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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "24365133-3f41-463f-b4eb-56b3e21aa4dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting openvino-dev[tensorflow2]\n",
      "  Downloading openvino_dev-2024.2.0-15519-py3-none-any.whl.metadata (16 kB)\n",
      "Requirement already satisfied: defusedxml>=0.7.1 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from openvino-dev[tensorflow2]) (0.7.1)\n",
      "Collecting networkx<=3.1.0 (from openvino-dev[tensorflow2])\n",
      "  Downloading networkx-3.1-py3-none-any.whl.metadata (5.3 kB)\n",
      "Requirement already satisfied: numpy<2.0.0,>=1.16.6 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from openvino-dev[tensorflow2]) (1.26.4)\n",
      "Requirement already satisfied: openvino-telemetry>=2023.2.1 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from openvino-dev[tensorflow2]) (2024.1.0)\n",
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      "Downloading termcolor-2.4.0-py3-none-any.whl (7.7 kB)\n",
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      "Downloading google_auth_oauthlib-1.0.0-py2.py3-none-any.whl (18 kB)\n",
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      "Using cached wheel-0.43.0-py3-none-any.whl (65 kB)\n",
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      "   ---------------------------------------- 0.0/85.3 kB ? eta -:--:--\n",
      "   ---------------------------------------- 85.3/85.3 kB ? eta 0:00:00\n",
      "Installing collected packages: libclang, flatbuffers, fastjsonschema, wrapt, wheel, werkzeug, termcolor, tensorflow-io-gcs-filesystem, tensorflow-estimator, tensorboard-data-server, pyasn1, protobuf, oauthlib, numpy, networkx, markdown, keras, grpcio, google-pasta, gast, cachetools, absl-py, rsa, requests-oauthlib, pyasn1-modules, opt-einsum, openvino, ml-dtypes, h5py, astunparse, openvino-dev, google-auth, google-auth-oauthlib, tensorboard, tensorflow-intel, tensorflow\n",
      "  Attempting uninstall: fastjsonschema\n",
      "    Found existing installation: fastjsonschema 2.19.1\n",
      "    Uninstalling fastjsonschema-2.19.1:\n",
      "      Successfully uninstalled fastjsonschema-2.19.1\n",
      "  Attempting uninstall: wrapt\n",
      "    Found existing installation: wrapt 1.16.0\n",
      "    Uninstalling wrapt-1.16.0:\n",
      "      Successfully uninstalled wrapt-1.16.0\n",
      "  Attempting uninstall: protobuf\n",
      "    Found existing installation: protobuf 5.27.1\n",
      "    Uninstalling protobuf-5.27.1:\n",
      "      Successfully uninstalled protobuf-5.27.1\n",
      "  Attempting uninstall: numpy\n",
      "    Found existing installation: numpy 1.26.4\n",
      "    Uninstalling numpy-1.26.4:\n",
      "      Successfully uninstalled numpy-1.26.4\n",
      "  Attempting uninstall: networkx\n",
      "    Found existing installation: networkx 3.3\n",
      "    Uninstalling networkx-3.3:\n",
      "      Successfully uninstalled networkx-3.3\n",
      "Successfully installed absl-py-2.1.0 astunparse-1.6.3 cachetools-5.3.3 fastjsonschema-2.17.1 flatbuffers-24.3.25 gast-0.5.4 google-auth-2.30.0 google-auth-oauthlib-1.0.0 google-pasta-0.2.0 grpcio-1.64.1 h5py-3.10.0 keras-2.14.0 libclang-18.1.1 markdown-3.6 ml-dtypes-0.2.0 networkx-3.1 numpy-1.25.2 oauthlib-3.2.2 openvino-2024.2.0 openvino-dev-2024.2.0 opt-einsum-3.3.0 protobuf-4.25.3 pyasn1-0.6.0 pyasn1-modules-0.4.0 requests-oauthlib-2.0.0 rsa-4.9 tensorboard-2.14.1 tensorboard-data-server-0.7.2 tensorflow-2.14.1 tensorflow-estimator-2.14.0 tensorflow-intel-2.14.1 tensorflow-io-gcs-filesystem-0.31.0 termcolor-2.4.0 werkzeug-3.0.3 wheel-0.43.0 wrapt-1.14.1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring invalid distribution -ptimum (c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -ptimum (c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages)\n",
      "ERROR: 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",
      "openvino-tokenizers 2024.3.0.0.dev20240619 requires openvino~=2024.3.0.0.dev, but you have openvino 2024.2.0 which is incompatible.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: tensorflow in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (2.14.1)\n",
      "Requirement already satisfied: scikit-learn in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (1.5.0)\n",
      "Requirement already satisfied: numpy in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (1.25.2)\n",
      "Requirement already satisfied: tensorflow-intel==2.14.1 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow) (2.14.1)\n",
      "Requirement already satisfied: absl-py>=1.0.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (2.1.0)\n",
      "Requirement already satisfied: astunparse>=1.6.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (1.6.3)\n",
      "Requirement already satisfied: flatbuffers>=23.5.26 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (24.3.25)\n",
      "Requirement already satisfied: gast!=0.5.0,!=0.5.1,!=0.5.2,>=0.2.1 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (0.5.4)\n",
      "Requirement already satisfied: google-pasta>=0.1.1 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (0.2.0)\n",
      "Requirement already satisfied: h5py>=2.9.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (3.10.0)\n",
      "Requirement already satisfied: libclang>=13.0.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (18.1.1)\n",
      "Requirement already satisfied: ml-dtypes==0.2.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (0.2.0)\n",
      "Requirement already satisfied: opt-einsum>=2.3.2 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (3.3.0)\n",
