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"code", + "execution_count": null, + "metadata": { + "id": "cSNW-FkXbhTx" + }, + "outputs": [], + "source": [ + "%%capture\n", + "\n", + "!pip install transformers\n", + "!pip install accelerate -U\n", + "!pip install datasets\n", + "!pip install huggingface_hub" + ] + }, + { + "cell_type": "code", + "source": [ + "%%capture\n", + "\n", + "import torch\n", + "from sklearn.metrics import accuracy_score\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "from transformers import AutoTokenizer, AutoModelForSequenceClassification\n", + "from sklearn.model_selection import train_test_split\n", + "from transformers import pipeline\n", + "from datasets import load_dataset\n", + "import nltk\n", + "nltk.download('punkt')\n", + "from transformers import Trainer\n", + "from transformers import TrainingArguments\n", + "##others\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "import os\n", + "os.environ[\"WANDB_DISABLED\"] = \"true\"\n", + "pd.set_option(\"display.max_rows\", 50)\n", + "pd.set_option(\"display.max_columns\", 50)" + ], + "metadata": { + "id": "EkJ2l84Bb6LX" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ], + "metadata": { + "id": "srRtgXOxb_c6" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Importing Dataset" + ], + "metadata": { + "id": "Uh05EYjVd9Yj" + } + }, + { + "cell_type": "code", + "source": [ + "data_path= '/content/drive/MyDrive/deep-learning/capstone_data.csv'" + ], + "metadata": { + "id": "e_WtrwtYeOYd" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "data= pd.read_csv(data_path)" + ], + "metadata": { + "id": "Dc_49AsceVOy" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "data.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "zA2KfvgFeYTi", + "outputId": "4406ba05-ea2e-43fa-8fbc-464d0929c658" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Unnamed: 0 sentiment clean_review\n", + "0 0 1 recently shown cable tv movie opens disclaimer...\n", + "1 1 1 i surprised film i touched lives paulie touche...\n", + "2 2 -1 now im one watch movies got poor reviews say h...\n", + "3 3 1 this film came twelve years years ago revelati...\n", + "4 4 1 when orphanage manager goes vacation father ta..." + ], + "text/html": [ + "\n", + "
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Unnamed: 0sentimentclean_review
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sentimentclean_review
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