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satisfied: h11>=0.16 in /usr/local/lib/python3.12/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->huggingface-hub>=0.23.0->sentence-transformers) (0.16.0)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.12/dist-packages (from sympy>=1.13.3->torch>=1.11.0->sentence-transformers) (1.3.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.12/dist-packages (from jinja2->torch>=1.11.0->sentence-transformers) (3.0.3)\n", "Requirement already satisfied: click>=8.2.1 in /usr/local/lib/python3.12/dist-packages (from typer->huggingface-hub>=0.23.0->sentence-transformers) (8.3.3)\n", "Requirement already satisfied: shellingham>=1.3.0 in /usr/local/lib/python3.12/dist-packages (from typer->huggingface-hub>=0.23.0->sentence-transformers) (1.5.4)\n", "Requirement already satisfied: rich>=12.3.0 in /usr/local/lib/python3.12/dist-packages (from typer->huggingface-hub>=0.23.0->sentence-transformers) (13.9.4)\n", "Requirement already satisfied: annotated-doc>=0.0.2 in /usr/local/lib/python3.12/dist-packages (from typer->huggingface-hub>=0.23.0->sentence-transformers) (0.0.4)\n", "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.12/dist-packages (from rich>=12.3.0->typer->huggingface-hub>=0.23.0->sentence-transformers) (4.0.0)\n", "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.12/dist-packages (from rich>=12.3.0->typer->huggingface-hub>=0.23.0->sentence-transformers) (2.20.0)\n", "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.12/dist-packages (from markdown-it-py>=2.2.0->rich>=12.3.0->typer->huggingface-hub>=0.23.0->sentence-transformers) (0.1.2)\n" ] } ], "source": [ "!pip install sentence-transformers matplotlib" ] }, { "cell_type": "code", "source": [ "from sentence_transformers import SentenceTransformer\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics.pairwise import cosine_similarity\n", "import gradio as gr\n", "\n", "model = SentenceTransformer(\"sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 545, "referenced_widgets": [ "7b57b427473d46e8884717d9e914d1c4", "3a622d4e121847ba82f3325253f45096", "129eb02e2fc24b5dbf61a03a7b2767c2", "7ca064a3417643e69e121bda764c47be", "6fdfb2cfa9d54f8aa5309c232ccf5a43", "b735eaa80a6c4c28a4f448b0613b87cc", "88a7f397aa5e4005b8c410068feef9d6", "c63d52d7ca4346938cc58e2e2eb9fa24", "a7026bb99f9241bea9fcf26db917a536", "6c76f96e2d8f404a9c48089169db86f2", "9d591c6f7cc84391bc761c33d3f3abf4", "5038b253d77a44f39c3460cf7ee3edf6", "eca232724604454fa415155a26386404", "61550f1758ce4761840a4fa2076fb808", "87c8d957242c4385ba5f72937d32a09c", "595bcf6af7db485597d523687188a162", "c5dc96db4a6e4f4997d0dece83cf26ff", "a9c6a370dd34408f8d07a2ce3522d2a5", "41bad07b2d654609a6789f643c894cfc", "b2a8994d196446a8aff270240a6e16ad", "532beeb6591e4eb08e00ca3723faec0f", 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"c0243fee67f94f219fcaff23bc79df14", "a17ac56f28e94f51997cfc16269522ce", "e1774d90328f4094a16e942c0f89b4c6", "7d4875f834a345abbbad9912a361088a", "cd0926eb88e04957a735c77849c87cf7", "24082c8b0fdb4ebfb26e0ea48a5dae62", "ce942a17b4af409e9c6faf9fdccdea99", "e89e1e2d4b494676b9047f02e44c9cfe", "d6d67843e28e4862acaa5cc33aed99bf", "b854a181cbcf4503b98b3dd9c21f509f", "b641920db41746a890b4dc078369fca5", "5dadcab7dacc4ad5a2ea89be76ef06ba", "5ccf258b5288430dafcefc5b09440b61", "11ecfb725e3a428c85fed7ca025fe67c", "323e5b9fee2b4c749f93ddb337e357f2", "0a88d24c9ef24e81bbed3eb65149c821", "38c7e8f1ecaf4138b5876a82f4c5a486", "4630bc2336f449f793456ad7b15ce26a", "c0936770e64246f9b91d29f7596dd21b", "efce720c64114a26a639b5bd1750560e", "d8d7125593e845d8b3bb64d44