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already satisfied: torch in /usr/local/lib/python3.9/dist-packages (1.13.1+cu116)\n", "Requirement already satisfied: torchvision in /usr/local/lib/python3.9/dist-packages (0.14.1+cu116)\n", "Requirement already satisfied: torchaudio in /usr/local/lib/python3.9/dist-packages (0.13.1+cu116)\n", "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.9/dist-packages (from torch) (4.5.0)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.9/dist-packages (from torchvision) (1.22.4)\n", "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.9/dist-packages (from torchvision) (8.4.0)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.9/dist-packages (from torchvision) (2.25.1)\n", "Requirement already satisfied: chardet<5,>=3.0.2 in /usr/local/lib/python3.9/dist-packages (from requests->torchvision) (4.0.0)\n", "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.9/dist-packages (from requests->torchvision) (1.26.15)\n", "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.9/dist-packages (from requests->torchvision) (2.10)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.9/dist-packages (from requests->torchvision) (2022.12.7)\n" ] } ], "source": [ "# Pytorch install\n", "!pip3 install torch torchvision torchaudio --extra-index-url https://download.pytorch." ] }, { "cell_type": "markdown", "source": [ "installed dependencies" ], "metadata": { "id": "C-1VVV1E0tbd" } }, { "cell_type": "code", "source": [ "# install transformer\n", "!pip install transformers" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ggZc52pk0qzc", "outputId": "27549b54-7558-4e2d-8f68-14b9cd25516f" }, "execution_count": 2, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", "Collecting transformers\n", " Downloading transformers-4.27.1-py3-none-any.whl (6.7 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m6.7/6.7 MB\u001b[0m \u001b[31m80.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hCollecting huggingface-hub<1.0,>=0.11.0\n", " Downloading huggingface_hub-0.13.2-py3-none-any.whl (199 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m199.2/199.2 KB\u001b[0m \u001b[31m29.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: requests in /usr/local/lib/python3.9/dist-packages (from transformers) (2.25.1)\n", "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.9/dist-packages (from transformers) (4.65.0)\n", "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.9/dist-packages (from transformers) (23.0)\n", "Collecting tokenizers!=0.11.3,<0.14,>=0.11.1\n", " Downloading tokenizers-0.13.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (7.6 MB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.6/7.6 MB\u001b[0m \u001b[31m103.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.9/dist-packages (from transformers) (1.22.4)\n", "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.9/dist-packages (from transformers) (6.0)\n", "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.9/dist-packages (from transformers) (2022.6.2)\n", "Requirement already satisfied: filelock in /usr/local/lib/python3.9/dist-packages (from transformers) (3.9.1)\n", "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.9/dist-packages (from huggingface-hub<1.0,>=0.11.0->transformers) (4.5.0)\n", "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.9/dist-packages (from requests->transformers) (1.26.15)\n", "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.9/dist-packages (from requests->transformers) (2.10)\n", "Requirement already satisfied: chardet<5,>=3.0.2 in /usr/local/lib/python3.9/dist-packages (from requests->transformers) (4.0.0)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.9/dist-packages (from requests->transformers) (2022.12.7)\n", "Installing collected packages: tokenizers, huggingface-hub, transformers\n", "Successfully installed huggingface-hub-0.13.2 tokenizers-0.13.2 transformers-4.27.1\n" ] } ] }, { "cell_type": "markdown", "source": [ "Load Model" ], "metadata": { "id": "UV1v1ZEF1B0x" } }, { "cell_type": "code", "source": [ "# importing the dependencies for the RoBERTa model\n", "from transformers import AutoModelForQuestionAnswering, AutoTokenizer, pipeline" ], "metadata": { "id": "bM5VxjEP0rG7" }, "execution_count": 3, "outputs": [] }, { "cell_type": "code", "source": 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