+      getInputCols.flatMap(inputCol => {
+        row.getAs[Seq[Row]](inputCol).map(Annotation(_))
+      })
+    })
+    val outputAnnotations = batchAnnotate(inputAnnotations)
+    batchedRows
+      .zip(outputAnnotations)
+      .map { case (row, annotations) =>
+        row.toSeq ++ Array(annotations.map(a => Row(a.productIterator.toSeq: _*)))
       }
       .map(Row.fromSeq)
   }
diff --git a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
index 55d7cecbf3c88c..ae3eba79063575 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/SparkNLP.scala
@@ -20,7 +20,7 @@ import org.apache.spark.sql.SparkSession
 
 object SparkNLP {
 
-  val currentVersion = "5.2.0"
+  val currentVersion = "5.2.1"
   val MavenSpark3 = s"com.johnsnowlabs.nlp:spark-nlp_2.12:$currentVersion"
   val MavenGpuSpark3 = s"com.johnsnowlabs.nlp:spark-nlp-gpu_2.12:$currentVersion"
   val MavenSparkSilicon = s"com.johnsnowlabs.nlp:spark-nlp-silicon_2.12:$currentVersion"
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotator.scala b/src/main/scala/com/johnsnowlabs/nlp/annotator.scala
index ef88cee1fff674..bda6f86beeb5c1 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotator.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotator.scala
@@ -751,4 +751,9 @@ package object annotator {
     com.johnsnowlabs.nlp.annotators.DocumentTokenSplitter
 
   object DocumentTokenSplitter extends ParamsAndFeaturesReadable[DocumentTokenSplitter]
+
+  type BGEEmbeddings = com.johnsnowlabs.nlp.embeddings.BGEEmbeddings
+
+  object BGEEmbeddings extends ReadablePretrainedBGEModel with ReadBGEDLModel
+
 }
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter.scala
index ca7f5c15d7705f..20580fc9f19be4 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitter.scala
@@ -1,9 +1,24 @@
+/*
+ * Copyright 2017-2023 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
 package com.johnsnowlabs.nlp.annotators
 
 import com.johnsnowlabs.nlp.functions.ExplodeAnnotations
 import com.johnsnowlabs.nlp.{Annotation, AnnotatorModel, AnnotatorType, HasSimpleAnnotate}
 import org.apache.spark.ml.param.{BooleanParam, IntParam, StringArrayParam}
-import org.apache.spark.ml.util.Identifiable
+import org.apache.spark.ml.util.{DefaultParamsReadable, Identifiable}
 import org.apache.spark.sql.DataFrame
 
 import scala.util.matching.Regex
@@ -270,3 +285,8 @@ class DocumentCharacterTextSplitter(override val uid: String)
   }
 
 }
+
+/** This is the companion object of [[DocumentCharacterTextSplitter]]. Please refer to that class
+  * for the documentation.
+  */
+object DocumentCharacterTextSplitter extends DefaultParamsReadable[DocumentCharacterTextSplitter]
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter.scala
index 1acfd42d710bca..6499d584c79182 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/DocumentTokenSplitter.scala
@@ -1,12 +1,27 @@
+/*
+ * Copyright 2017-2023 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
 package com.johnsnowlabs.nlp.annotators
 
+import com.johnsnowlabs.nlp.functions.ExplodeAnnotations
 import com.johnsnowlabs.nlp.{Annotation, AnnotatorModel, AnnotatorType, HasSimpleAnnotate}
 import org.apache.spark.ml.param.{BooleanParam, IntParam}
-import org.apache.spark.ml.util.Identifiable
+import org.apache.spark.ml.util.{DefaultParamsReadable, Identifiable}
 import org.apache.spark.sql.DataFrame
 
 import scala.util.matching.Regex
-import com.johnsnowlabs.nlp.functions.ExplodeAnnotations
 
 /** Annotator that splits large documents into smaller documents based on the number of tokens in
   * the text.
@@ -223,3 +238,8 @@ class DocumentTokenSplitter(override val uid: String)
     if (getExplodeSplits) dataset.explodeAnnotationsCol(getOutputCol, getOutputCol) else dataset
   }
 }
+
+/** This is the companion object of [[DocumentTokenSplitter]]. Please refer to that class for the
+  * documentation.
+  */
+object DocumentTokenSplitter extends DefaultParamsReadable[DocumentTokenSplitter]
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.scala
index 600b85da999a6d..b27adcb4846651 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForQuestionAnswering.scala
@@ -17,6 +17,7 @@
 package com.johnsnowlabs.nlp.annotators.classifier.dl
 
 import com.johnsnowlabs.ml.ai.{DeBertaClassification, MergeTokenStrategy}
+import com.johnsnowlabs.ml.onnx.{OnnxWrapper, ReadOnnxModel, WriteOnnxModel}
 import com.johnsnowlabs.ml.tensorflow._
 import com.johnsnowlabs.ml.tensorflow.sentencepiece.{
   ReadSentencePieceModel,
@@ -28,7 +29,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.TensorFlow
+import com.johnsnowlabs.ml.util.{ONNX, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.serialization.MapFeature
 import org.apache.spark.broadcast.Broadcast
@@ -116,6 +117,7 @@ class DeBertaForQuestionAnswering(override val uid: String)
     extends AnnotatorModel[DeBertaForQuestionAnswering]
     with HasBatchedAnnotate[DeBertaForQuestionAnswering]
     with WriteTensorflowModel
+    with WriteOnnxModel
     with WriteSentencePieceModel
     with HasCaseSensitiveProperties
     with HasEngine {
@@ -196,13 +198,15 @@ class DeBertaForQuestionAnswering(override val uid: String)
   /** @group setParam */
   def setModelIfNotSet(
       spark: SparkSession,
-      tensorflowWrapper: TensorflowWrapper,
+      tensorflowWrapper: Option[TensorflowWrapper],
+      onnxWrapper: Option[OnnxWrapper],
       spp: SentencePieceWrapper): DeBertaForQuestionAnswering = {
     if (_model.isEmpty) {
       _model = Some(
         spark.sparkContext.broadcast(
           new DeBertaClassification(
             tensorflowWrapper,
+            onnxWrapper,
             spp,
             configProtoBytes = getConfigProtoBytes,
             tags = Map.empty[String, Int],
@@ -253,13 +257,26 @@ class DeBertaForQuestionAnswering(override val uid: String)
 
   override def onWrite(path: String, spark: SparkSession): Unit = {
     super.onWrite(path, spark)
-    writeTensorflowModelV2(
-      path,
-      spark,
-      getModelIfNotSet.tensorflowWrapper,
-      "_deberta_classification",
-      DeBertaForQuestionAnswering.tfFile,
-      configProtoBytes = getConfigProtoBytes)
+    val suffix = "_deberta_classification"
+
+    getEngine match {
+      case TensorFlow.name =>
+        writeTensorflowModelV2(
+          path,
+          spark,
+          getModelIfNotSet.tensorflowWrapper.get,
+          suffix,
+          DeBertaForQuestionAnswering.tfFile,
+          configProtoBytes = getConfigProtoBytes)
+      case ONNX.name =>
+        writeOnnxModel(
+          path,
+          spark,
+          getModelIfNotSet.onnxWrapper.get,
+          suffix,
+          DeBertaForQuestionAnswering.onnxFile)
+    }
+
     writeSentencePieceModel(
       path,
       spark,
@@ -292,21 +309,38 @@ trait ReadablePretrainedDeBertaForQAModel
 
 trait ReadDeBertaForQuestionAnsweringDLModel
     extends ReadTensorflowModel
+    with ReadOnnxModel
     with ReadSentencePieceModel {
   this: ParamsAndFeaturesReadable[DeBertaForQuestionAnswering] =>
 
   override val tfFile: String = "deberta_classification_tensorflow"
+  override val onnxFile: String = "camembert_classification_onnx"
   override val sppFile: String = "deberta_spp"
 
