{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"CLIP_example.ipynb","provenance":[],"authorship_tag":"ABX9TyPv15+h/IcEHi8+hyUDzj65"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","execution_count":2,"metadata":{"id":"I5HWqO_at2V0","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1650768196225,"user_tz":300,"elapsed":10087,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"bbca336a-7f3c-4b4c-beb4-13358f19b285"},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting ftfy\n"," Downloading ftfy-6.1.1-py3-none-any.whl (53 kB)\n","\u001b[?25l\r\u001b[K |██████▏ | 10 kB 23.8 MB/s eta 0:00:01\r\u001b[K |████████████▍ | 20 kB 28.5 MB/s eta 0:00:01\r\u001b[K |██████████████████▌ | 30 kB 18.1 MB/s eta 0:00:01\r\u001b[K |████████████████████████▊ | 40 kB 15.1 MB/s eta 0:00:01\r\u001b[K |██████████████████████████████▉ | 51 kB 9.0 MB/s eta 0:00:01\r\u001b[K |████████████████████████████████| 53 kB 1.4 MB/s \n","\u001b[?25hRequirement already satisfied: regex in /usr/local/lib/python3.7/dist-packages (2019.12.20)\n","Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (4.64.0)\n","Requirement already satisfied: wcwidth>=0.2.5 in /usr/local/lib/python3.7/dist-packages (from ftfy) (0.2.5)\n","Installing collected packages: ftfy\n","Successfully installed ftfy-6.1.1\n","Collecting git+https://github.com/openai/CLIP.git\n"," Cloning https://github.com/openai/CLIP.git to /tmp/pip-req-build-dcdloxa6\n"," Running command git clone -q https://github.com/openai/CLIP.git /tmp/pip-req-build-dcdloxa6\n","Requirement already satisfied: ftfy in /usr/local/lib/python3.7/dist-packages (from clip==1.0) (6.1.1)\n","Requirement already satisfied: regex in /usr/local/lib/python3.7/dist-packages (from clip==1.0) (2019.12.20)\n","Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from clip==1.0) (4.64.0)\n","Requirement already satisfied: torch in /usr/local/lib/python3.7/dist-packages (from clip==1.0) (1.10.0+cu111)\n","Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from clip==1.0) (0.11.1+cu111)\n","Requirement already satisfied: wcwidth>=0.2.5 in /usr/local/lib/python3.7/dist-packages (from ftfy->clip==1.0) (0.2.5)\n","Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch->clip==1.0) (4.1.1)\n","Requirement already satisfied: pillow!=8.3.0,>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision->clip==1.0) (7.1.2)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from torchvision->clip==1.0) (1.21.6)\n","Building wheels for collected packages: clip\n"," Building wheel for clip (setup.py) ... \u001b[?25l\u001b[?25hdone\n"," Created wheel for clip: filename=clip-1.0-py3-none-any.whl size=1369389 sha256=e02cdbdb420b05d1c55ce042f9710ece0cd245a74ed63cc5fe61f931089175a1\n"," Stored in directory: /tmp/pip-ephem-wheel-cache-re0l33cm/wheels/fd/b9/c3/5b4470e35ed76e174bff77c92f91da82098d5e35fd5bc8cdac\n","Successfully built clip\n","Installing collected packages: clip\n","Successfully installed clip-1.0\n"]}],"source":["!pip install ftfy regex tqdm\n","!pip install git+https://github.com/openai/CLIP.git"]},{"cell_type":"code","source":["import os\n","import numpy as np\n","import torch\n","import clip\n","import cv2\n","from PIL import Image"],"metadata":{"id":"NYuHEcgb6Uvh","executionInfo":{"status":"ok","timestamp":1650768198166,"user_tz":300,"elapsed":1277,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"XZDJLBYj8ua2","executionInfo":{"status":"ok","timestamp":1650768216673,"user_tz":300,"elapsed":15007,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"92bcdf6a-42b7-4f94-dacf-053a78f204c4"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n","model, preprocess = clip.load(\"ViT-B/32\", device=device)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-iqy2Dq-X76T","executionInfo":{"status":"ok","timestamp":1650768241314,"user_tz":300,"elapsed":16884,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"da677077-64c0-4d7b-8026-7387996f17c4"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stderr","text":["100%|████████████████████████████████████████| 338M/338M [00:02<00:00, 163MiB/s]\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","import matplotlib.image as mpimg \n","print(\"The example image in this notebook\")\n","img1 = mpimg.imread(\"/content/drive/MyDrive/Transformer_CLIP/Golden_Retriever.jpeg\") \n","\n","plt.imshow(img1)\n","plt.axis('off')\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":266},"id":"hgJSeUR_dQ0h","executionInfo":{"status":"ok","timestamp":1650768447973,"user_tz":300,"elapsed":429,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"d8e480ac-912d-4d59-b600-f598c432659e"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["The example image in this notebook\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["Class = [\"dog\", \"cat\", \"rabbit\",\"squirrel\"]\n","image = preprocess(Image.open(\"/content/drive/MyDrive/Transformer_CLIP/Golden_Retriever.jpeg\")).unsqueeze(0).to(device)\n","text = clip.tokenize(Class).to(device)\n","\n","with torch.no_grad():\n"," image_features = model.encode_image(image)\n"," text_features = model.encode_text(text)\n"," \n"," logits_per_image, logits_per_text = model(image, text)\n"," probs = logits_per_image.softmax(dim=-1).cpu().numpy()\n","\n","res = 0\n","pos = -1\n","for j in range(len(probs[0])):\n"," if probs[0][j] > res:\n"," res = probs[0][j]\n"," pos = j\n","\n","\n","print(\"The options available are: \" + str(Class))\n","for i in range(len(probs[0])):\n"," print(\"The probability of \" + str(Class[i]) + \" is \" + str(probs[0][i]))\n","\n","print(\"Model thinks this photo is most likely a \" + Class[pos])"],"metadata":{"id":"_UXPyiSfuoYn","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1650769671004,"user_tz":300,"elapsed":287,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"36792f27-1543-403c-a2c9-d67c7b82d530"},"execution_count":30,"outputs":[{"output_type":"stream","name":"stdout","text":["The options available are: ['dog', 'cat', 'rabbit', 'squirrel']\n","The probability of dog is 0.994\n","The probability of cat is 0.000643\n","The probability of rabbit is 0.00172\n","The probability of squirrel is 0.00353\n","Model thinks this photo is most likely a dog\n"]}]},{"cell_type":"code","source":["Class = [\"Labrador\", \"Siberian Husky\",\"Boxer\",\"Golden Retriever\"]\n","image = preprocess(Image.open(\"/content/drive/MyDrive/Transformer_CLIP/Golden_Retriever.jpeg\")).unsqueeze(0).to(device)\n","text = clip.tokenize(Class).to(device)\n","\n","with torch.no_grad():\n"," image_features = model.encode_image(image)\n"," text_features = model.encode_text(text)\n"," \n"," logits_per_image, logits_per_text = model(image, text)\n"," probs = logits_per_image.softmax(dim=-1).cpu().numpy()\n","\n","res = 0\n","pos = -1\n","for j in range(len(probs[0])):\n"," if probs[0][j] > res:\n"," res = probs[0][j]\n"," pos = j\n","\n","\n","print(\"The options available are: \" + str(Class))\n","for i in range(len(probs[0])):\n"," print(\"The probability of \" + str(Class[i]) + \" is \" + str(probs[0][i]))\n","\n","print(\"Model thinks this photo is most likely a \" + Class[pos])"],"metadata":{"id":"i7h5ZuC5Sz8S","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1650769702596,"user_tz":300,"elapsed":179,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"f9c1afce-eb2d-42a8-9195-956de83e98a6"},"execution_count":31,"outputs":[{"output_type":"stream","name":"stdout","text":["The