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Badass","userId":"16831931102082897201"}}},"outputs":[],"source":["from PIL import Image\n","import requests\n","from torch import no_grad\n","\n","from transformers import CLIPProcessor, CLIPModel"]},{"cell_type":"code","source":["model = CLIPModel.from_pretrained(\"openai/clip-vit-base-patch32\")\n","processor = CLIPProcessor.from_pretrained(\"openai/clip-vit-base-patch32\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":380,"referenced_widgets":["103ca4b450ef4075a194ec45d917a3a6","2e603d086a3b4503ba4f486f5b5d7b88","5249bc1c1e034299b6d96577f8a26235","72aacdee4366414aa52aec2ef9214d0f","317b83446d5940d6b041916210cd2a43","bb43ab3e789a499981d995c09615efdc","6be43be7e0564da0a4f663abe4595298","287de5ef1b2f48c38724b00e6e24f6b5","ccbc31ccf8fb4b0b9f3aa2ce26523373","336bca601d654d79a4ca6d9888c5229e","56729217bb4344ec98a669605aaff9ad","06c5e5c1c6cc4c9eba88c97b477cc06e","b8cccf9e75b14dbca21525065539439f","ccd13cb9aba3493b9b2340fda0f6c8a7","f04aafb67a434db58f44cee87d553acf","0db43a911c5a48d5a60213f31f488112","92d9bc27740c4aa4b2fbaed170e394fd","fcf9677fc2d34fcdb071c48108fa3125","def4bf48d9b04993b38bcf71c690c6a2","6ae3f28557f14311bd2d589b07801ec4","8613c532e3c7407b8d77e530fdcdcb51","121bf9b0de774f7688cec60d8c75353f","fb01885e86b1424996f3630a2b6b3fc8","5a8eb7326dd948369944857cf061777d","b12da291985a4ee785aca257ecb08bc8","9215a86fdb914801a2b4ae445ba8c685","144108e16da94ed0a98640d9162ea993","d812375d5df8466bba0ae93350a6767c","3d472b8ec11d46b4a1c2b4b70ffa1d3c","d3cb1387cb32466695c0558f80c64cfa","1c522b0592994f49ade245be9e4a01c3","65d974e7f27b4818a28753cb26c46b4e","16a87caf28ef41fc827f18c86c505c49","16053a96f00d44ebade583f583735281","1cdddfe02c944d67a83c89d35c657086","8b92fe258147481e895df334e23ed06d","956f43e53c394af6ae83fd96b2720d7d","bcee7b752f4b4b31a42b5777253e7b52","6a46e686b9f1435da2552d6f2c10dd95","215df50eb7414fbb91540a61828d1cf6","f13948c0d4054fd98a87c1f682a74dd1","1e1bb8b8f20d4c93bdcb310aaeb1cde3","b288d663144f42d08b3eee41464d22a3","2b696671b24a4d1f8add40bc3b8b7d23","5d09a37d243c46fb8716b7fbeaa88d06","f549e894e0f34952b6bddce06eea024c","41f1013b7207428d9b79a28cae867dc6","5d7e896eab974353bdf06d2a0d9124d7","f97cbba215994853bb3b1a54adffdf5b","cef50f02c6e346dc8a4c756b4b90469a","eb94ddfa045449d7b37a1ce8972253cf","2958d2aa45974c0eb581211a828081d3","49cbbff20e9d498889cc501905d68b42","751f933ca6ed408fbc5e443cbcc20e28","e04577c522284fccb8c2155f528210d9","e25d7aec378f4971808759285a10c6f0","1af7a7a68c994407b92e14b3e2ddd9cc","42c1200089734a918c7c2a3c8a77c0f3","6c44995be968487392e6123c50177866","1ec9cc18d243427f81e9340b81189802","dc4c80f1db8849d6b6bc0cc173579be3","f9e7552c610a4b3db7240e36f35e757a","291bcaa9889441bfaeac5ff3efc56604","26fd30a6d26043d4b3c82155fa5611f9","d8cf187d86d846d0bde3d061d60ff9e3","824f4599dc95485bb62fb465f80a743b","ce021962204a4c578de2b3e47bd1692f","f0474f5690c7466ab9bd12c9888eb8ea","efc62f48092744f285069e8a6ae296cd","8a051d5d778e40d596f23b3aaad84a47","8f561dcd3b2b4ba686737b5460a39b6c","4c5486f7d73f4ebb894ace0b98945c1d","3c4e1f65fd19438ba91337a3c069c560","c2be8103812b4b57a323fd83317f2027","040d20b70f10497cb948e582ef25082e","07672b7882c048188ee49174d54bf535","131e76a5cc3042e29be6bedf4c4266a6","ca58cc01937f4cb1a96e5a3f7a15b2e9","0777aa24ecb84da9802a76aa4b6e8035","6c81e0127e994957aa3fdc52f9bed5f8","89bf2663e7174b38a8d3605f873388d6","1e9582798aa14eb79ca275b0f39e757d","4edc4e9e378341e9a39930446de828c2","d617e2a45e9e441aa928063d52f17655","11498aaaefaf43a99751400080dd4506","b97b4b5e0a4d45779b2c57f27f6e6444","74a97be029134d4a8639e22bf830e11b","f82a38cdf88e411b851387ee272e3b07"]},"id":"F4TR5mboRptr","executionInfo":{"status":"ok","timestamp":1717071900125,"user_tz":-180,"elapsed":12701,"user":{"displayName":"Sam Badass","userId":"16831931102082897201"}},"outputId":"589a5e42-b226-464b-e8f9-09ecc26d813f"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n","The secret `HF_TOKEN` does not exist in your Colab secrets.