   def readModel(
       instance: DeBertaForQuestionAnswering,
       path: String,
       spark: SparkSession): Unit = {
-
-    val tf =
-      readTensorflowModel(path, spark, "_deberta_classification_tf", initAllTables = false)
     val spp = readSentencePieceModel(path, spark, "_deberta_spp", sppFile)
-    instance.setModelIfNotSet(spark, tf, spp)
+
+    instance.getEngine match {
+      case TensorFlow.name =>
+        val tfWrapper =
+          readTensorflowModel(path, spark, "_deberta_classification_tf", initAllTables = false)
+        instance.setModelIfNotSet(spark, Some(tfWrapper), None, spp)
+      case ONNX.name =>
+        val onnxWrapper =
+          readOnnxModel(
+            path,
+            spark,
+            "_deberta_classification_onnx",
+            zipped = true,
+            useBundle = false,
+            None)
+        instance.setModelIfNotSet(spark, None, Some(onnxWrapper), spp)
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
   }
 
   addReader(readModel)
@@ -324,7 +358,7 @@ trait ReadDeBertaForQuestionAnsweringDLModel
 
     detectedEngine match {
       case TensorFlow.name =>
-        val (wrapper, signatures) =
+        val (tfWrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
         val _signatures = signatures match {
@@ -337,7 +371,11 @@ trait ReadDeBertaForQuestionAnsweringDLModel
           */
         annotatorModel
           .setSignatures(_signatures)
-          .setModelIfNotSet(spark, wrapper, spModel)
+          .setModelIfNotSet(spark, Some(tfWrapper), None, spModel)
+      case ONNX.name =>
+        val onnxWrapper = OnnxWrapper.read(localModelPath, zipped = false, useBundle = true)
+        annotatorModel
+          .setModelIfNotSet(spark, None, Some(onnxWrapper), spModel)
 
       case _ =>
         throw new Exception(notSupportedEngineError)
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification.scala
index 0f025ebca7c367..d77564f8e4c2a9 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForSequenceClassification.scala
@@ -17,6 +17,7 @@
 package com.johnsnowlabs.nlp.annotators.classifier.dl
 
 import com.johnsnowlabs.ml.ai.DeBertaClassification
+import com.johnsnowlabs.ml.onnx.{OnnxWrapper, ReadOnnxModel, WriteOnnxModel}
 import com.johnsnowlabs.ml.tensorflow._
 import com.johnsnowlabs.ml.tensorflow.sentencepiece.{
   ReadSentencePieceModel,
@@ -29,7 +30,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.TensorFlow
+import com.johnsnowlabs.ml.util.{ONNX, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -123,6 +124,7 @@ import org.apache.spark.sql.SparkSession
 class DeBertaForSequenceClassification(override val uid: String)
     extends AnnotatorModel[DeBertaForSequenceClassification]
     with HasBatchedAnnotate[DeBertaForSequenceClassification]
+    with WriteOnnxModel
     with WriteTensorflowModel
     with WriteSentencePieceModel
     with HasCaseSensitiveProperties
@@ -238,13 +240,15 @@ class DeBertaForSequenceClassification(override val uid: String)
   /** @group setParam */
   def setModelIfNotSet(
       spark: SparkSession,
-      tensorflowWrapper: TensorflowWrapper,
+      tensorflowWrapper: Option[TensorflowWrapper],
+      onnxWrapper: Option[OnnxWrapper],
       spp: SentencePieceWrapper): DeBertaForSequenceClassification = {
     if (_model.isEmpty) {
       _model = Some(
         spark.sparkContext.broadcast(
           new DeBertaClassification(
             tensorflowWrapper,
+            onnxWrapper,
             spp,
             configProtoBytes = getConfigProtoBytes,
             tags = $$(labels),
@@ -305,13 +309,26 @@ class DeBertaForSequenceClassification(override val uid: String)
 
   override def onWrite(path: String, spark: SparkSession): Unit = {
     super.onWrite(path, spark)
-    writeTensorflowModelV2(
-      path,
-      spark,
-      getModelIfNotSet.tensorflowWrapper,
-      "_deberta_classification",
-      DeBertaForSequenceClassification.tfFile,
-      configProtoBytes = getConfigProtoBytes)
+    val suffix = "_deberta_classification"
+
+    getEngine match {
+      case TensorFlow.name =>
+        writeTensorflowModelV2(
+          path,
+          spark,
+          getModelIfNotSet.tensorflowWrapper.get,
+          suffix,
+          DeBertaForSequenceClassification.tfFile,
+          configProtoBytes = getConfigProtoBytes)
+      case ONNX.name =>
+        writeOnnxModel(
+          path,
+          spark,
+          getModelIfNotSet.onnxWrapper.get,
+          suffix,
+          DeBertaForSequenceClassification.onnxFile)
+    }
+
     writeSentencePieceModel(
       path,
       spark,
@@ -342,21 +359,40 @@ trait ReadablePretrainedDeBertaForSequenceModel
     super.pretrained(name, lang, remoteLoc)
 }
 
-trait ReadDeBertaForSequenceDLModel extends ReadTensorflowModel with ReadSentencePieceModel {
+trait ReadDeBertaForSequenceDLModel
+    extends ReadTensorflowModel
+    with ReadOnnxModel
+    with ReadSentencePieceModel {
   this: ParamsAndFeaturesReadable[DeBertaForSequenceClassification] =>
 
   override val tfFile: String = "deberta_classification_tensorflow"
+  override val onnxFile: String = "deberta_classification_onnx"
   override val sppFile: String = "deberta_spp"
 
   def readModel(
       instance: DeBertaForSequenceClassification,
       path: String,
       spark: SparkSession): Unit = {
-
-    val tf =
-      readTensorflowModel(path, spark, "_deberta_classification_tf", initAllTables = false)
     val spp = readSentencePieceModel(path, spark, "_deberta_spp", sppFile)
-    instance.setModelIfNotSet(spark, tf, spp)
+
+    instance.getEngine match {
+      case TensorFlow.name =>
+        val tfWrapper =
+          readTensorflowModel(path, spark, "_deberta_classification_tf", initAllTables = false)
+        instance.setModelIfNotSet(spark, Some(tfWrapper), None, spp)
+      case ONNX.name =>
+        val onnxWrapper =
+          readOnnxModel(
+            path,
+            spark,
+            "_deberta_classification_onnx",
+            zipped = true,
+            useBundle = false,
+            None)
+        instance.setModelIfNotSet(spark, None, Some(onnxWrapper), spp)
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
   }
 
   addReader(readModel)
@@ -375,7 +411,7 @@ trait ReadDeBertaForSequenceDLModel extends ReadTensorflowModel with ReadSentenc
 
     detectedEngine match {
       case TensorFlow.name =>
-        val (wrapper, signatures) =
+        val (tfWrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
         val _signatures = signatures match {
@@ -388,8 +424,12 @@ trait ReadDeBertaForSequenceDLModel extends ReadTensorflowModel with ReadSentenc
           */
         annotatorModel
           .setSignatures(_signatures)
-          .setModelIfNotSet(spark, wrapper, spModel)
+          .setModelIfNotSet(spark, Some(tfWrapper), None, spModel)
 
+      case ONNX.name =>
+        val onnxWrapper = OnnxWrapper.read(localModelPath, zipped = false, useBundle = true)
+        annotatorModel
+          .setModelIfNotSet(spark, None, Some(onnxWrapper), spModel)
       case _ =>
         throw new Exception(notSupportedEngineError)
     }
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification.scala
index 81b3fdff7def4b..60e273ee56fed5 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/classifier/dl/DeBertaForTokenClassification.scala
@@ -17,6 +17,7 @@
 package com.johnsnowlabs.nlp.annotators.classifier.dl
 