      "Requirement already satisfied: packaging in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (24.0)\n",
      "Requirement already satisfied: 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 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (4.25.3)\n",
      "Requirement already satisfied: setuptools in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (65.5.0)\n",
      "Requirement already satisfied: six>=1.12.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (1.16.0)\n",
      "Requirement already satisfied: termcolor>=1.1.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (2.4.0)\n",
      "Requirement already satisfied: typing-extensions>=3.6.6 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (4.12.0)\n",
      "Requirement already satisfied: wrapt<1.15,>=1.11.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (1.14.1)\n",
      "Requirement already satisfied: tensorflow-io-gcs-filesystem>=0.23.1 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (0.31.0)\n",
      "Requirement already satisfied: grpcio<2.0,>=1.24.3 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (1.64.1)\n",
      "Requirement already satisfied: tensorboard<2.15,>=2.14 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (2.14.1)\n",
      "Requirement already satisfied: tensorflow-estimator<2.15,>=2.14.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (2.14.0)\n",
      "Requirement already satisfied: keras<2.15,>=2.14.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorflow-intel==2.14.1->tensorflow) (2.14.0)\n",
      "Requirement already satisfied: scipy>=1.6.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from scikit-learn) (1.13.1)\n",
      "Requirement already satisfied: joblib>=1.2.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from scikit-learn) (1.4.2)\n",
      "Requirement already satisfied: threadpoolctl>=3.1.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from scikit-learn) (3.5.0)\n",
      "Requirement already satisfied: wheel<1.0,>=0.23.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from astunparse>=1.6.0->tensorflow-intel==2.14.1->tensorflow) (0.43.0)\n",
      "Requirement already satisfied: google-auth<3,>=1.6.3 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (2.30.0)\n",
      "Requirement already satisfied: google-auth-oauthlib<1.1,>=0.5 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (1.0.0)\n",
      "Requirement already satisfied: markdown>=2.6.8 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (3.6)\n",
      "Requirement already satisfied: requests<3,>=2.21.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (2.32.2)\n",
      "Requirement already satisfied: tensorboard-data-server<0.8.0,>=0.7.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (0.7.2)\n",
      "Requirement already satisfied: werkzeug>=1.0.1 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (3.0.3)\n",
      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (5.3.3)\n",
      "Requirement already satisfied: pyasn1-modules>=0.2.1 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (0.4.0)\n",
      "Requirement already satisfied: rsa<5,>=3.1.4 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from google-auth<3,>=1.6.3->tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (4.9)\n",
      "Requirement already satisfied: requests-oauthlib>=0.7.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from google-auth-oauthlib<1.1,>=0.5->tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (2.0.0)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (3.3.2)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (3.7)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (2.2.1)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests<3,>=2.21.0->tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (2024.2.2)\n",
      "Requirement already satisfied: MarkupSafe>=2.1.1 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from werkzeug>=1.0.1->tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (2.1.5)\n",
      "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (0.6.0)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<1.1,>=0.5->tensorboard<2.15,>=2.14->tensorflow-intel==2.14.1->tensorflow) (3.2.2)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring invalid distribution -ptimum (c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -ptimum (c:\\users\\kiit\\appdata\\local\\programs\\python\\python310\\lib\\site-packages)\n"
     ]
    }
   ],
   "source": [
    "!pip install openvino-dev[tensorflow2]  \n",
    "!pip install tensorflow scikit-learn numpy  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dbae5e9b-3e44-4507-9676-ad1767ee5f2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.preprocessing.text import Tokenizer\n",
    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
    "\n",
    "# Load your dataset\n",
    "data = pd.read_csv('path/to/emotion_dataset.csv')  # Replace with actual dataset path\n",
    "\n",
    "# Preprocess the text and labels\n",
    "X = data['text'].values\n",
    "y = data['emotion'].values\n",
    "\n",
    "# Encode labels\n",
    "label_encoder = LabelEncoder()\n",
    "y_encoded = label_encoder.fit_transform(y)\n",
    "\n",
    "# Tokenize and pad text sequences\n",
    "tokenizer = Tokenizer(num_words=5000)\n",
    "tokenizer.fit_on_texts(X)\n",
    "X_tokenized = tokenizer.texts_to_sequences(X)\n",
    "X_padded = pad_sequences(X_tokenized, maxlen=128)\n",
    "\n",
    "# Split data into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_padded, y_encoded, test_size=0.2, random_state=42)\n"
   ]
  }
 ],
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   "language": "python",
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    "name": "ipython",
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