fccbb9e", "eebe4660ff7e48148920dc984591619e", "cb754e601b1f42e595f0eb78c7c86799", "d67f691131634760a20883bca8d53712", "332932b86389489b8b1816713374051f", "5bf22496f74948829ee211ec009089ee", "8af7622d5c364f90afff15b5ec6bdb06", "10e60217f4344bf9aed6ea73a1daa416", "e15bc223f74c4860a7754cdda2a0c008", "928d7e1a5ba24174b3b52876c2ac5110", "80465ee0e137436693006527b4eff750", "1d6506f116b34fe69c506e9a3702c1b5", "9cd416f373f94bf6948a1994cc457feb", "dfcb3b3f6db2412a826dcef52a934e9c", "0b560f08c9df4d1cb5de310fecaeddf7", "8c535d4a175040c49d6e303f28b4c95d", "81855b46a6f647a6ae036971c81129b8", "0700c89d39e2450eb5e7627fa3ae599c", "682cd73612a849a7a7eb7927b573a03f", "1dca5906f6c14b979ec7a8e301dc72d4", "4c0a699fed074feb998fb70ab2e87c08", "def2d3ba3dd54f83a43aa2607ea96a32", "88f33b667d10444bbad7f8759f2e2048", "92c52125d88b4e2eaf3104ed1cdeec9f", "73e68f80c71e42daa47d513979e45e4c", "d39ef34a97324569aa985b5794945074", "ed67b371db2a4c349d0e719586829cdc", "bdb1d125fb3842d59db3892a38a1ab92", "e849e8b1ef0c458fb3c62e1a14b42c23", "1b2c1fc58e644c159df33787e62f809a", "6f023abd041d48c5b5eed095e6a73cae", "4edebfb067af49a0ad65b3281c8c611e", "ecf4105a41184011a36642c1c65a6fb9", "8c774a81dd8e4116afeda7054faa73e6", "03a1b53e3c184f13b139f4be9d1fff91", "7793e8548d744506a0ae11fec5deb130", "a1259a42c65248a79d80cdf0680ed730", "e02de9d4598747e087a09ec26b426e37", "79843be234e34f079f6e26116007d6c4", "dd9ce3db6a2945e6b12634ab8ee29a4e", "0d18aa2dcea6465bb6eb07e28552ec93", "1de267e9020b4560803a1b062dfbdb59", "5b86a1ab65f94121a239330c23b4ed45", "cdf84f351a744aefba4a93d2f634b286", "17d921c3da2d420a9a426e4492f80d0d", "ed4437ffc33a4d57a2330eaeb6940d67", "e0a274b69f8b4c5a8a869ccea2fae38b", "574436e4bbd14c73a69bc7a842bb03b2", "d99cbb76f8334d8daf0cf580f25b12f8", "df53660adc9d4858b0bd7b50194392fc", "eee0f46842be4becb8ddd0c28ef0ed20", "5f779a9a2a9d468187f090a74668cd84", "3392e7b0da4d48eebb881f4db7a0b1ad" ] }, "id": "Vp3ROniOSEy8", "outputId": "33eed2b1-37cc-4058-812b-c77ffcda9da0" }, "execution_count": 3, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n", "WARNING:huggingface_hub.utils._http:Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "modules.json: 0%| | 0.00/229 [00:00 {cat}: {score:.4f}\\n\"\n", " return response" ], "metadata": { "id": "CD5mB_UiVVnc" }, "execution_count": 5, "outputs": [] }, { "cell_type": "code", "source": [ "gr.Interface(\n", " fn=classify_opinion,\n", " inputs=gr.Textbox(label=\"Wpisz swoją opinię\"),\n", " outputs=gr.Textbox(label=\"Wynik klasyfikacji\"),\n", " title=\"Klasyfikator opinii\",\n", " description=\"Wpisz opinię o grze lub produkcie, a model oceni, czy jest pozytywna czy negatywna.\"\n", ").launch()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 646 }, "id": "YESD5PIOWykk", "outputId": "a8da324a-00c7-4f91-c52f-509372e0c548" }, "execution_count": 9, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "It looks like you are running Gradio on a hosted Jupyter notebook, which requires `share=True`. Automatically setting `share=True` (you can turn this off by setting `share=False` in `launch()` explicitly).\n", "\n", "Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n", "* Running on public URL: https://b942e68198ba3ba63e.gradio.live\n", "\n", "This share link expires in 1 week. For free permanent hosting and GPU upgrades, run `gradio deploy` from the terminal in the working directory to deploy to Hugging Face Spaces (https://huggingface.co/spaces)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "
" ] }, "metadata": {} }, { "output_type": "execute_result", "data": { "text/plain": [] }, "metadata": {}, "execution_count": 9 } ] } ] }