options available are: ['Labrador', 'Siberian Husky', 'Boxer', 'Golden Retriever']\n","The probability of Labrador is 0.006096\n","The probability of Siberian Husky is 9.8e-06\n","The probability of Boxer is 0.0001676\n","The probability of Golden Retriever is 0.9937\n","Model thinks this photo is most likely a Golden Retriever\n"]}]},{"cell_type":"code","source":["Class = [\"Labrador\", \"Siberian Husky\",\"Boxer\",\"German Shepherd\"]\n","image = preprocess(Image.open(\"/content/drive/MyDrive/Transformer_CLIP/Golden_Retriever.jpeg\")).unsqueeze(0).to(device)\n","text = clip.tokenize([\"Labrador\", \"Siberian Husky\",\"Boxer\",\"German Shepherd\"]).to(device)\n","\n","with torch.no_grad():\n"," image_features = model.encode_image(image)\n"," text_features = model.encode_text(text)\n"," \n"," logits_per_image, logits_per_text = model(image, text)\n"," probs = logits_per_image.softmax(dim=-1).cpu().numpy()\n","\n","res = 0\n","pos = -1\n","for j in range(len(probs[0])):\n"," if probs[0][j] > res:\n"," res = probs[0][j]\n"," pos = j\n","\n","\n","print(\"The options available are: \" + str(Class))\n","for i in range(len(probs[0])):\n"," print(\"The probability of \" + str(Class[i]) + \" is \" + str(probs[0][i]))\n","\n","print(\"Model thinks this photo is most likely a \" + Class[pos])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"igYH5n5ggQYU","executionInfo":{"status":"ok","timestamp":1650769750963,"user_tz":300,"elapsed":164,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"5491da2a-7b98-4d82-f262-47ab2477136d"},"execution_count":32,"outputs":[{"output_type":"stream","name":"stdout","text":["The options available are: ['Labrador', 'Siberian Husky', 'Boxer', 'German Shepherd']\n","The probability of Labrador is 0.915\n","The probability of Siberian Husky is 0.001464\n","The probability of Boxer is 0.02516\n","The probability of German Shepherd is 0.0585\n","Model thinks this photo is most likely a Labrador\n"]}]},{"cell_type":"code","source":["Class = [\"Golden Retriever is running\", \"Golden Retriever is playing\",\"Golden Retriever is sitting\",\"Golden Retriever is sleeping\",\n"," \"Siberian Huskyr is running\", \"Siberian Husky is playing\",\"Siberian Husky is sitting\",\"Siberian Husky is sleeping\",\n"," \"Labrador is running\", \"Labrador is playing\",\"Labrador is sitting\",\"Labrador is sleeping\",\n"," \"Boxer is running\", \"Boxer is playing\",\"Boxer is sitting\",\"Boxer is sleeping\"]"],"metadata":{"id":"6YLBRERQasfS","executionInfo":{"status":"ok","timestamp":1650770016612,"user_tz":300,"elapsed":192,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}}},"execution_count":35,"outputs":[]},{"cell_type":"code","source":["image = preprocess(Image.open(\"/content/drive/MyDrive/Transformer_CLIP/Golden_Retriever.jpeg\")).unsqueeze(0).to(device)\n","text = clip.tokenize(labels).to(device)\n","\n","with torch.no_grad():\n"," image_features = model.encode_image(image)\n"," text_features = model.encode_text(text)\n"," \n"," logits_per_image, logits_per_text = model(image, text)\n"," probs = logits_per_image.softmax(dim=-1).cpu().numpy()\n"," \n","res = 0\n","pos = -1\n","for j in range(len(probs[0])):\n"," if probs[0][j] > res:\n"," res = probs[0][j]\n"," pos = j\n","\n","\n","print(\"The options available are: \" + str(Class))\n","for i in range(len(probs[0])):\n"," print(\"P[\" + str(Class[i]) + \"] is \" + str(probs[0][i]))\n","\n","print(\"Model thinks this photo is most likely a \" + Class[pos])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"cH8eliVtZB4F","executionInfo":{"status":"ok","timestamp":1650770055156,"user_tz":300,"elapsed":156,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"05a96944-b35b-4245-e05f-fc8e9964c60f"},"execution_count":37,"outputs":[{"output_type":"stream","name":"stdout","text":["The options available are: ['Golden Retriever is running', 'Golden Retriever is playing', 'Golden Retriever is sitting', 'Golden Retriever is sleeping', 'Siberian Huskyr is running', 'Siberian Husky is playing', 'Siberian Husky is sitting', 'Siberian Husky is sleeping', 'Labrador is running', 'Labrador is playing', 'Labrador is sitting', 'Labrador is sleeping', 'Boxer is running', 'Boxer is playing', 'Boxer is sitting', 'Boxer is sleeping']\n","P[Golden Retriever is running] is 0.10535\n","P[Golden Retriever is playing] is 0.203\n","P[Golden Retriever is sitting] is 0.6553\n","P[Golden Retriever is sleeping] is 0.0159\n","P[Siberian Huskyr is running] is 7.75e-06\n","P[Siberian Husky is playing] is 9.31e-05\n","P[Siberian Husky is sitting] is 8.607e-05\n","P[Siberian Husky is sleeping] is 1.43e-06\n","P[Labrador is running] is 0.001677\n","P[Labrador is playing] is 0.011635\n","P[Labrador is sitting] is 0.006325\n","P[Labrador is sleeping] is 0.0003352\n","P[Boxer is running] is 5.734e-05\n","P[Boxer is playing] is 9.17e-05\n","P[Boxer is sitting] is 4.005e-05\n","P[Boxer is sleeping] is 2.2e-06\n","Model thinks this photo is most likely a Golden Retriever is sitting\n"]}]},{"cell_type":"code","source":["print(\"This is the photo of my teammate\")\n","img1 = mpimg.imread(\"/content/drive/MyDrive/Transformer_CLIP/2.JPG\") \n","\n","plt.imshow(img1)\n","plt.axis('off')\n","\n","plt.show()"],"metadata":{"id":"becCroNUaJPo","colab":{"base_uri":"https://localhost:8080/","height":248},"executionInfo":{"status":"ok","timestamp":1650770115320,"user_tz":300,"elapsed":580,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"476f1c13-0af4-4790-bfaf-3670185b664f"},"execution_count":40,"outputs":[{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["Class = [\"dog\", \"cat\", \"rabbit\",\"squirrel\",\"human\"]\n","image = preprocess(Image.open(\"/content/drive/MyDrive/Transformer_CLIP/2.JPG\")).unsqueeze(0).to(device)\n","text = clip.tokenize(Class).to(device)\n","\n","with torch.no_grad():\n"," image_features = model.encode_image(image)\n"," text_features = model.encode_text(text)\n"," \n"," logits_per_image, logits_per_text = model(image, text)\n"," probs = logits_per_image.softmax(dim=-1).cpu().numpy()\n","\n","res = 0\n","pos = -1\n","for j in range(len(probs[0])):\n"," if probs[0][j] > res:\n"," res = probs[0][j]\n"," pos = j\n","\n","\n","print(\"The options available are: \" + str(Class))\n","for i in range(len(probs[0])):\n"," print(\"The probability of \" + str(Class[i]) + \" is \" + str(probs[0][i]))\n","\n","print(\"Model thinks this photo is most likely a \" + Class[pos])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zQyZOE90kHfp","executionInfo":{"status":"ok","timestamp":1650770241233,"user_tz":300,"elapsed":341,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"5508074a-1f9b-4f22-fae0-717dbe13b571"},"execution_count":41,"outputs":[{"output_type":"stream","name":"stdout","text":["The options available are: ['dog', 'cat', 'rabbit', 'squirrel', 'human']\n","The probability of dog is 0.08606\n","The probability of cat is 0.1292\n","The probability of rabbit is 0.335\n","The probability of squirrel is 0.0582\n","The probability of human is 0.3916\n","Model thinks this photo is most likely a human\n"]}]},{"cell_type":"code","source":[""],"metadata":{"id":"fgnVayQTk0TS"},"execution_count":null,"outputs":[]}]}