 import com.johnsnowlabs.ml.ai.DeBertaClassification
+import com.johnsnowlabs.ml.onnx.{OnnxWrapper, ReadOnnxModel, WriteOnnxModel}
 import com.johnsnowlabs.ml.tensorflow._
 import com.johnsnowlabs.ml.tensorflow.sentencepiece.{
   ReadSentencePieceModel,
@@ -29,7 +30,7 @@ import com.johnsnowlabs.ml.util.LoadExternalModel.{
   modelSanityCheck,
   notSupportedEngineError
 }
-import com.johnsnowlabs.ml.util.TensorFlow
+import com.johnsnowlabs.ml.util.{ONNX, TensorFlow}
 import com.johnsnowlabs.nlp._
 import com.johnsnowlabs.nlp.annotators.common._
 import com.johnsnowlabs.nlp.serialization.MapFeature
@@ -124,6 +125,7 @@ class DeBertaForTokenClassification(override val uid: String)
     extends AnnotatorModel[DeBertaForTokenClassification]
     with HasBatchedAnnotate[DeBertaForTokenClassification]
     with WriteTensorflowModel
+    with WriteOnnxModel
     with WriteSentencePieceModel
     with HasCaseSensitiveProperties
     with HasEngine {
@@ -218,13 +220,15 @@ class DeBertaForTokenClassification(override val uid: String)
   /** @group setParam */
   def setModelIfNotSet(
       spark: SparkSession,
-      tensorflowWrapper: TensorflowWrapper,
+      tensorflowWrapper: Option[TensorflowWrapper],
+      onnxWrapper: Option[OnnxWrapper],
       spp: SentencePieceWrapper): DeBertaForTokenClassification = {
     if (_model.isEmpty) {
       _model = Some(
         spark.sparkContext.broadcast(
           new DeBertaClassification(
             tensorflowWrapper,
+            onnxWrapper,
             spp,
             configProtoBytes = getConfigProtoBytes,
             tags = $$(labels),
@@ -277,13 +281,26 @@ class DeBertaForTokenClassification(override val uid: String)
 
   override def onWrite(path: String, spark: SparkSession): Unit = {
     super.onWrite(path, spark)
-    writeTensorflowModelV2(
-      path,
-      spark,
-      getModelIfNotSet.tensorflowWrapper,
-      "_deberta_classification",
-      DeBertaForTokenClassification.tfFile,
-      configProtoBytes = getConfigProtoBytes)
+    val suffix = "_deberta_classification"
+
+    getEngine match {
+      case TensorFlow.name =>
+        writeTensorflowModelV2(
+          path,
+          spark,
+          getModelIfNotSet.tensorflowWrapper.get,
+          suffix,
+          DeBertaForTokenClassification.tfFile,
+          configProtoBytes = getConfigProtoBytes)
+      case ONNX.name =>
+        writeOnnxModel(
+          path,
+          spark,
+          getModelIfNotSet.onnxWrapper.get,
+          suffix,
+          DeBertaForTokenClassification.onnxFile)
+    }
+
     writeSentencePieceModel(
       path,
       spark,
@@ -313,20 +330,40 @@ trait ReadablePretrainedDeBertaForTokenModel
       remoteLoc: String): DeBertaForTokenClassification = super.pretrained(name, lang, remoteLoc)
 }
 
-trait ReadDeBertaForTokenDLModel extends ReadTensorflowModel with ReadSentencePieceModel {
+trait ReadDeBertaForTokenDLModel
+    extends ReadTensorflowModel
+    with ReadOnnxModel
+    with ReadSentencePieceModel {
   this: ParamsAndFeaturesReadable[DeBertaForTokenClassification] =>
 
   override val tfFile: String = "deberta_classification_tensorflow"
+  override val onnxFile: String = "deberta_classification_onnx"
   override val sppFile: String = "deberta_spp"
 
   def readModel(
       instance: DeBertaForTokenClassification,
       path: String,
       spark: SparkSession): Unit = {
-
-    val tf = readTensorflowModel(path, spark, "_deberta_classification_tf", initAllTables = false)
     val spp = readSentencePieceModel(path, spark, "_deberta_spp", sppFile)
-    instance.setModelIfNotSet(spark, tf, spp)
+
+    instance.getEngine match {
+      case TensorFlow.name =>
+        val tfWrapper =
+          readTensorflowModel(path, spark, "_deberta_classification_tf", initAllTables = false)
+        instance.setModelIfNotSet(spark, Some(tfWrapper), None, spp)
+      case ONNX.name =>
+        val onnxWrapper =
+          readOnnxModel(
+            path,
+            spark,
+            "_deberta_classification_onnx",
+            zipped = true,
+            useBundle = false,
+            None)
+        instance.setModelIfNotSet(spark, None, Some(onnxWrapper), spp)
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
   }
 
   addReader(readModel)
@@ -344,7 +381,7 @@ trait ReadDeBertaForTokenDLModel extends ReadTensorflowModel with ReadSentencePi
 
     detectedEngine match {
       case TensorFlow.name =>
-        val (wrapper, signatures) =
+        val (tfWrapper, signatures) =
           TensorflowWrapper.read(localModelPath, zipped = false, useBundle = true)
 
         val _signatures = signatures match {
@@ -357,7 +394,11 @@ trait ReadDeBertaForTokenDLModel extends ReadTensorflowModel with ReadSentencePi
           */
         annotatorModel
           .setSignatures(_signatures)
-          .setModelIfNotSet(spark, wrapper, spModel)
+          .setModelIfNotSet(spark, Some(tfWrapper), None, spModel)
+      case ONNX.name =>
+        val onnxWrapper = OnnxWrapper.read(localModelPath, zipped = false, useBundle = true)
+        annotatorModel
+          .setModelIfNotSet(spark, None, Some(onnxWrapper), spModel)
 
       case _ =>
         throw new Exception(notSupportedEngineError)
diff --git a/src/main/scala/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers.scala b/src/main/scala/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers.scala
index dfca5b0aeea9ed..842b3c5251a754 100644
--- a/src/main/scala/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers.scala
+++ b/src/main/scala/com/johnsnowlabs/nlp/annotators/common/DatasetHelpers.scala
@@ -18,8 +18,8 @@ package com.johnsnowlabs.nlp.annotators.common
 
 import com.johnsnowlabs.ml.crf.TextSentenceLabels
 import com.johnsnowlabs.ml.tensorflow.SentenceGrouper
+import com.johnsnowlabs.nlp.util.SparkNlpConfig
 import org.apache.spark.sql.DataFrame
-import org.apache.spark.sql.catalyst.encoders.RowEncoder
 
