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typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.14.1->transformers) (4.7.1)\n", "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (1.26.16)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2023.5.7)\n", "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2.0.12)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.4)\n", "Installing collected packages: tokenizers, safetensors, huggingface-hub, transformers\n", "Successfully installed huggingface-hub-0.16.4 safetensors-0.3.1 tokenizers-0.13.3 transformers-4.31.0\n" ] } ], "source": [ "pip install transformers" ] }, { "cell_type": "markdown", "source": [ "## Import libraries" ], "metadata": { "id": "k3VRcrfUGpNq" } }, { "cell_type": "code", "source": [ "from transformers import pipeline\n", "\n", "import torch\n", "import torch.nn.functional as F\n", "\n", "from transformers import AutoTokenizer, AutoModelForSequenceClassification, DistilBertForSequenceClassification" ], "metadata": { "id": "1tSbCn9OGiaW" }, "execution_count": 27, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Sentiment Analysis" ], "metadata": { "id": "bXHOqQVxaJG-" } }, { "cell_type": "code", "source": [ "classifier = pipeline(\"sentiment-analysis\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 252, "referenced_widgets": [ "4f4af0c35b824ec7b4d9adddc4c61e93", "6b69644aed804d499faaecf05b78c814", "f7a0f36bea7b44c39198a00558bd76d4", "d09accb13cac4c309215a580c48b8dcd", "3bddfa84258a414f95ea93cf804a0edc", "9338b629a0134f93a3c437c3e45e0261", "3fedb75a0a904260b6ef49b0a02f0c7e", "9078d460e83c4830b61c4e1b75b75936", "cb7bde5027b748a489b1c454ed5afb7e", 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"78a36834faca4ac382f6482611187771", "625048515edc472396c1399cfe5ed871", "132582f0cd1f44e793dabbd533eb6fbf", "42d43d783c974d37bb69c8c9dce37ee5", "33cbcac6a32641dba6c4192de32f344f", "9bbbfe92e5e74da1981ad6306f954aa4", "92f1d9760ad84f8c92feac895dd8cc1e", "ae01fa6c4bdd4c78b8b7a92d9d94f49c" ] }, "id": "lMzThAsEaMhH", "outputId": "3556be6a-91f9-4ccf-cd39-c3e2a5508365" }, "execution_count": 3, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "No model was supplied, defaulted to distilbert-base-uncased-finetuned-sst-2-english and revision af0f99b (https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english).\n", "Using a pipeline without specifying a model name and revision in production is not recommended.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Downloading (…)lve/main/config.json: 0%| | 0.00/629 [00:00