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"name": "stdout", + "text": [ + "Collecting transformers\n", + " Downloading transformers-4.31.0-py3-none-any.whl (7.4 MB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.4/7.4 MB\u001b[0m \u001b[31m11.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) (3.12.2)\n", + "Collecting huggingface-hub<1.0,>=0.14.1 (from transformers)\n", + " Downloading huggingface_hub-0.16.4-py3-none-any.whl (268 kB)\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m268.8/268.8 kB\u001b[0m \u001b[31m17.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (1.22.4)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (23.1)\n", + "Requirement 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/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" + ], + "metadata": { + "id": "1tSbCn9OGiaW" + }, + "execution_count": 15, + "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": [ + "26d74678f307423898806b599c0beb11", + "2efcde88e11b4a1a975b4523fe9c9723", + "9dcc12f9b2da45498fa4e78dcefb0c33", + "8ff48973604340c193f1c0d9634d39ec", + "b5fc256894fe48db9bb5d54612152bc5", + "c62d3447594f49b8baa3a0b8d0c3cf5e", + "17e419ae6eaf402a8cecf08e132238c0", + "eec9f4cd46d94726be33eebdbbda4a3a", + "b50bc42068384bbb94d9a0a93c7b7ba8", + "a42139fd2071497983abf97359a321b2", + "51c8e93892a14468ad7b2f11fe6a7c83", + "a0853eaffb9545e6814bc44de9e46600", + "edb19ce6430c413abb1c2b2f31d6e4a1", + "1a086764846d4d2aa13138c590b356b9", + "b898edea28db4de8a90309abdf47a1c8", + "65468a7b2f4846c3bdbcfb5456cc4c38", + "395a4d105a684502899472003603acd3", + "ea51a1538fd5486682de02f33f236011", + "377ab27ed24c40c5805d17cf266a0b60", + "8395ecdccd9d41c79ab0db867d875ebe", + "04fbbed3dbe84e628480a9d11cfd0cbe", + "b6886160fc4b46a2a9d3d45b928d8431", + "9753448fcf8e4146bf7e9f7481413c6c", + "4d271b619de04417994ba912f3adf2ee", + "2195064fe4fa43f782b9213affcc93ef", + "9bf4cd3db92e422bbeaf9fe1dfaa3e6d", + "a6bb4a41bca64577852664e1b017b46b", + "688e5a0c12914024a7a76a02af2ab598", + "d5f9179d2f454e5b96832c38f7098639", + "6e4e0362d0a147958c4ce6b88f8c5b6e", + "a5dab0491b114850bf011ac26e17d5db", + "e1a6ef233ec14c5a9b263d704a1a5045", + "d405df8f65da40019efc3d733b7c3c1d", + "0a5f0834a17849a19f3c520ae971edae", + "66fc70b0e0124146af17afca2d0b2b18", + "c6bb85c2face4d288f36f5ca1d689162", + "e7acd74a0ae6478487e28973d927658d", + "e567451413dd49108778a3fb5575579f", + "c23f35f1329449cea8208499ff216fd2", + "7568283e6dd348b6b1a887b0efe530d9", + "c054f700150f405b82d271542b1f7b8e", + "a69237ccdf1041aa8468422163d5a362", + "1461c8e45975480b9761d4d209c5687a", + "1b418300cfd14b5da83be98f97382bd0" + ] + }, + "id": "lMzThAsEaMhH", + "outputId": "657e2ba5-1484-4e81-f59d-59580df74b75" + }, + "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