 import scala.reflect.ClassTag
 
@@ -27,7 +27,7 @@ object DatasetHelpers {
 
   implicit class DataFrameHelper(dataset: DataFrame) {
     def randomize: DataFrame = {
-      implicit val encoder = RowEncoder(dataset.schema)
+      implicit val encoder = SparkNlpConfig.getEncoder(dataset, dataset.schema)
       dataset.mapPartitions {
         new scala.util.Random().shuffle(_).toIterator
       }
diff --git a/src/main/scala/com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.scala b/src/main/scala/com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.scala
new file mode 100644
index 00000000000000..139f9efd2dbf66
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/nlp/embeddings/BGEEmbeddings.scala
@@ -0,0 +1,482 @@
+/*
+ * Copyright 2017-2022 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.johnsnowlabs.nlp.embeddings
+
+import com.johnsnowlabs.ml.ai.BGE
+import com.johnsnowlabs.ml.onnx.{OnnxWrapper, ReadOnnxModel, WriteOnnxModel}
+import com.johnsnowlabs.ml.tensorflow._
+import com.johnsnowlabs.ml.util.LoadExternalModel.{
+  loadTextAsset,
+  modelSanityCheck,
+  notSupportedEngineError
+}
+import com.johnsnowlabs.ml.util.{ONNX, TensorFlow}
+import com.johnsnowlabs.nlp._
+import com.johnsnowlabs.nlp.annotators.common._
+import com.johnsnowlabs.nlp.annotators.tokenizer.wordpiece.{BasicTokenizer, WordpieceEncoder}
+import com.johnsnowlabs.nlp.serialization.MapFeature
+import com.johnsnowlabs.storage.HasStorageRef
+import org.apache.spark.broadcast.Broadcast
+import org.apache.spark.ml.param._
+import org.apache.spark.ml.util.Identifiable
+import org.apache.spark.sql.{DataFrame, SparkSession}
+import org.slf4j.{Logger, LoggerFactory}
+
+/** Sentence embeddings using BGE.
+  *
+  * BGE, or BAAI General Embeddings, a model that can map any text to a low-dimensional dense
+  * vector which can be used for tasks like retrieval, classification, clustering, or semantic
+  * search.
+  *
+  * Pretrained models can be loaded with `pretrained` of the companion object:
+  * {{{
+  * val embeddings = BGEEmbeddings.pretrained()
+  *   .setInputCols("document")
+  *   .setOutputCol("embeddings")
+  * }}}
+  * The default model is `"bge_base"`, if no name is provided.
+  *
+  * For available pretrained models please see the
+  * [[https://sparknlp.org/models?q=BGE Models Hub]].
+  *
+  * For extended examples of usage, see
+  * [[https://github.com/JohnSnowLabs/spark-nlp/blob/master/src/test/scala/com/johnsnowlabs/nlp/embeddings/BGEEmbeddingsTestSpec.scala BGEEmbeddingsTestSpec]].
+  *
+  * '''Sources''' :
+  *
+  * [[https://arxiv.org/pdf/2309.07597 C-Pack: Packaged Resources To Advance General Chinese Embedding]]
+  *
+  * [[https://github.com/FlagOpen/FlagEmbedding BGE Github Repository]]
+  *
+  * ''' Paper abstract '''
+  *
+  * ''We introduce C-Pack, a package of resources that significantly advance the field of general
+  * Chinese embeddings. C-Pack includes three critical resources. 1) C-MTEB is a comprehensive
+  * benchmark for Chinese text embeddings covering 6 tasks and 35 datasets. 2) C-MTP is a massive
+  * text embedding dataset curated from labeled and unlabeled Chinese corpora for training
+  * embedding models. 3) C-TEM is a family of embedding models covering multiple sizes. Our models
+  * outperform all prior Chinese text embeddings on C-MTEB by up to +10% upon the time of the
+  * release. We also integrate and optimize the entire suite of training methods for C-TEM. Along
+  * with our resources on general Chinese embedding, we release our data and models for English
+  * text embeddings. The English models achieve stateof-the-art performance on the MTEB benchmark;
+  * meanwhile, our released English data is 2 times larger than the Chinese data. All these
+  * resources are made publicly available at https://github.com/FlagOpen/FlagEmbedding.''
+  *
+  * ==Example==
+  * {{{
+  * import spark.implicits._
+  * import com.johnsnowlabs.nlp.base.DocumentAssembler
+  * import com.johnsnowlabs.nlp.annotators.Tokenizer
+  * import com.johnsnowlabs.nlp.embeddings.BGEEmbeddings
+  * import com.johnsnowlabs.nlp.EmbeddingsFinisher
+  * import org.apache.spark.ml.Pipeline
+  *
+  * val documentAssembler = new DocumentAssembler()
+  *   .setInputCol("text")
+  *   .setOutputCol("document")
+  *
+  * val embeddings = BGEEmbeddings.pretrained("bge_base", "en")
+  *   .setInputCols("document")
+  *   .setOutputCol("bge_embeddings")
+  *
+  * val embeddingsFinisher = new EmbeddingsFinisher()
+  *   .setInputCols("bge_embeddings")
+  *   .setOutputCols("finished_embeddings")
+  *   .setOutputAsVector(true)
+  *
+  * val pipeline = new Pipeline().setStages(Array(
+  *   documentAssembler,
+  *   embeddings,
+  *   embeddingsFinisher
+  * ))
+  *
+  * val data = Seq("query: how much protein should a female eat",
+  * "passage: As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 is 46 grams per day." +
+  * But, as you can see from this chart, you'll need to increase that if you're expecting or training for a" +
+  * marathon. Check out the chart below to see how much protein you should be eating each day."
+  *
+  * ).toDF("text")
+  * val result = pipeline.fit(data).transform(data)
+  *
+  * result.selectExpr("explode(finished_embeddings) as result").show(1, 80)
+  * +--------------------------------------------------------------------------------+
+  * |                                                                          result|
+  * +--------------------------------------------------------------------------------+
+  * |[[8.0190285E-4, -0.005974853, -0.072875895, 0.007944068, 0.026059335, -0.0080...|
+  * [[0.050514214, 0.010061974, -0.04340176, -0.020937217, 0.05170225, 0.01157857...|
+  * +--------------------------------------------------------------------------------+
+  * }}}
+  *
+  * @see
+  *   [[https://sparknlp.org/docs/en/annotators Annotators Main Page]] for a list of transformer
+  *   based embeddings
+  * @param uid
+  *   required uid for storing annotator to disk
+  * @groupname anno Annotator types
+  * @groupdesc anno
+  *   Required input and expected output annotator types
+  * @groupname Ungrouped Members
+  * @groupname param Parameters
+  * @groupname setParam Parameter setters
+  * @groupname getParam Parameter getters
+  * @groupname Ungrouped Members
+  * @groupprio param  1
+  * @groupprio anno  2
+  * @groupprio Ungrouped 3
+  * @groupprio setParam  4
+  * @groupprio getParam  5
+  * @groupdesc param
+  *   A list of (hyper-)parameter keys this annotator can take. Users can set and get the
+  *   parameter values through setters and getters, respectively.
+  */
+class BGEEmbeddings(override val uid: String)
+    extends AnnotatorModel[BGEEmbeddings]
+    with HasBatchedAnnotate[BGEEmbeddings]
+    with WriteTensorflowModel
+    with WriteOnnxModel
+    with HasEmbeddingsProperties
+    with HasStorageRef
+    with HasCaseSensitiveProperties
+    with HasEngine {
+
+  /** Annotator reference id. Used to identify elements in metadata or to refer to this annotator
+    * type
+    */
+  override val inputAnnotatorTypes: Array[String] =
+    Array(AnnotatorType.DOCUMENT)
+  override val outputAnnotatorType: AnnotatorType = AnnotatorType.SENTENCE_EMBEDDINGS
+
+  /** ConfigProto from tensorflow, serialized into byte array. Get with
+    * `config_proto.SerializeToString()`
+    *
+    * @group param
+    */
+  val configProtoBytes = new IntArrayParam(
+    this,
+    "configProtoBytes",
+    "ConfigProto from tensorflow, serialized into byte array. Get with config_proto.SerializeToString()")
+
+  /** Max sentence length to process (Default: `128`)
+    *
+    * @group param
+    */
+  val maxSentenceLength =
+    new IntParam(this, "maxSentenceLength", "Max sentence length to process")
+
+  def sentenceStartTokenId: Int = {
+    $$(vocabulary)("[CLS]")
+  }
+
+  /** @group setParam */
+  def sentenceEndTokenId: Int = {
+    $$(vocabulary)("[SEP]")
+  }
+
+  /** Vocabulary used to encode the words to ids with WordPieceEncoder
+    *
+    * @group param
+    */
+  val vocabulary: MapFeature[String, Int] = new MapFeature(this, "vocabulary").setProtected()
+
+  /** @group setParam */
+  def setVocabulary(value: Map[String, Int]): this.type = set(vocabulary, value)
+
+  /** It contains TF model signatures for the laded saved model
+    *
+    * @group param
+    */
+  val signatures =
+    new MapFeature[String, String](model = this, name = "signatures").setProtected()
+  private var _model: Option[Broadcast[BGE]] = None
+
+  def this() = this(Identifiable.randomUID("BGE_EMBEDDINGS"))
+
+  /** @group setParam */
+  def setConfigProtoBytes(bytes: Array[Int]): BGEEmbeddings.this.type =
+    set(this.configProtoBytes, bytes)
+
+  /** @group setParam */
+  def setMaxSentenceLength(value: Int): this.type = {
+    require(
+      value <= 512,
+      "BGE models do not support sequences longer than 512 because of trainable positional embeddings.")
+    require(value >= 1, "The maxSentenceLength must be at least 1")
+    set(maxSentenceLength, value)
+    this
+  }
+
+  /** @group getParam */
+  def getMaxSentenceLength: Int = $(maxSentenceLength)
+
+  /** @group setParam */
+  def setSignatures(value: Map[String, String]): this.type = {
+    if (get(signatures).isEmpty)
+      set(signatures, value)
+    this
+  }
+
+  /** @group setParam */
+  def setModelIfNotSet(
+      spark: SparkSession,
+      tensorflowWrapper: Option[TensorflowWrapper],
+      onnxWrapper: Option[OnnxWrapper]): BGEEmbeddings = {
+    if (_model.isEmpty) {
+      _model = Some(
+        spark.sparkContext.broadcast(
+          new BGE(
+            tensorflowWrapper,
+            onnxWrapper,
+            configProtoBytes = getConfigProtoBytes,
+            sentenceStartTokenId = sentenceStartTokenId,
+            sentenceEndTokenId = sentenceEndTokenId,
+            signatures = getSignatures)))
+    }
+
+    this
+  }
+
+  /** Set Embeddings dimensions for the BERT model Only possible to set this when the first time
+    * is saved dimension is not changeable, it comes from BERT config file