\n","To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n","You will be able to reuse this secret in all of your notebooks.\n","Please note that authentication is recommended but still optional to access public models or datasets.\n","  warnings.warn(\n"]},{"output_type":"display_data","data":{"text/plain":["config.json:   0%|          | 0.00/4.19k [00:00<?, 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Badass","userId":"16831931102082897201"}},"outputId":"c6fbd4a6-655b-4454-c7c1-c0d723117458"},"execution_count":4,"outputs":[{"output_type":"display_data","data":{"text/plain":"Output hidden; open in https://colab.research.google.com to view."},"metadata":{}}]},{"cell_type":"code","source":["with no_grad():\n","  inputs = processor(text=[\"single person\", \"group of people\"], images=image, return_tensors=\"pt\", padding=True)\n","\n","  outputs = model(**inputs)\n","  logits_per_image = outputs.logits_per_image # image-text similarity score\n","  probs = logits_per_image.softmax(dim=1) #"],"metadata":{"id":"EOS6PI11Slrc","executionInfo":{"status":"ok","timestamp":1717072305982,"user_tz":-180,"elapsed":526,"user":{"displayName":"Sam Badass","userId":"16831931102082897201"}}},"execution_count":14,"outputs":[]},{"cell_type":"code","source":["logits_per_image.numpy(), probs.numpy()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PpjC3I-rS0iD","executionInfo":{"status":"ok","timestamp":1717072691043,"user_tz":-180,"elapsed":286,"user":{"displayName":"Sam Badass","userId":"16831931102082897201"}},"outputId":"8a8e81b4-f503-4ac6-a95a-0dc8b5903f87"},"execution_count":27,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(array([[18.275578, 22.65817 ]], dtype=float32),\n"," array([[0.01233877, 0.98766124]], dtype=float32))"]},"metadata":{},"execution_count":27}]},{"cell_type":"code","source":["outputs.image_embeds.shape"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TPRCenZeS10I","executionInfo":{"status":"ok","timestamp":1717070368558,"user_tz":-180,"elapsed":2,"user":{"displayName":"Sam Badass","userId":"16831931102082897201"}},"outputId":"44ba8ff6-9d42-4ee7-eb98-d77610745cbe"},"execution_count":28,"outputs":[{"output_type":"execute_result","data":{"text/plain":["torch.Size([1, 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ujson, tomlkit, shellingham, semantic-version, ruff, python-multipart, python-dotenv, orjson, httptools, h11, dnspython, aiofiles, watchfiles, uvicorn, starlette, httpcore, email_validator, typer, httpx, gradio-client, fastapi-cli, fastapi, gradio\n","  Attempting uninstall: typer\n","    Found existing installation: typer 0.9.4\n","    Uninstalling typer-0.9.4:\n","      Successfully uninstalled typer-0.9.4\n","\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","spacy 3.7.4 requires typer<0.10.0,>=0.3.0, but you have typer 0.12.3 which is incompatible.\n","weasel 0.3.4 requires typer<0.10.0,>=0.3.0, but you have typer 0.12.3 which is incompatible.