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The lawyer instruct dataset will be use for a very concise, short summarization.\n", + "\n", + "Link to dataset [here](https://huggingface.co/datasets/Alignment-Lab-AI/Lawyer-Instruct)\n", + "\n", + "Thank you Vansh Sood for this tutorial." + ], + "metadata": { + "id": "zNmXJE8xr7JR" + } + }, + { + "cell_type": "code", + "source": [ + "!pip install datasets" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vDWWqwd83adt", + "outputId": "3eeb3a14-76f9-4771-f2d3-7541f6a58871" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting datasets\n", + " Downloading datasets-3.0.1-py3-none-any.whl.metadata (20 kB)\n", + "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from datasets) (3.16.1)\n", + "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from datasets) (1.26.4)\n", + "Requirement already satisfied: pyarrow>=15.0.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (16.1.0)\n", + "Collecting dill<0.3.9,>=0.3.0 (from datasets)\n", + " Downloading dill-0.3.8-py3-none-any.whl.metadata (10 kB)\n", + "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from datasets) (2.2.2)\n", + "Requirement already satisfied: requests>=2.32.2 in /usr/local/lib/python3.10/dist-packages (from datasets) (2.32.3)\n", + "Requirement already satisfied: tqdm>=4.66.3 in /usr/local/lib/python3.10/dist-packages (from datasets) (4.66.5)\n", + "Collecting xxhash (from datasets)\n", + " Downloading xxhash-3.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (12 kB)\n", + "Collecting multiprocess (from datasets)\n", + " Downloading multiprocess-0.70.17-py310-none-any.whl.metadata (7.2 kB)\n", + "Requirement already satisfied: fsspec<=2024.6.1,>=2023.1.0 in /usr/local/lib/python3.10/dist-packages (from fsspec[http]<=2024.6.1,>=2023.1.0->datasets) (2024.6.1)\n", + "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from datasets) (3.10.6)\n", + "Requirement already satisfied: huggingface-hub>=0.22.0 in /usr/local/lib/python3.10/dist-packages (from datasets) (0.24.7)\n", + "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from datasets) (24.1)\n", + "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (6.0.2)\n", + "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (2.4.0)\n", + "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.3.1)\n", + "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (24.2.0)\n", + "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.4.1)\n", + "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (6.1.0)\n", + "Requirement already satisfied: yarl<2.0,>=1.12.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (1.12.1)\n", + "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->datasets) (4.0.3)\n", + "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.22.0->datasets) (4.12.2)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (3.3.2)\n", + "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (3.10)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (2.2.3)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.32.2->datasets) (2024.8.30)\n", + "INFO: pip is looking at multiple versions of multiprocess to determine which version is compatible with other requirements. 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"BgdjVwzM3mS6" + }, + "execution_count": 4, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## Load Flan T5 model" + ], + "metadata": { + "id": "9QVQ_AmB5YCy" + } + }, + { + "cell_type": "code", + "source": [ + "from transformers import AutoTokenizer, AutoModelForSeq2SeqLM, pipeline\n", + "import torch\n", + "\n", + "# Check if a GPU is available\n", + "import torch\n", + "device = 0 if torch.cuda.is_available() else -1\n", + "\n", + "# Load the Flan-T5 base model for text summarization\n", + "model_name = \"google/flan-t5-base\"\n", + "tokenizer = AutoTokenizer.from_pretrained(model_name)\n", + "model = AutoModelForSeq2SeqLM.from_pretrained(model_name)" + ], + "metadata": { + "id": "h-U_tXu64XkY", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 296, + "referenced_widgets": [ + "8a8782ebb56e4e379cc79988a53015b6", + "d5eb545fbdcf490a8946bac299fa6216", + "48946e0fb66a464d9459214bf4c68e04", + "562598d36c654e4fa8e721af23896879", + 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" + ] + }, + "metadata": {} + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "TrainOutput(global_step=55, training_loss=20.093738902698863, metrics={'train_runtime': 358.3321, 'train_samples_per_second': 1.158, 'train_steps_per_second': 0.153, 'total_flos': 284174301265920.0, 'train_loss': 20.093738902698863, 'epoch': 5.0})" + ] + }, + "metadata": {}, + "execution_count": 15 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Evaluate" + ], + "metadata": { + "id": "O9FOXSXcn-NQ" + } + }, + { + "cell_type": "code", + "source": [ + "\n", + "# Evaluate the model on the evaluation dataset\n", + "metrics = trainer.evaluate()\n", + "\n", + "# Print the evaluation metrics\n", + "print(metrics)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 74 + }, + "id": "N3gC3Dpgn9_q", + "outputId": "5156ee46-ca9f-48ff-a700-8e8952576cd2" + }, + "execution_count": 21, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "text/html": [ + "\n", + "

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