+    *
+    * @group setParam
+    */
+  override def setDimension(value: Int): this.type = {
+    if (get(dimension).isEmpty)
+      set(this.dimension, value)
+    this
+  }
+
+  /** Whether to lowercase tokens or not
+    *
+    * @group setParam
+    */
+  override def setCaseSensitive(value: Boolean): this.type = {
+    if (get(caseSensitive).isEmpty)
+      set(this.caseSensitive, value)
+    this
+  }
+
+  setDefault(dimension -> 768, batchSize -> 8, maxSentenceLength -> 512, caseSensitive -> false)
+
+  def tokenize(sentences: Seq[Annotation]): Seq[WordpieceTokenizedSentence] = {
+    val basicTokenizer = new BasicTokenizer($(caseSensitive))
+    val encoder = new WordpieceEncoder($$(vocabulary))
+    sentences.map { s =>
+      val sent = Sentence(
+        content = s.result,
+        start = s.begin,
+        end = s.end,
+        metadata = Some(s.metadata),
+        index = s.begin)
+      val tokens = basicTokenizer.tokenize(sent)
+      val wordpieceTokens = tokens.flatMap(token => encoder.encode(token))
+      WordpieceTokenizedSentence(wordpieceTokens)
+    }
+  }
+
+  /** takes a document and annotations and produces new annotations of this annotator's annotation
+    * type
+    *
+    * @param batchedAnnotations
+    *   Annotations that correspond to inputAnnotationCols generated by previous annotators if any
+    * @return
+    *   any number of annotations processed for every input annotation. Not necessary one to one
+    *   relationship
+    */
+  override def batchAnnotate(batchedAnnotations: Seq[Array[Annotation]]): Seq[Seq[Annotation]] = {
+
+    val allAnnotations = batchedAnnotations
+      .filter(_.nonEmpty)
+      .zipWithIndex
+      .flatMap { case (annotations, i) =>
+        annotations.filter(_.result.nonEmpty).map(x => (x, i))
+      }
+
+    // Tokenize sentences
+    val tokenizedSentences = tokenize(allAnnotations.map(_._1))
+    val processedAnnotations = if (allAnnotations.nonEmpty) {
+      this.getModelIfNotSet.predict(
+        sentences = allAnnotations.map(_._1),
+        tokenizedSentences = tokenizedSentences,
+        batchSize = $(batchSize),
+        maxSentenceLength = $(maxSentenceLength))
+    } else {
+      Seq()
+    }
+
+    // Group resulting annotations by rows. If there are not sentences in a given row, return empty sequence
+    batchedAnnotations.indices.map(rowIndex => {
+      val rowAnnotations = processedAnnotations
+        // zip each annotation with its corresponding row index
+        .zip(allAnnotations)
+        // select the sentences belonging to the current row
+        .filter(_._2._2 == rowIndex)
+        // leave the annotation only
+        .map(_._1)
+
+      if (rowAnnotations.nonEmpty)
+        rowAnnotations
+      else
+        Seq.empty[Annotation]
+    })
+
+  }
+
+  /** @group getParam */
+  def getModelIfNotSet: BGE = _model.get.value
+
+  override def onWrite(path: String, spark: SparkSession): Unit = {
+    super.onWrite(path, spark)
+    val suffix = "_bge"
+
+    getEngine match {
+      case TensorFlow.name =>
+        writeTensorflowModelV2(
+          path,
+          spark,
+          getModelIfNotSet.tensorflowWrapper.get,
+          suffix,
+          BGEEmbeddings.tfFile,
+          configProtoBytes = getConfigProtoBytes,
+          savedSignatures = getSignatures)
+      case ONNX.name =>
+        writeOnnxModel(
+          path,
+          spark,
+          getModelIfNotSet.onnxWrapper.get,
+          suffix,
+          BGEEmbeddings.onnxFile)
+
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
+  }
+
+  /** @group getParam */
+  def getConfigProtoBytes: Option[Array[Byte]] = get(this.configProtoBytes).map(_.map(_.toByte))
+
+  /** @group getParam */
+  def getSignatures: Option[Map[String, String]] = get(this.signatures)
+
+  override protected def afterAnnotate(dataset: DataFrame): DataFrame = {
+    dataset.withColumn(
+      getOutputCol,
+      wrapSentenceEmbeddingsMetadata(
+        dataset.col(getOutputCol),
+        $(dimension),
+        Some($(storageRef))))
+  }
+
+}
+
+trait ReadablePretrainedBGEModel
+    extends ParamsAndFeaturesReadable[BGEEmbeddings]
+    with HasPretrained[BGEEmbeddings] {
+  override val defaultModelName: Some[String] = Some("bge_base")
+
+  /** Java compliant-overrides */
+  override def pretrained(): BGEEmbeddings = super.pretrained()
+
+  override def pretrained(name: String): BGEEmbeddings = super.pretrained(name)
+
+  override def pretrained(name: String, lang: String): BGEEmbeddings =
+    super.pretrained(name, lang)
+
+  override def pretrained(name: String, lang: String, remoteLoc: String): BGEEmbeddings =
+    super.pretrained(name, lang, remoteLoc)
+}
+
+trait ReadBGEDLModel extends ReadTensorflowModel with ReadOnnxModel {
+  this: ParamsAndFeaturesReadable[BGEEmbeddings] =>
+
+  override val tfFile: String = "bge_tensorflow"
+  override val onnxFile: String = "bge_onnx"
+
+  def readModel(instance: BGEEmbeddings, path: String, spark: SparkSession): Unit = {
+
+    instance.getEngine match {
+      case TensorFlow.name =>
+        val tfWrapper = readTensorflowModel(path, spark, "_bge_tf", initAllTables = false)
+        instance.setModelIfNotSet(spark, Some(tfWrapper), None)
+
+      case ONNX.name =>
+        val onnxWrapper =
+          readOnnxModel(path, spark, "_bge_onnx", zipped = true, useBundle = false, None)
+        instance.setModelIfNotSet(spark, None, Some(onnxWrapper))
+
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
+
+  }
+
+  addReader(readModel)
+
+  def loadSavedModel(modelPath: String, spark: SparkSession): BGEEmbeddings = {
+
+    val (localModelPath, detectedEngine) = modelSanityCheck(modelPath)
+
+    val vocabs = loadTextAsset(localModelPath, "vocab.txt").zipWithIndex.toMap
+
+    /*Universal parameters for all engines*/
+    val annotatorModel = new BGEEmbeddings()
+      .setVocabulary(vocabs)
+
+    annotatorModel.set(annotatorModel.engine, detectedEngine)
+
+    detectedEngine match {
+      case TensorFlow.name =>
+        val (wrapper, signatures) =
+          TensorflowWrapper.read(
+            localModelPath,
+            zipped = false,
+            useBundle = true,
+            tags = Array("serve"),
+            initAllTables = false)
+
+        val _signatures = signatures match {
+          case Some(s) => s
+          case None => throw new Exception("Cannot load signature definitions from model!")
+        }
+
+        /** the order of setSignatures is important if we use getSignatures inside
+          * setModelIfNotSet
+          */
+        annotatorModel
+          .setSignatures(_signatures)
+          .setModelIfNotSet(spark, Some(wrapper), None)
+
+      case ONNX.name =>
+        val onnxWrapper = OnnxWrapper.read(localModelPath, zipped = false, useBundle = true)
+        annotatorModel
+          .setModelIfNotSet(spark, None, Some(onnxWrapper))
+
+      case _ =>
+        throw new Exception(notSupportedEngineError)
+    }
+
+    annotatorModel
+  }
+}
+
+/** This is the companion object of [[BGEEmbeddings]]. Please refer to that class for the
+  * documentation.
+  */
+object BGEEmbeddings extends ReadablePretrainedBGEModel with ReadBGEDLModel {
+  private[BGEEmbeddings] val logger: Logger =
+    LoggerFactory.getLogger("BGEEmbeddings")
+}
diff --git a/src/main/scala/com/johnsnowlabs/nlp/util/SparkNlpConfig.scala b/src/main/scala/com/johnsnowlabs/nlp/util/SparkNlpConfig.scala
new file mode 100644
index 00000000000000..dc7cc29209166d
--- /dev/null
+++ b/src/main/scala/com/johnsnowlabs/nlp/util/SparkNlpConfig.scala
@@ -0,0 +1,48 @@
+/*
+ * Copyright 2017-2022 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.johnsnowlabs.nlp.util
+
+import com.johnsnowlabs.util.Version
+import org.apache.spark.sql.catalyst.encoders.ExpressionEncoder
+import org.apache.spark.sql.types.StructType
+import org.apache.spark.sql.{Dataset, Row}
+
+/** Additional configure options that used by spark.nlp */
+object SparkNlpConfig {
+
+  def getEncoder(inputDataset: Dataset[_], newStructType: StructType): ExpressionEncoder[Row] = {
+    val sparkVersion = Version.parse(inputDataset.sparkSession.version).toFloat
+    if (sparkVersion >= 3.5f) {
+      val expressionEncoderClass =
+        Class.forName("org.apache.spark.sql.catalyst.encoders.ExpressionEncoder")
+      val applyMethod = expressionEncoderClass.getMethod("apply", classOf[StructType])
+      applyMethod.invoke(null, newStructType).asInstanceOf[ExpressionEncoder[Row]]
+    } else {
+      try {
+        // Use reflection to access RowEncoder.apply in older Spark versions
+        val rowEncoderClass = Class.forName("org.apache.spark.sql.catalyst.encoders.RowEncoder")
+        val applyMethod = rowEncoderClass.getMethod("apply", classOf[StructType])
+        applyMethod.invoke(null, newStructType).asInstanceOf[ExpressionEncoder[Row]]
+      } catch {
+        case _: Throwable =>
+          throw new UnsupportedOperationException(
+            "RowEncoder.apply is not supported in this Spark version.")
+      }
+    }
+  }
+
+}
diff --git a/src/main/scala/com/johnsnowlabs/nlp/util/SparkNlpConfigKeys.scala b/src/main/scala/com/johnsnowlabs/nlp/util/SparkNlpConfigKeys.scala
deleted file mode 100644
index 83ec541374f025..00000000000000
--- a/src/main/scala/com/johnsnowlabs/nlp/util/SparkNlpConfigKeys.scala
+++ /dev/null
@@ -1,24 +0,0 @@
-/*
- * Copyright 2017-2022 John Snow Labs
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- *    http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-package com.johnsnowlabs.nlp.util
-
-/** Additional configure options that used by spark.nlp */
-object SparkNlpConfigKeys {
-
-  /** Folder to store word embeddings */
-  val embeddingsFolder = "sparknlp.embeddings.folder"
-}
diff --git a/src/main/scala/com/johnsnowlabs/util/Build.scala b/src/main/scala/com/johnsnowlabs/util/Build.scala
index 7bf01c8aa86a9a..861fa8f73351e7 100644
--- a/src/main/scala/com/johnsnowlabs/util/Build.scala
+++ b/src/main/scala/com/johnsnowlabs/util/Build.scala
@@ -17,5 +17,5 @@
 package com.johnsnowlabs.util
 
