Merge pull request #929 from JohnSnowLabs/252-release-candidate

252 release candidate
JohnSnowLabs · Jun 11, 2020 · e2e61e2 · e2e61e2
2 parents 23b0fae + 8ddc221
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diff --git a/CHANGELOG b/CHANGELOG
@@ -1,3 +1,27 @@
+========
+2.5.2
+========
+---------------
+New Features
+---------------
+* Introducing a new LanguageDetectorDL state-of-the-art annotator to detect and identify languages in documents and sentences
+* Add a new param entityValue to TextMatcher to add custom value inside metadata. Useful in post-processing when there are multiple TextMatcher annotators with multiple dictionaries https://github.com/JohnSnowLabs/spark-nlp/issues/920
+
+----------------
+Bugfixes
+----------------
+* Add missing TensorFlow graphs to train ContextSpellChecker annotator https://github.com/JohnSnowLabs/spark-nlp/issues/912
+* Fix misspelled param in classThreshold param in  ContextSpellChecker annotator https://github.com/JohnSnowLabs/spark-nlp/issues/911
+* Fix a bug where setGraphFolder in NerDLApproach annotator couldn't find a graph on Databricks (DBFS) https://github.com/JohnSnowLabs/spark-nlp/issues/739
+* Fix a bug in NerDLApproach when includeConfidence was set to true https://github.com/JohnSnowLabs/spark-nlp/issues/917
+* Fix a bug in BertEmbeddings https://github.com/JohnSnowLabs/spark-nlp/issues/906 https://github.com/JohnSnowLabs/spark-nlp/issues/918
+
+---------------------
+Enhancements
+---------------------
+* Improve TF backend in ContextSpellChecker annotator
+
+
 ========
 2.5.1
 ========

diff --git a/README.md b/README.md
@@ -66,6 +66,7 @@ Take a look at our official Spark NLP page: [http://nlp.johnsnowlabs.com/](http:
 * Universal Sentence Encoder (TF Hub models)
 * Sentence Embeddings
 * Chunk Embeddings
+* Language Detection / Identification
 * Multi-class Sentiment analysis (Deep learning)
 * Multi-class Text Classification (Deep learning)
 * Named entity recognition (Deep learning)
@@ -93,7 +94,7 @@ $ java -version
 # should be Java 8 (Oracle or OpenJDK)
 $ conda create -n sparknlp python=3.6 -y
 $ conda activate sparknlp
-$ pip install spark-nlp==2.5.1 pyspark==2.4.4
+$ pip install spark-nlp==2.5.2 pyspark==2.4.4
 ```
 
 In Python console or Jupyter `Python3` kernel:
@@ -134,7 +135,7 @@ For more examples you can visit our dedicated [repository](https://github.com/Jo
 
 ## Apache Spark Support
 
-Spark NLP *2.5.1* has been built on top of Apache Spark 2.4.x
+Spark NLP *2.5.2* has been built on top of Apache Spark 2.4.x
 
 | Spark NLP   |   Apache Spark 2.3.x  | Apache Spark 2.4.x |
 |-------------|-----------------------|--------------------|
@@ -155,7 +156,7 @@ Find out more about `Spark NLP` versions from our [release notes](https://github
 
 ## Databricks Support
 
-Spark NLP 2.5.1 has been tested and is compatible with the following runtimes:
+Spark NLP 2.5.2 has been tested and is compatible with the following runtimes:
 
 * 6.2
 * 6.2 ML
@@ -168,7 +169,7 @@ Spark NLP 2.5.1 has been tested and is compatible with the following runtimes:
 
 ## EMR Support
 
-Spark NLP 2.5.1 has been tsted and is compatible with the following EMR releases:
+Spark NLP 2.5.2 has been tsted and is compatible with the following EMR releases:
 
 * 5.26.0
 * 5.27.0
@@ -188,20 +189,20 @@ Benefit of spark-packages is that makes it available for both Scala-Java and Pyt
 To use the most recent version just add the `--packages com.johnsnowlabs.nlp:spark-nlp_2.11:` to you spark command
 
