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"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.3.2)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.7)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2.0.7)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2024.2.2)\n"
]
}
],
"source": [
"!pip install transformers"
]
},
{
"cell_type": "code",
"source": [
"!pip install huggingface_hub"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DpLfJf6tXm5i",
"outputId": "7ffc4532-b889-46ea-f4d7-a87e863d3eb5"
},
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Requirement already satisfied: huggingface_hub in /usr/local/lib/python3.10/dist-packages (0.23.0)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (3.14.0)\n",
"Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (2023.6.0)\n",
"Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (24.0)\n",
"Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (6.0.1)\n",
"Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (2.31.0)\n",
"Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (4.66.4)\n",
"Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface_hub) (4.11.0)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface_hub) (3.3.2)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface_hub) (3.7)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface_hub) (2.0.7)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface_hub) (2024.2.2)\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import torch\n",
"from transformers import BertTokenizer, BertForSequenceClassification"
],
"metadata": {
"id": "kItBjAixXvud"
},
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"source": [
"import os\n",
"\n",
"# List files in the content directory\n",
"uploaded_files = os.listdir('/content')\n",
"print(uploaded_files)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "p4vXOSygcimL",
"outputId": "bb971dc5-5ca3-4621-edde-104153479e5a"
},
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"['.config', 'distilbert_model.zip', 'sample_data']\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import zipfile\n",
"\n",
"# Assuming the uploaded file is a zip file named 'model_files.zip'\n",
"zip_file_path = '/content/distilbert_model.zip'\n",
"extract_dir = '/content/distilbert_model'\n",
"\n",
"# Extract the zip file\n",
"with zipfile.ZipFile(zip_file_path, 'r') as zip_ref:\n",
" zip_ref.extractall(extract_dir)\n",
"\n",
"# List the extracted files\n",
"extracted_files = os.listdir(extract_dir)\n",
"print(extracted_files)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "VFQ6BTfEYHU2",
"outputId": "324659ed-6d54-4d30-cf3c-c20b9d5508de"
},
"execution_count": 6,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"['distilbert_model']\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"from transformers import DistilBertForSequenceClassification, DistilBertTokenizerFast\n",
"\n",
"# Update paths based on extracted files\n",
"model_path = os.path.join(extract_dir, '/content/distilbert_model/distilbert_model') # Adjust as necessary\n",
"tokenizer_path = model_path\n",
"\n",
"# Load the fine-tuned model and tokenizer\n",
"tokenizer = DistilBertTokenizerFast.from_pretrained('distilbert-base-uncased',num_labels=5)\n",
"model = DistilBertForSequenceClassification.from_pretrained(model_path)\n",
"\n",
"# Save the model and tokenizer locally\n",
"save_directory = \"/content/saved_model\"\n",
"model.save_pretrained(save_directory)\n",
"tokenizer.save_pretrained(save_directory)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "URnEBGuTcSJF",
"outputId": "b35987e9-dd22-4402-d64c-2f72b1da723b"
},
"execution_count": 21,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"('/content/saved_model/tokenizer_config.json',\n",
" '/content/saved_model/special_tokens_map.json',\n",
" '/content/saved_model/vocab.txt',\n",
" '/content/saved_model/added_tokens.json',\n",
" '/content/saved_model/tokenizer.json')"
]
},
"metadata": {},
"execution_count": 21
}
]
},
{
"cell_type": "code",
"source": [
"from huggingface_hub import notebook_login\n",
"\n",
"notebook_login()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 322,
"referenced_widgets": [
"bf150c82fae144b5ae8e68ef60cb1362",
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]
},
"id": "cKKNWITHeKvw",
"outputId": "0f730216-73f5-4e77-84fd-f6c85d2437de"
},
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"VBox(children=(HTML(value='