 object Build {
-  val version: String = "5.2.0"
+  val version: String = "5.2.1"
 }
diff --git a/src/test/scala/com/johnsnowlabs/ml/util/LinAlgTest.scala b/src/test/scala/com/johnsnowlabs/ml/util/LinAlgTest.scala
index fbdf335e4418f3..e5b975b2d82ffc 100644
--- a/src/test/scala/com/johnsnowlabs/ml/util/LinAlgTest.scala
+++ b/src/test/scala/com/johnsnowlabs/ml/util/LinAlgTest.scala
@@ -2,8 +2,11 @@ package com.johnsnowlabs.ml.util
 
 import breeze.linalg._
 import com.johnsnowlabs.ml.util.LinAlg.implicits.ExtendedDenseMatrix
+import com.johnsnowlabs.ml.util.LinAlg.{denseMatrixToArray, l2Normalize}
 import org.scalatest.flatspec.AnyFlatSpec
-class LinAlgTest extends AnyFlatSpec {
+import org.scalatest.matchers.should.Matchers
+
+class LinAlgTest extends AnyFlatSpec with Matchers {
 
   behavior of "LinAlgTest"
 
@@ -54,4 +57,88 @@ class LinAlgTest extends AnyFlatSpec {
     val expected = DenseMatrix(Seq(2.0d, 3.0d), Seq(2.0d, 3.0d), Seq(2.0d, 3.0d), Seq(2.0d, 3.0d))
     assert(ab == expected)
   }
+
+  val tolerance = 1e-6f
+
+  def assertEqualWithTolerance(actual: Array[Float], expected: Array[Float]): Unit = {
+    assert(actual.length == expected.length, "Array lengths differ")
+    for ((a, e) <- actual.zip(expected)) {
+      assert(math.abs(a - e) <= tolerance, s"Expected $e, got $a within tolerance $tolerance")
+    }
+  }
+
+  "l2Normalize" should "correctly normalize a regular matrix" in {
+    val matrix = DenseMatrix((1.0f, 2.0f), (3.0f, 4.0f))
+    val normalized = l2Normalize(matrix)
+    assertEqualWithTolerance(
+      normalized(*, ::).map(norm(_, 2)).toArray.map(_.toFloat),
+      Array(1.0f, 1.0f))
+  }
+
+  it should "handle a single row matrix" in {
+    val matrix = DenseMatrix((1.0f, 2.0f, 3.0f))
+    val normalized = l2Normalize(matrix)
+    assert(math.abs(norm(normalized.toDenseVector, 2) - 1.0f) <= tolerance)
+  }
+
+  it should "handle a single column matrix" in {
+    val matrix = DenseMatrix(1.0f, 2.0f, 3.0f)
+    val normalized = l2Normalize(matrix)
+    assertEqualWithTolerance(
+      normalized(*, ::).map(norm(_, 2)).toArray.map(_.toFloat),
+      Array(1.0f, 1.0f, 1.0f))
+  }
+
+  it should "handle a matrix with zero elements" in {
+    val matrix = DenseMatrix((0.0f, 0.0f), (0.0f, 0.0f))
+    val normalized = l2Normalize(matrix)
+    assert(normalized === matrix)
+  }
+
+  it should "normalize each row to unit length" in {
+    val matrix = DenseMatrix((1.0f, 0.0f), (0.0f, 1.0f))
+    val normalized = l2Normalize(matrix)
+    assertEqualWithTolerance(
+      normalized(*, ::).map(norm(_, 2)).toArray.map(_.toFloat),
+      Array(1.0f, 1.0f))
+  }
+
+  it should "correctly normalize a matrix with negative values" in {
+    val matrix = DenseMatrix((-1.0f, -2.0f), (3.0f, -4.0f))
+    val normalized = l2Normalize(matrix)
+    assertEqualWithTolerance(
+      normalized(*, ::).map(norm(_, 2)).toArray.map(_.toFloat),
+      Array(1.0f, 1.0f))
+  }
+
+  "denseMatrixToArray" should "correctly convert a regular matrix" in {
+    val matrix = DenseMatrix((1.0f, 2.0f), (3.0f, 4.0f))
+    val array = denseMatrixToArray(matrix)
+    assert(array === Array(Array(1.0f, 2.0f), Array(3.0f, 4.0f)))
+  }
+
+  it should "handle a single row matrix" in {
+    val matrix = DenseMatrix.create(1, 3, Array(1.0f, 2.0f, 3.0f))
+    val array = denseMatrixToArray(matrix)
+    assert(array === Array(Array(1.0f, 2.0f, 3.0f)))
+  }
+
+  it should "handle a single column matrix" in {
+    val matrix = DenseMatrix.create(3, 1, Array(1.0f, 2.0f, 3.0f))
+    val array = denseMatrixToArray(matrix)
+    assert(array === Array(Array(1.0f), Array(2.0f), Array(3.0f)))
+  }
+
+  it should "handle an empty matrix" in {
+    val matrix = DenseMatrix.zeros[Float](0, 0)
+    val array = denseMatrixToArray(matrix)
+    assert(array === Array[Array[Float]]())
+  }
+
+  it should "correctly convert a matrix with various values" in {
+    val matrix = DenseMatrix((-1.0f, 0.0f), (3.0f, -4.0f))
+    val array = denseMatrixToArray(matrix)
+    assert(array === Array(Array(-1.0f, 0.0f), Array(3.0f, -4.0f)))
+  }
+
 }
diff --git a/src/test/scala/com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitterTest.scala b/src/test/scala/com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitterTest.scala
index e8179829b63e85..ca7d1317c6f3f7 100644
--- a/src/test/scala/com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitterTest.scala
+++ b/src/test/scala/com/johnsnowlabs/nlp/annotators/DocumentCharacterTextSplitterTest.scala
@@ -1,9 +1,25 @@
+/*
+ * Copyright 2017-2023 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
 package com.johnsnowlabs.nlp.annotators
 
