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"_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } } } }, "accelerator": "GPU" }, "cells": [ { "cell_type": "code", "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ufviL9ygW9bz", "outputId": "e052042c-13df-4f49-b757-751ae7d33494" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n" ] } ] }, { "cell_type": "markdown", "source": [ "## Get Data" ], "metadata": { "id": "-FBt3ozSbItf" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "df = pd.read_csv('/content/drive/MyDrive/Datasets/clothing_similarity_search.csv')" ], "metadata": { "id": "XQfPicpdW907" }, "execution_count": 1, "outputs": [] }, { "cell_type": "code", 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0https://www.amazon.com/dp/B09BVXT8TJSHOKZ OpenRun Pro - Open-Ear Bluetooth Bone Co...NaN
1https://www.amazon.com/dp/B094242FV1SAMSUNG Galaxy Buds 2 True Wireless Earbuds No...Samsung Galaxy Buds2 is here, bringing a way f...
2https://www.amazon.com/dp/B09LYF2ST7BERIBES Bluetooth Headphones Over Ear, 65H Pla...NaN
3https://www.amazon.com/dp/B08FCGH2RLSkullcandy Crusher Evo Wireless Over-Ear Bluet...Skullcandy Crusher Evo Wireless Over-Ear Headp...
4https://www.amazon.com/dp/B000AJIF4ESony MDR7506 Professional Large Diaphragm Head...Product DescriptionSony MDR7506 Professional S...
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urltitledescriptionproduct
0https://www.amazon.com/dp/B09BVXT8TJSHOKZ OpenRun Pro - Open-Ear Bluetooth Bone Co...NaNSHOKZ OpenRun Pro - Open-Ear Bluetooth Bone Co...
1https://www.amazon.com/dp/B094242FV1SAMSUNG Galaxy Buds 2 True Wireless Earbuds No...Samsung Galaxy Buds2 is here, bringing a way f...SAMSUNG Galaxy Buds 2 True Wireless Earbuds No...
2https://www.amazon.com/dp/B09LYF2ST7BERIBES Bluetooth Headphones Over Ear, 65H Pla...NaNBERIBES Bluetooth Headphones Over Ear, 65H Pla...
3https://www.amazon.com/dp/B08FCGH2RLSkullcandy Crusher Evo Wireless Over-Ear Bluet...Skullcandy Crusher Evo Wireless Over-Ear Headp...Skullcandy Crusher Evo Wireless Over-Ear Bluet...
4https://www.amazon.com/dp/B000AJIF4ESony MDR7506 Professional Large Diaphragm Head...Product DescriptionSony MDR7506 Professional S...Sony MDR7506 Professional Large Diaphragm Head...
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0https://www.amazon.com/dp/B09BVXT8TJSHOKZ OpenRun Pro - Open-Ear Bluetooth Bone Co...
1https://www.amazon.com/dp/B094242FV1SAMSUNG Galaxy Buds 2 True Wireless Earbuds No...
2https://www.amazon.com/dp/B09LYF2ST7BERIBES Bluetooth Headphones Over Ear, 65H Pla...
3https://www.amazon.com/dp/B08FCGH2RLSkullcandy Crusher Evo Wireless Over-Ear Bluet...
4https://www.amazon.com/dp/B000AJIF4ESony MDR7506 Professional Large Diaphragm Head...
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urlproductpreprocessed_product
0https://www.amazon.com/dp/B09BVXT8TJSHOKZ OpenRun Pro - Open-Ear Bluetooth Bone Co...shokz openrun pro openear bluetooth bone cond...
1https://www.amazon.com/dp/B094242FV1SAMSUNG Galaxy Buds 2 True Wireless Earbuds No...samsung galaxy bud 2 true wireless earbuds noi...
2https://www.amazon.com/dp/B09LYF2ST7BERIBES Bluetooth Headphones Over Ear, 65H Pla...beribes bluetooth headphone ear 65h playtime ...
3https://www.amazon.com/dp/B08FCGH2RLSkullcandy Crusher Evo Wireless Over-Ear Bluet...skullcandy crusher evo wireless overear blueto...
4https://www.amazon.com/dp/B000AJIF4ESony MDR7506 Professional Large Diaphragm Head...sony mdr7506 professional large diaphragm head...
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sentence-transformers: filename=sentence_transformers-2.2.2-py3-none-any.whl size=125926 sha256=d9fad114a55e72e501b610fb5f33ae97bebc597e271fbe14d9b91e1d7ad8fee6\n", " Stored in directory: /root/.cache/pip/wheels/62/f2/10/1e606fd5f02395388f74e7462910fe851042f97238cbbd902f\n", "Successfully built sentence-transformers\n", "Installing collected packages: tokenizers, sentencepiece, huggingface-hub, transformers, sentence-transformers\n", "Successfully installed huggingface-hub-0.14.1 sentence-transformers-2.2.2 sentencepiece-0.1.99 tokenizers-0.13.3 transformers-4.29.2\n" ] } ] }, { "cell_type": "code", "source": [ "from sentence_transformers import SentenceTransformer, util\n", "model = SentenceTransformer('all-MiniLM-L6-v2')\n", "embeddings = model.encode(clothing_data['preprocessed_product'], convert_to_tensor=True)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 465, "referenced_widgets": [ "99a0eb047b344c69942727320a00060b", 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