{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"CLIP_classfication10.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyNjgr9n78/QQbaIpROyeJ5W"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","execution_count":1,"metadata":{"id":"I5HWqO_at2V0","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1650754113655,"user_tz":300,"elapsed":14604,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"d2712735-52f2-4ca5-f4e8-2dffb0c1b4c3"},"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 39.0 MB/s eta 0:00:01\r\u001b[K     |████████████▍                   | 20 kB 30.8 MB/s eta 0:00:01\r\u001b[K     |██████████████████▌             | 30 kB 12.6 MB/s eta 0:00:01\r\u001b[K     |████████████████████████▊       | 40 kB 6.2 MB/s eta 0:00:01\r\u001b[K     |██████████████████████████████▉ | 51 kB 7.2 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-2hsdokny\n","  Running command git clone -q https://github.com/openai/CLIP.git /tmp/pip-req-build-2hsdokny\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=5cf4e1072753a496b7c6682e9c62aa5dd4a8e600611718983b80017c60db5832\n","  Stored in directory: /tmp/pip-ephem-wheel-cache-0kk75re0/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":1650754125150,"user_tz":300,"elapsed":7318,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}}},"execution_count":2,"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":1650754155138,"user_tz":300,"elapsed":14260,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"3adec3a2-ccd3-477f-fe91-e237e533d155"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","source":["Class = [\"Buffalo\", \"Elephant\", \"Rhino\",\"Zebra\",\"cat\",\"chicken\",\"cow\",\"dog\",\"horse\",\"sheep\"]\n","Class_dic = {1:\"Buffalo\", 2:\"Elephant\", 3:\"Rhino\", 4:\"Zebra\", 5:\"cat\", 6:\"chicken\", 7:\"cow\", 8:\"dog\", 9:\"horse\", 10:\"sheep\"}"],"metadata":{"id":"J01-xs9-NUTf","executionInfo":{"status":"ok","timestamp":1650754232853,"user_tz":300,"elapsed":128,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}}},"execution_count":5,"outputs":[]},{"cell_type":"code","source":["image_labels = []\n","image_file = []\n","path = \"/content/drive/MyDrive/Transformer_CLIP/Data_10\"\n","\n","\n","for i in Class:\n","    paths = path + '/' + i\n","    images = os.listdir(paths)\n","\n","    for img in images:\n","        \n","        try:\n","            image_file.append(paths + '/' + img)\n","            image_labels.append(i)\n","        except:\n","            print(\"Error in \" + img)\n","\n","print(len(image_file))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_vQImnMEMTGs","executionInfo":{"status":"ok","timestamp":1650754264753,"user_tz":300,"elapsed":30620,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"e9575c2d-35cc-40d5-cee5-b5279d11f45a"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["19936\n"]}]},{"cell_type":"code","source":["device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n","model, preprocess = clip.load(\"ViT-B/32\", device=device)\n","predict = []\n","count = 0\n","for i in image_file:\n","  count += 1\n","  if (count % 100 == 0):\n","    print (\"image processes: \" + str(count) + str(\"/\") + str(len(image_file)))\n","    \n","  image = preprocess(Image.open(i)).unsqueeze(0).to(device)\n","  text = clip.tokenize([\"Buffalo\", \"Elephant\", \"Rhino\",\"Zebra\",\"cat\",\"chicken\",\"cow\",\"dog\",\"horse\",\"sheep\"]).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 + 1\n","  predict.append(Class_dic[pos])\n","print(predict)"],"metadata":{"id":"_UXPyiSfuoYn","colab":{"base_uri":"https://localhost:8080/"},"outputId":"1600cd2b-e946-4b5e-ec4d-b902476d3aa2","executionInfo":{"status":"ok","timestamp":1650761546317,"user_tz":300,"elapsed":7266526,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}}},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["image processes: 100/19936\n","image processes: 200/19936\n","image processes: 300/19936\n","image processes: 400/19936\n","image processes: 500/19936\n","image processes: 600/19936\n","image processes: 700/19936\n","image processes: 800/19936\n","image processes: 900/19936\n","image processes: 1000/19936\n","image processes: 1100/19936\n","image processes: 1200/19936\n","image processes: 1300/19936\n","image processes: 1400/19936\n","image processes: 1500/19936\n","image processes: 1600/19936\n","image processes: 1700/19936\n","image processes: 1800/19936\n","image 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17100/19936\n","image processes: 17200/19936\n","image processes: 17300/19936\n","image processes: 17400/19936\n","image processes: 17500/19936\n","image processes: 17600/19936\n","image processes: 17700/19936\n","image processes: 17800/19936\n","image processes: 17900/19936\n","image processes: 18000/19936\n","image processes: 18100/19936\n","image processes: 18200/19936\n","image processes: 18300/19936\n","image processes: 18400/19936\n","image processes: 18500/19936\n","image processes: 18600/19936\n","image processes: 18700/19936\n","image processes: 18800/19936\n","image processes: 18900/19936\n","image processes: 19000/19936\n","image processes: 19100/19936\n","image processes: 19200/19936\n","image processes: 19300/19936\n","image processes: 19400/19936\n","image processes: 19500/19936\n","image processes: 19600/19936\n","image processes: 19700/19936\n","image processes: 19800/19936\n","image processes: 19900/19936\n","['Buffalo', 'Buffalo', 'Buffalo', 'Buffalo', 'Buffalo', 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'Buffalo', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'Zebra', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep', 'Buffalo', 'sheep', 'sheep', 'sheep', 'sheep', 'Buffalo', 'sheep', 'sheep', 'sheep', 'sheep', 'sheep']\n"]}]},{"cell_type":"code","source":["import sklearn\n","from sklearn.metrics import confusion_matrix\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns"],"metadata":{"id":"LftjEsQOReY5","executionInfo":{"status":"ok","timestamp":1650763782366,"user_tz":300,"elapsed":636,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["print(f\"Accuracy is {sklearn.metrics.accuracy_score(predict, image_labels)}\")"],"metadata":{"id":"gxNcHWYy7j3a","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1650763784348,"user_tz":300,"elapsed":4,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"479136d2-4edd-4a8c-802d-79b4087f579b"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["Accuracy is 0.959169341894061\n"]}]},{"cell_type":"code","source":["confusion_mat = confusion_matrix(y_true = image_labels, y_pred = predict, labels=Class)"],"metadata":{"id":"fGYq8ZLyRjSb","executionInfo":{"status":"ok","timestamp":1650763786948,"user_tz":300,"elapsed":160,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["df_cm = pd.DataFrame(confusion_mat, index = Class,columns = Class)\n","plt.rcParams['figure.figsize'] = (10,10)\n","sns.heatmap(df_cm, annot=True)"],"metadata":{"id":"GpjGx4oASyG4","colab":{"base_uri":"https://localhost:8080/","height":610},"executionInfo":{"status":"ok","timestamp":1650763789986,"user_tz":300,"elapsed":1456,"user":{"displayName":"HAOFENG ZHU","userId":"06690144043401892032"}},"outputId":"f7102e49-977a-4037-e051-6205439faaf0"},"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f271ac54510>"]},"metadata":{},"execution_count":11},{"output_type":"display_data","data":{"text/plain":["<Figure size 720x720 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":[""],"metadata":{"id":"i7h5ZuC5Sz8S"},"execution_count":null,"outputs":[]}]}