 import com.johnsnowlabs.nlp.Annotation
 import com.johnsnowlabs.nlp.base.DocumentAssembler
 import com.johnsnowlabs.nlp.util.io.ResourceHelper
-import com.johnsnowlabs.tags.FastTest
+import com.johnsnowlabs.tags.{FastTest, SlowTest}
+import org.apache.spark.ml.Pipeline
 import org.apache.spark.sql.DataFrame
 import org.scalatest.flatspec.AnyFlatSpec
 
@@ -221,4 +237,42 @@ class DocumentCharacterTextSplitterTest extends AnyFlatSpec {
     assertResult(sampleText, result, expected)
   }
 
+  it should "be serializable" taggedAs SlowTest in {
+    val textSplitter = new DocumentCharacterTextSplitter()
+      .setInputCols("document")
+      .setOutputCol("splits")
+      .setChunkSize(1000)
+      .setChunkOverlap(100)
+      .setExplodeSplits(true)
+
+    val pipeline = new Pipeline().setStages(Array(documentAssembler, textSplitter))
+    val pipelineModel = pipeline.fit(splitTextDF)
+
+    pipelineModel.stages.last
+      .asInstanceOf[DocumentCharacterTextSplitter]
+      .write
+      .overwrite()
+      .save("./tmp_textSplitter")
+
+    val loadedTextSplitModel = DocumentCharacterTextSplitter.load("tmp_textSplitter")
+
+    loadedTextSplitModel.transform(textDocument).select("splits").show(truncate = false)
+  }
+
+  it should "be exportable to pipeline" taggedAs SlowTest in {
+    val textSplitter = new DocumentCharacterTextSplitter()
+      .setInputCols("document")
+      .setOutputCol("splits")
+      .setChunkSize(1000)
+      .setChunkOverlap(100)
+      .setExplodeSplits(true)
+
+    val pipeline = new Pipeline().setStages(Array(documentAssembler, textSplitter))
+    pipeline.write.overwrite().save("tmp_textsplitter_pipe")
+
+    val loadedPipelineModel = Pipeline.load("tmp_textsplitter_pipe")
+
+    loadedPipelineModel.fit(splitTextDF).transform(splitTextDF).select("splits").show()
+  }
+
 }
diff --git a/src/test/scala/com/johnsnowlabs/nlp/annotators/DocumentTokenSplitterTest.scala b/src/test/scala/com/johnsnowlabs/nlp/annotators/DocumentTokenSplitterTest.scala
index 036205711dc924..92e54bcaf59b49 100644
--- a/src/test/scala/com/johnsnowlabs/nlp/annotators/DocumentTokenSplitterTest.scala
+++ b/src/test/scala/com/johnsnowlabs/nlp/annotators/DocumentTokenSplitterTest.scala
@@ -1,9 +1,25 @@
+/*
+ * Copyright 2017-2023 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
 package com.johnsnowlabs.nlp.annotators
 
 import com.johnsnowlabs.nlp.Annotation
 import com.johnsnowlabs.nlp.base.DocumentAssembler
 import com.johnsnowlabs.nlp.util.io.ResourceHelper
 import com.johnsnowlabs.tags.FastTest
+import org.apache.spark.ml.Pipeline
 import org.apache.spark.sql.DataFrame
 import org.scalatest.flatspec.AnyFlatSpec
 
@@ -55,4 +71,42 @@ class DocumentTokenSplitterTest extends AnyFlatSpec {
     }
   }
 
+  it should "be serializable" taggedAs FastTest in {
+    val numTokens = 3
+    val textSplitter = new DocumentTokenSplitter()
+      .setInputCols("document")
+      .setOutputCol("splits")
+      .setNumTokens(numTokens)
+      .setTokenOverlap(1)
+
+    val pipeline = new Pipeline().setStages(Array(documentAssembler, textSplitter))
+    val pipelineModel = pipeline.fit(textDf)
+
+    pipelineModel.stages.last
+      .asInstanceOf[DocumentTokenSplitter]
+      .write
+      .overwrite()
+      .save("./tmp_textSplitter")
+
+    val loadedTextSplitModel = DocumentTokenSplitter.load("tmp_textSplitter")
+
+    loadedTextSplitModel.transform(textDocument).select("splits").show(truncate = false)
+  }
+
+  it should "be exportable to pipeline" taggedAs FastTest in {
+    val numTokens = 3
+    val textSplitter = new DocumentTokenSplitter()
+      .setInputCols("document")
+      .setOutputCol("splits")
+      .setNumTokens(numTokens)
+      .setTokenOverlap(1)
+
+    val pipeline = new Pipeline().setStages(Array(documentAssembler, textSplitter))
+    pipeline.write.overwrite().save("tmp_textsplitter_pipe")
+
+    val loadedPipelineModel = Pipeline.load("tmp_textsplitter_pipe")
+
+    loadedPipelineModel.fit(textDf).transform(textDf).select("splits").show()
+  }
+
 }
diff --git a/src/test/scala/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLSpec.scala b/src/test/scala/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLSpec.scala
index a4d41b68f914da..a899f40db5df32 100644
--- a/src/test/scala/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLSpec.scala
+++ b/src/test/scala/com/johnsnowlabs/nlp/annotators/ner/dl/NerDLSpec.scala
@@ -316,10 +316,10 @@ class NerDLSpec extends AnyFlatSpec {
     val training_data =
       conll.readDataset(ResourceHelper.spark, "src/test/resources/conll2003/eng.train")
 
-    val embeddings = WordEmbeddingsModel.pretrained()
+    val embeddings = WordEmbeddingsModel.pretrained("glove_100d")
 