 ```sh
-spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.1
+spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.2
 ```
 
 ```sh
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.2
 ```
 
 ```sh
-spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.1
+spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.2
 ```
 
 This can also be used to create a SparkSession manually by using the `spark.jars.packages` option in both Python and Scala.
 
-**NOTE**: To use SPark NLP with GPU you can use the dedicated GPU package `com.johnsnowlabs.nlp:spark-nlp-gpu_2.11:2.5.1`
+**NOTE**: To use SPark NLP with GPU you can use the dedicated GPU package `com.johnsnowlabs.nlp:spark-nlp-gpu_2.11:2.5.2`
 
 ## Scala
 
@@ -216,7 +217,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp_2.11</artifactId>
-    <version>2.5.1</version>
+    <version>2.5.2</version>
 </dependency>
 ```
 
@@ -227,7 +228,7 @@ Our package is deployed to maven central. In order to add this package as a depe
 <dependency>
     <groupId>com.johnsnowlabs.nlp</groupId>
     <artifactId>spark-nlp-gpu_2.11</artifactId>
-    <version>2.5.1</version>
+    <version>2.5.2</version>
 </dependency>
 ```
 
@@ -237,14 +238,14 @@ Our package is deployed to maven central. In order to add this package as a depe
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.5.1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp" % "2.5.2"
 ```
 
 **spark-nlp-gpu:**
 
 ```sbtshell
 // https://mvnrepository.com/artifact/com.johnsnowlabs.nlp/spark-nlp-gpu
-libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "2.5.1"
+libraryDependencies += "com.johnsnowlabs.nlp" %% "spark-nlp-gpu" % "2.5.2"
 ```
 
 Maven Central: [https://mvnrepository.com/artifact/com.johnsnowlabs.nlp](https://mvnrepository.com/artifact/com.johnsnowlabs.nlp)
@@ -260,7 +261,7 @@ If you installed pyspark through pip/conda, you can install `spark-nlp` through
 Pip:
 
 ```bash
-pip install spark-nlp==2.5.1
+pip install spark-nlp==2.5.2
 ```
 
 Conda:
@@ -287,7 +288,7 @@ spark = SparkSession.builder \
     .master("local[4]")\
     .config("spark.driver.memory","16G")\
     .config("spark.driver.maxResultSize", "2G") \
-    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.1")\
+    .config("spark.jars.packages", "com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.2")\
     .config("spark.kryoserializer.buffer.max", "1000M")\
     .getOrCreate()
 ```
@@ -356,7 +357,7 @@ Use either one of the following options
 * Add the following Maven Coordinates to the interpreter's library list
 
 ```bash
-com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.1
+com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.2
 ```
 
 * Add path to pre-built jar from [here](#compiled-jars) in the interpreter's library list making sure the jar is available to driver path
@@ -366,7 +367,7 @@ com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.1
 Apart from previous step, install python module through pip
 
 ```bash
-pip install spark-nlp==2.5.1
+pip install spark-nlp==2.5.2
 ```
 
 Or you can install `spark-nlp` from inside Zeppelin by using Conda:
@@ -391,7 +392,7 @@ export PYSPARK_PYTHON=python3
 export PYSPARK_DRIVER_PYTHON=jupyter
 export PYSPARK_DRIVER_PYTHON_OPTS=notebook
 
-pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.1
+pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.2
 ```
 
 Alternatively, you can mix in using `--jars` option for pyspark + `pip install spark-nlp`
@@ -417,7 +418,7 @@ os.environ["PATH"] = os.environ["JAVA_HOME"] + "/bin:" + os.environ["PATH"]
 ! pip install --ignore-installed pyspark==2.4.4
 
 # Install Spark NLP
-! pip install --ignore-installed spark-nlp==2.5.1
+! pip install --ignore-installed spark-nlp==2.5.2
 