\u001b[0m\u001b[31m\n","\u001b[0mSuccessfully installed aiofiles-23.2.1 dnspython-2.6.1 email_validator-2.1.1 fastapi-0.111.0 fastapi-cli-0.0.4 ffmpy-0.3.2 gradio-4.32.0 gradio-client-0.17.0 h11-0.14.0 httpcore-1.0.5 httptools-0.6.1 httpx-0.27.0 orjson-3.10.3 pydub-0.25.1 python-dotenv-1.0.1 python-multipart-0.0.9 ruff-0.4.6 semantic-version-2.10.0 shellingham-1.5.4 starlette-0.37.2 tomlkit-0.12.0 typer-0.12.3 ujson-5.10.0 uvicorn-0.30.0 uvloop-0.19.0 watchfiles-0.22.0 websockets-11.0.3\n"]}]},{"cell_type":"code","source":["import gradio as gr"],"metadata":{"id":"7r1TnVKSXOdk","executionInfo":{"status":"ok","timestamp":1717071998879,"user_tz":-180,"elapsed":8522,"user":{"displayName":"Sam Badass","userId":"16831931102082897201"}}},"execution_count":7,"outputs":[]},{"cell_type":"code","source":["clip_demo = gr.Blocks()"],"metadata":{"id":"ukeWqTqlZCiT","executionInfo":{"status":"ok","timestamp":1717072970490,"user_tz":-180,"elapsed":408,"user":{"displayName":"Sam Badass","userId":"16831931102082897201"}}},"execution_count":33,"outputs":[]},{"cell_type":"code","source":["def process_inputs(image, text):\n","  with no_grad():\n","    inputs = processor(text=[text, \"not a \"+text], images=image, return_tensors=\"pt\", padding=True)\n","\n","    outputs = model(**inputs)\n","    logits_per_image = outputs.logits_per_image\n","    probs = logits_per_image.softmax(dim=1)\n","\n","  if probs.numpy()[0][0]>0.5:\n","    result = \"Похоже, это так \"\n","  else:\n","    result = \"Не очень похоже на правду \"\n","  result += str(probs.numpy()[0])\n","\n","  return result\n","\n","with clip_demo:\n","    gr.Markdown(\"# Делаем zero-shot классификатор для изображения на CLIP\")\n","\n","    with gr.Row():\n","      with gr.Column():\n","        image_input = gr.Image(label=\"Загрузите изображение\")\n","        text_input = gr.Textbox(label=\"Введите метку изображения\")\n","        submit_button = gr.Button(\"Вжух\")\n","      with gr.Column():\n","        output_text = gr.Textbox(label=\"Результат\")\n","\n","    submit_button.click(process_inputs, inputs=[image_input, text_input], outputs=output_text)\n","\n","clip_demo.launch(share=True, debug=True)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":628},"id":"2u5-BNREZYnC","executionInfo":{"status":"ok","timestamp":1717073046794,"user_tz":-180,"elapsed":74523,"user":{"displayName":"Sam Badass","userId":"16831931102082897201"}},"outputId":"2e0e1e10-8c26-49b7-eae4-09ba616c9271"},"execution_count":34,"outputs":[{"output_type":"stream","name":"stdout","text":["Colab notebook detected. This cell will run indefinitely so that you can see errors and logs. To turn off, set debug=False in launch().\n","Running on public URL: https://42f2708f00495716b4.gradio.live\n","\n","This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<div><iframe src=\"https://42f2708f00495716b4.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Keyboard interruption in main thread... closing server.\n","Killing tunnel 127.0.0.1:7860 <> https://42f2708f00495716b4.gradio.live\n"]},{"output_type":"execute_result","data":{"text/plain":[]},"metadata":{},"execution_count":34}]},{"cell_type":"code","source":["clip_demo.close()\n","del clip_demo"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":162},"id":"bZD3I8eQZdJ7","executionInfo":{"status":"error","timestamp":1717073059325,"user_tz":-180,"elapsed":391,"user":{"displayName":"Sam Badass","userId":"16831931102082897201"}},"outputId":"ff858e08-9340-4712-dc19-4621d9a01d41"},"execution_count":36,"outputs":[{"output_type":"error","ename":"NameError","evalue":"name 'clip_demo' is not defined","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m<ipython-input-36-ca90e643cab3>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mclip_demo\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;32mdel\u001b[0m \u001b[0mclip_demo\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mNameError\u001b[0m: name 'clip_demo' is not defined"]}]}]}