     val nerModel = NerDLModel
-      .pretrained()
+      .pretrained("ner_dl", "en")
       .setInputCols("sentence", "token", "embeddings")
       .setOutputCol("ner")
       .setIncludeConfidence(true)
diff --git a/src/test/scala/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteBehaviors.scala b/src/test/scala/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteBehaviors.scala
index 77bd4108f5b8ee..b1f506ede51a38 100644
--- a/src/test/scala/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteBehaviors.scala
+++ b/src/test/scala/com/johnsnowlabs/nlp/annotators/spell/symmetric/SymmetricDeleteBehaviors.scala
@@ -166,10 +166,10 @@ trait SymmetricDeleteBehaviors {
             when(col("word") === col("finished_spell"), 1).otherwise(0))
           val rightCorrections = correctedData.filter(col("prediction") === 1).count()
           val wrongCorrections = correctedData.filter(col("prediction") === 0).count()
-          printf("Right Corrections: %d \n", rightCorrections)
-          printf("Wrong Corrections: %d \n", wrongCorrections)
+          println("Right Corrections: %d \n", rightCorrections)
+          println("Wrong Corrections: %d \n", wrongCorrections)
           val accuracy = rightCorrections.toFloat / (rightCorrections + wrongCorrections).toFloat
-          printf("Accuracy: %f\n", accuracy)
+          println("Accuracy: %f\n", accuracy)
         }
       }
   }
diff --git a/src/test/scala/com/johnsnowlabs/nlp/embeddings/BGEEmbeddingsTestSpec.scala b/src/test/scala/com/johnsnowlabs/nlp/embeddings/BGEEmbeddingsTestSpec.scala
new file mode 100644
index 00000000000000..77e92795b8bacd
--- /dev/null
+++ b/src/test/scala/com/johnsnowlabs/nlp/embeddings/BGEEmbeddingsTestSpec.scala
@@ -0,0 +1,116 @@
+/*
+ * Copyright 2017-2022 John Snow Labs
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *    http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package com.johnsnowlabs.nlp.embeddings
+
+import com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLModel
+import com.johnsnowlabs.nlp.base.DocumentAssembler
+import com.johnsnowlabs.nlp.util.io.ResourceHelper
+import com.johnsnowlabs.tags.SlowTest
+import org.apache.spark.ml.Pipeline
+import org.apache.spark.sql.functions.{col, size}
+import org.scalatest.flatspec.AnyFlatSpec
+
+class BGEEmbeddingsTestSpec extends AnyFlatSpec {
+
+  "BGE Embeddings" should "correctly embed multiple sentences" taggedAs SlowTest in {
+
+    import ResourceHelper.spark.implicits._
+
+    val ddd = Seq(
+      "query: how much protein should a female eat",
+      "query: summit define",
+      "passage: As a general guideline, the CDC's average requirement of protein for women ages 19 to 70 is 46 " +
+        "grams per day. But, as you can see from this chart, you'll need to increase that if you're expecting or" +
+        " training for a marathon. Check out the chart below to see how much protein you should be eating each day.",
+      "passage: Definition of summit for English Language Learners. : 1  the highest point of a mountain : the top of" +
+        " a mountain. : 2  the highest level. : 3  a meeting or series of meetings between the leaders of two or more" +
+        " governments.")
+      .toDF("text")
+
+    val document = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("document")
+
+    val embeddings = BGEEmbeddings
+      .pretrained()
+      .setInputCols(Array("document"))
+      .setOutputCol("bge")
+
+    val pipeline = new Pipeline().setStages(Array(document, embeddings))
+
+    val pipelineDF = pipeline.fit(ddd).transform(ddd)
+    pipelineDF.select("bge.embeddings").show(truncate = false)
+
+  }
+
+  it should "have embeddings of the same size" taggedAs SlowTest in {
+    import ResourceHelper.spark.implicits._
+    val testDf = Seq(
+      "I like apples",
+      "I like bananas \\n and other things \\n like icream \\n and cats",
+      "I like rockets")
+      .toDF("text")
+
+    val document = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("document")
+
+    val embeddings = BGEEmbeddings
+      .pretrained()
+      .setInputCols(Array("document"))
+      .setOutputCol("bge")
+
+    val pipeline = new Pipeline().setStages(Array(document, embeddings))
+
+    val pipelineDF = pipeline.fit(testDf).transform(testDf)
+
+    val embeddingsDF = pipelineDF.withColumn("embeddings", col("bge.embeddings").getItem(0))
+
+    val sizesArray: Array[Int] = embeddingsDF
+      .select(size(col("embeddings")).as("size"))
+      .collect()
+      .map(row => row.getAs[Int]("size"))
+
+    assert(sizesArray.forall(_ == sizesArray.head))
+  }
+
+  it should "work with sentences" taggedAs SlowTest in {
+    import ResourceHelper.spark.implicits._
+    val testData = "I really enjoy my job. This is amazing"
+    val testDf = Seq(testData).toDF("text")
+
+    val document = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("document")
+
+    val sentenceDetectorDL = SentenceDetectorDLModel
+      .pretrained("sentence_detector_dl", "en")
+      .setInputCols(Array("document"))
+      .setOutputCol("sentences")
+
+    val embeddings = BGEEmbeddings
+      .pretrained()
+      .setInputCols(Array("sentences"))
+      .setOutputCol("bge")
+
+    val pipeline = new Pipeline().setStages(Array(document, sentenceDetectorDL, embeddings))
+
+    val pipelineDF = pipeline.fit(testDf).transform(testDf)
+    pipelineDF.select("bge.embeddings").show(false)
+  }
+
+}
diff --git a/src/test/scala/com/johnsnowlabs/nlp/embeddings/E5EmbeddingsTestSpec.scala b/src/test/scala/com/johnsnowlabs/nlp/embeddings/E5EmbeddingsTestSpec.scala
index 286bcd933c3e0b..bb30f8993db228 100644
--- a/src/test/scala/com/johnsnowlabs/nlp/embeddings/E5EmbeddingsTestSpec.scala
+++ b/src/test/scala/com/johnsnowlabs/nlp/embeddings/E5EmbeddingsTestSpec.scala
@@ -113,4 +113,48 @@ class E5EmbeddingsTestSpec extends AnyFlatSpec {
     pipelineDF.select("e5.embeddings").show(false)
   }
 
+  it should "not return empty embeddings" taggedAs SlowTest in {
+    import ResourceHelper.spark.implicits._
+    val interests = Seq(
+      "I like music",
+      "I like movies",
+      "I like books",
+      "I like sports",
+      "I like travel",
+      "I like food",
+      "I like games",
+      "I like art",
+      "I like nature",
+      "I like science",
+      "I like technology",
+      "I like history",
+      "I like fashion",
+      "I like cars",
+      "I like animals",
+      "I like gardening")
+    val testDf = interests.toDF("text")
+
+    val document = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("document")
+
+    val embeddings = E5Embeddings
+      .pretrained()
+      .setInputCols(Array("document"))
+      .setOutputCol("e5")
+
+    val pipeline = new Pipeline().setStages(Array(document, embeddings))
+
+    val pipelineDF = pipeline.fit(testDf).transform(testDf)
+
+    val embeddingsDF = pipelineDF.withColumn("embeddings", col("e5.embeddings").getItem(0))
+
+    val sizesArray: Array[Int] = embeddingsDF
+      .select(size(col("embeddings")).as("size"))
+      .collect()
+      .map(row => row.getAs[Int]("size"))
+
+    assert(sizesArray.forall(_ > 0))
+  }
+
 }
diff --git a/src/test/scala/com/johnsnowlabs/nlp/embeddings/MPNetEmbeddingsTestSpec.scala b/src/test/scala/com/johnsnowlabs/nlp/embeddings/MPNetEmbeddingsTestSpec.scala
index c75a9f33919e05..f700801033fbdf 100644
--- a/src/test/scala/com/johnsnowlabs/nlp/embeddings/MPNetEmbeddingsTestSpec.scala
+++ b/src/test/scala/com/johnsnowlabs/nlp/embeddings/MPNetEmbeddingsTestSpec.scala
@@ -107,4 +107,48 @@ class MPNetEmbeddingsTestSpec extends AnyFlatSpec {
     pipelineDF.select("mpnet.embeddings").show(false)
   }
 
+  it should "not return empty embeddings" taggedAs SlowTest in {
+    import ResourceHelper.spark.implicits._
+    val interests = Seq(
+      "I like music",
+      "I like movies",
+      "I like books",
+      "I like sports",
+      "I like travel",
+      "I like food",
+      "I like games",
+      "I like art",
+      "I like nature",
+      "I like science",
+      "I like technology",
+      "I like history",
+      "I like fashion",
+      "I like cars",
+      "I like animals",
+      "I like gardening")
+    val testDf = interests.toDF("text")
+
+    val document = new DocumentAssembler()
+      .setInputCol("text")
+      .setOutputCol("document")
+
+    val embeddings = MPNetEmbeddings
+      .pretrained()
+      .setInputCols("document")
+      .setOutputCol("mpnet")
+
+    val pipeline = new Pipeline().setStages(Array(document, embeddings))
+
+    val pipelineModel = pipeline.fit(testDf)
+    val pipelineDF = pipelineModel.transform(testDf)
+
+    val embeddingsDF = pipelineDF.withColumn("embeddings", col("mpnet.embeddings").getItem(0))
+    val sizesArray: Array[Int] = embeddingsDF
+      .select(size(col("embeddings")).as("size"))
+      .collect()
+      .map(row => row.getAs[Int]("size"))
+
+    assert(sizesArray.forall(_ > 0))
+  }
+
 }