 # Quick SparkSession start
 import sparknlp
@@ -446,7 +447,7 @@ spark.serializer org.apache.spark.serializer.KryoSerializer
 
     3.1. Insatll New -> PyPI -> `spark-nlp` -> Install
 
-    3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.1` -> Install
+    3.2. Install New -> Maven -> Coordinates -> `com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.2` -> Install
 
 4. Now you can attach your notebook to the cluster and use Spark NLP!
 

diff --git a/build.sbt b/build.sbt
@@ -15,7 +15,7 @@ if(is_gpu.equals("false")){
 
 organization:= "com.johnsnowlabs.nlp"
 
-version := "2.5.1"
+version := "2.5.2"
 
 scalaVersion in ThisBuild := scalaVer
 

diff --git a/docs/_layouts/landing.html b/docs/_layouts/landing.html
@@ -49,22 +49,22 @@ <h1>{{ _section.title }}</h1>
           <div class="cell cell--12 cell--lg-12" style="text-align: left; background-color: #2d2d2d; padding: 10px">
             {% highlight bash %}
 # Install Spark NLP from PyPI
-$ pip install spark-nlp==2.5.1
+$ pip install spark-nlp==2.5.2
 
 # 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_2.11:2.5.1
+$ spark-shell --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.2
 
 # Load Spark NLP with PySpark
-$ pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.1
+$ pyspark --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.2
 
 # Load Spark NLP with Spark Submit
-$ spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.1
+$ spark-submit --packages com.johnsnowlabs.nlp:spark-nlp_2.11:2.5.2
 
 # Load Spark NLP as external JAR after comiling and bulding Spark NLP by `sbt assembly`
-$ spark-shell --jar spark-nlp-assembly-2.5.1
+$ spark-shell --jar spark-nlp-assembly-2.5.2
             {% endhighlight %}
           </div>
         </div>

diff --git a/docs/api/com/johnsnowlabs/collections/SearchTrie$.html b/docs/api/com/johnsnowlabs/collections/SearchTrie$.html
@@ -1,9 +1,9 @@
 <!DOCTYPE html >
 <html>
         <head>
-          <title>SearchTrie - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.collections.SearchTrie</title>
-          <meta name="description" content="SearchTrie - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.collections.SearchTrie" />
-          <meta name="keywords" content="SearchTrie Spark NLP 2.5.1 ScalaDoc com.johnsnowlabs.collections.SearchTrie" />
+          <title>SearchTrie - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.collections.SearchTrie</title>
+          <meta name="description" content="SearchTrie - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.collections.SearchTrie" />
+          <meta name="keywords" content="SearchTrie Spark NLP 2.5.2 ScalaDoc com.johnsnowlabs.collections.SearchTrie" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
 
       <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />

diff --git a/docs/api/com/johnsnowlabs/collections/SearchTrie.html b/docs/api/com/johnsnowlabs/collections/SearchTrie.html
@@ -1,9 +1,9 @@
 <!DOCTYPE html >
 <html>
         <head>
-          <title>SearchTrie - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.collections.SearchTrie</title>
-          <meta name="description" content="SearchTrie - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.collections.SearchTrie" />
-          <meta name="keywords" content="SearchTrie Spark NLP 2.5.1 ScalaDoc com.johnsnowlabs.collections.SearchTrie" />
+          <title>SearchTrie - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.collections.SearchTrie</title>
+          <meta name="description" content="SearchTrie - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.collections.SearchTrie" />
+          <meta name="keywords" content="SearchTrie Spark NLP 2.5.2 ScalaDoc com.johnsnowlabs.collections.SearchTrie" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
 
