diff --git "a/Notebooks/DL Project Diffusion Model.ipynb" "b/Notebooks/DL Project Diffusion Model.ipynb" new file mode 100644--- /dev/null +++ "b/Notebooks/DL Project Diffusion Model.ipynb" @@ -0,0 +1,81463 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "executionInfo": { + "elapsed": 33134, + "status": "ok", + "timestamp": 1736782370088, + "user": { + "displayName": "Maham Ahmad", + "userId": "04446938859370329711" + }, + "user_tz": -300 + }, + "id": "X4CcAZpcSiPn", + "outputId": "624767fa-724a-47d6-c87a-5bccfb81dc73" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mounted at /content/drive\n" + ] + } + ], + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DL Project File 3: Handling Class Imbalance for Severity Dataset via Diffusion Model 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "executionInfo": { + "elapsed": 1735, + "status": "ok", + "timestamp": 1736782392046, + "user": { + "displayName": "Maham Ahmad", + "userId": "04446938859370329711" + }, + "user_tz": -300 + }, + "id": "YoNCs_-DSoZ6" + }, + "outputs": [], + "source": [ + "from huggingface_hub import login\n", + "\n", + "# Replace with your Hugging Face token\n", + "login(token=\"nice_token\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000, + "referenced_widgets": [ + "afcbeebf9af74c729ffccd3310fd878d", + "cfb70b08c4ed4284bd8e408c7f967e6a", + "2029dcd962c34cbba5eb5614504a55fc", + "7fb5faa2434f458b917b84f9a5c2f771", + "a2b69f02e0024abf91a993bc89070977", + "b549ed939d98439a828d647908863524", + "cf860da637244e3a89b5b0cf8e27efe9", + "068cd65443e040b38c30e0571199f0be", + "9f54889385ca47e6b365e2aec2e4637b", + 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Migrating your old cache. This is a one-time only operation. You can interrupt this and resume the migration later on by calling `transformers.utils.move_cache()`.\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "afcbeebf9af74c729ffccd3310fd878d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "0it [00:00, ?it/s]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n", + "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", + "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", + "You will be able to reuse this secret in all of your notebooks.\n", + "Please note that authentication is recommended but still optional to access public models or datasets.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "bfcf2875fb75405fa461b0edf2edd315", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "model_index.json: 0%| | 0.00/537 [00:00