       <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />

diff --git a/docs/api/com/johnsnowlabs/collections/StorageSearchTrie$.html b/docs/api/com/johnsnowlabs/collections/StorageSearchTrie$.html
@@ -1,9 +1,9 @@
 <!DOCTYPE html >
 <html>
         <head>
-          <title>StorageSearchTrie - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.collections.StorageSearchTrie</title>
-          <meta name="description" content="StorageSearchTrie - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.collections.StorageSearchTrie" />
-          <meta name="keywords" content="StorageSearchTrie Spark NLP 2.5.1 ScalaDoc com.johnsnowlabs.collections.StorageSearchTrie" />
+          <title>StorageSearchTrie - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.collections.StorageSearchTrie</title>
+          <meta name="description" content="StorageSearchTrie - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.collections.StorageSearchTrie" />
+          <meta name="keywords" content="StorageSearchTrie Spark NLP 2.5.2 ScalaDoc com.johnsnowlabs.collections.StorageSearchTrie" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
 
       <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />

diff --git a/docs/api/com/johnsnowlabs/collections/StorageSearchTrie.html b/docs/api/com/johnsnowlabs/collections/StorageSearchTrie.html
@@ -1,9 +1,9 @@
 <!DOCTYPE html >
 <html>
         <head>
-          <title>StorageSearchTrie - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.collections.StorageSearchTrie</title>
-          <meta name="description" content="StorageSearchTrie - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.collections.StorageSearchTrie" />
-          <meta name="keywords" content="StorageSearchTrie Spark NLP 2.5.1 ScalaDoc com.johnsnowlabs.collections.StorageSearchTrie" />
+          <title>StorageSearchTrie - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.collections.StorageSearchTrie</title>
+          <meta name="description" content="StorageSearchTrie - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.collections.StorageSearchTrie" />
+          <meta name="keywords" content="StorageSearchTrie Spark NLP 2.5.2 ScalaDoc com.johnsnowlabs.collections.StorageSearchTrie" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
 
       <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />

diff --git a/docs/api/com/johnsnowlabs/collections/package.html b/docs/api/com/johnsnowlabs/collections/package.html
@@ -1,9 +1,9 @@
 <!DOCTYPE html >
 <html>
         <head>
-          <title>collections - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.collections</title>
-          <meta name="description" content="collections - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.collections" />
-          <meta name="keywords" content="collections Spark NLP 2.5.1 ScalaDoc com.johnsnowlabs.collections" />
+          <title>collections - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.collections</title>
+          <meta name="description" content="collections - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.collections" />
+          <meta name="keywords" content="collections Spark NLP 2.5.2 ScalaDoc com.johnsnowlabs.collections" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
 
       <link href="../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />

diff --git a/docs/api/com/johnsnowlabs/ml/crf/Attr.html b/docs/api/com/johnsnowlabs/ml/crf/Attr.html
@@ -1,9 +1,9 @@
 <!DOCTYPE html >
 <html>
         <head>
-          <title>Attr - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.ml.crf.Attr</title>
-          <meta name="description" content="Attr - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.ml.crf.Attr" />
-          <meta name="keywords" content="Attr Spark NLP 2.5.1 ScalaDoc com.johnsnowlabs.ml.crf.Attr" />
+          <title>Attr - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.ml.crf.Attr</title>
+          <meta name="description" content="Attr - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.ml.crf.Attr" />
+          <meta name="keywords" content="Attr Spark NLP 2.5.2 ScalaDoc com.johnsnowlabs.ml.crf.Attr" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
 
       <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />

diff --git a/docs/api/com/johnsnowlabs/ml/crf/AttrFeature.html b/docs/api/com/johnsnowlabs/ml/crf/AttrFeature.html
@@ -1,9 +1,9 @@
 <!DOCTYPE html >
 <html>
         <head>
-          <title>AttrFeature - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.ml.crf.AttrFeature</title>
-          <meta name="description" content="AttrFeature - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.ml.crf.AttrFeature" />
-          <meta name="keywords" content="AttrFeature Spark NLP 2.5.1 ScalaDoc com.johnsnowlabs.ml.crf.AttrFeature" />
+          <title>AttrFeature - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.ml.crf.AttrFeature</title>
+          <meta name="description" content="AttrFeature - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.ml.crf.AttrFeature" />
+          <meta name="keywords" content="AttrFeature Spark NLP 2.5.2 ScalaDoc com.johnsnowlabs.ml.crf.AttrFeature" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
 
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diff --git a/docs/api/com/johnsnowlabs/ml/crf/AttrStat.html b/docs/api/com/johnsnowlabs/ml/crf/AttrStat.html
@@ -1,9 +1,9 @@
 <!DOCTYPE html >
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         <head>
-          <title>AttrStat - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.ml.crf.AttrStat</title>
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-          <meta name="keywords" content="AttrStat Spark NLP 2.5.1 ScalaDoc com.johnsnowlabs.ml.crf.AttrStat" />
+          <title>AttrStat - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.ml.crf.AttrStat</title>
+          <meta name="description" content="AttrStat - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.ml.crf.AttrStat" />
+          <meta name="keywords" content="AttrStat Spark NLP 2.5.2 ScalaDoc com.johnsnowlabs.ml.crf.AttrStat" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
 
       <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />

diff --git a/docs/api/com/johnsnowlabs/ml/crf/CrfDataset.html b/docs/api/com/johnsnowlabs/ml/crf/CrfDataset.html
@@ -1,9 +1,9 @@
 <!DOCTYPE html >
 <html>
         <head>
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-          <meta name="keywords" content="CrfDataset Spark NLP 2.5.1 ScalaDoc com.johnsnowlabs.ml.crf.CrfDataset" />
+          <title>CrfDataset - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.ml.crf.CrfDataset</title>
+          <meta name="description" content="CrfDataset - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.ml.crf.CrfDataset" />
+          <meta name="keywords" content="CrfDataset Spark NLP 2.5.2 ScalaDoc com.johnsnowlabs.ml.crf.CrfDataset" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
 
       <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />

diff --git a/docs/api/com/johnsnowlabs/ml/crf/CrfParams.html b/docs/api/com/johnsnowlabs/ml/crf/CrfParams.html
@@ -1,9 +1,9 @@
 <!DOCTYPE html >
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         <head>
-          <title>CrfParams - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.ml.crf.CrfParams</title>
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-          <meta name="keywords" content="CrfParams Spark NLP 2.5.1 ScalaDoc com.johnsnowlabs.ml.crf.CrfParams" />
+          <title>CrfParams - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.ml.crf.CrfParams</title>
+          <meta name="description" content="CrfParams - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.ml.crf.CrfParams" />
+          <meta name="keywords" content="CrfParams Spark NLP 2.5.2 ScalaDoc com.johnsnowlabs.ml.crf.CrfParams" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
 
       <link href="../../../../lib/template.css" media="screen" type="text/css" rel="stylesheet" />

diff --git a/docs/api/com/johnsnowlabs/ml/crf/DatasetEncoder.html b/docs/api/com/johnsnowlabs/ml/crf/DatasetEncoder.html
@@ -1,9 +1,9 @@
 <!DOCTYPE html >
 <html>
         <head>
-          <title>DatasetEncoder - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetEncoder</title>
-          <meta name="description" content="DatasetEncoder - Spark NLP 2.5.1 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetEncoder" />
-          <meta name="keywords" content="DatasetEncoder Spark NLP 2.5.1 ScalaDoc com.johnsnowlabs.ml.crf.DatasetEncoder" />
+          <title>DatasetEncoder - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetEncoder</title>
+          <meta name="description" content="DatasetEncoder - Spark NLP 2.5.2 ScalaDoc - com.johnsnowlabs.ml.crf.DatasetEncoder" />
+          <meta name="keywords" content="DatasetEncoder Spark NLP 2.5.2 ScalaDoc com.johnsnowlabs.ml.crf.DatasetEncoder" />
           <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
 
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