Init Project CS682.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"gpuType":"T4","mount_file_id":"1wKpVosEjTOgHQZb6o9gG5lFMWv2pOQ2a","authorship_tag":"ABX9TyOBEHe6ZqvC8/QAHvK8wNwJ"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gzbHf1WxKGiB","executionInfo":{"status":"ok","timestamp":1699266236580,"user_tz":300,"elapsed":7743,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"5cd9b87d-0c5a-4d44-ff50-69d07cb1493b"},"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://download.pytorch.org/whl/cpu\n","Requirement already satisfied: torch in /usr/local/lib/python3.10/dist-packages (2.1.0+cu118)\n","Requirement already satisfied: torchvision in /usr/local/lib/python3.10/dist-packages (0.16.0+cu118)\n","Requirement already satisfied: torchaudio in /usr/local/lib/python3.10/dist-packages (2.1.0+cu118)\n","Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch) (3.12.4)\n","Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch) (4.5.0)\n","Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch) (1.12)\n","Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch) (3.2)\n","Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch) (3.1.2)\n","Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch) (2023.6.0)\n","Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torch) (2.1.0)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from torchvision) (1.23.5)\n","Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from torchvision) (2.31.0)\n","Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.10/dist-packages (from torchvision) (9.4.0)\n","Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch) (2.1.3)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision) (3.3.1)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision) (3.4)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision) (2.0.7)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->torchvision) (2023.7.22)\n","Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch) (1.3.0)\n"]}],"source":["# Let's do some setup\n","\n","# Install pytorch gpu\n","\n","# Use the command below to install pytorch in gpu\n","#!pip3 install torch torchvision torchaudio\n","\n","# Use command below to install pytorch in cpu\n","# !pip3 install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu\n"]},{"cell_type":"code","source":["# Dataset setup.\n","#cd into the directory\n","'''\n","image_dir = \"data\"\n","%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682/$image_dir\n","%ls\n","!tar -zxvf ./imagenette2.tgz\n","#Run script attack.py\n","'''"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"uXi8aVIbKUgy","executionInfo":{"status":"ok","timestamp":1699267418024,"user_tz":300,"elapsed":185540,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"3619f925-311d-4b4a-c656-c54f9b82e71d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 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and set up yolov5 repo\n","%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682\n","#!git clone https://github.com/ultralytics/yolov5\n","!pip install -r yolov5/requirements.txt"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"WHTXs3-8KweO","executionInfo":{"status":"ok","timestamp":1699395161790,"user_tz":300,"elapsed":10857,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"f8324db5-c7f4-45cb-d666-5a2c43b4307f"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682\n","Collecting gitpython>=3.1.30 (from -r yolov5/requirements.txt (line 5))\n","  Downloading GitPython-3.1.40-py3-none-any.whl (190 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m190.6/190.6 kB\u001b[0m \u001b[31m5.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: matplotlib>=3.3 in 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(6.0.1)\n","Requirement already satisfied: requests>=2.23.0 in /usr/local/lib/python3.10/dist-packages (from -r yolov5/requirements.txt (line 12)) (2.31.0)\n","Requirement already satisfied: scipy>=1.4.1 in /usr/local/lib/python3.10/dist-packages (from -r yolov5/requirements.txt (line 13)) (1.11.3)\n","Collecting thop>=0.1.1 (from -r yolov5/requirements.txt (line 14))\n","  Downloading thop-0.1.1.post2209072238-py3-none-any.whl (15 kB)\n","Requirement already satisfied: torch>=1.8.0 in /usr/local/lib/python3.10/dist-packages (from -r yolov5/requirements.txt (line 15)) (2.1.0+cu118)\n","Requirement already satisfied: torchvision>=0.9.0 in /usr/local/lib/python3.10/dist-packages (from -r yolov5/requirements.txt (line 16)) (0.16.0+cu118)\n","Requirement already satisfied: tqdm>=4.64.0 in /usr/local/lib/python3.10/dist-packages (from -r yolov5/requirements.txt (line 17)) (4.66.1)\n","Collecting ultralytics>=8.0.147 (from -r yolov5/requirements.txt (line 18))\n","  Downloading ultralytics-8.0.207-py3-none-any.whl (645 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m645.2/645.2 kB\u001b[0m \u001b[31m38.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: pandas>=1.1.4 in /usr/local/lib/python3.10/dist-packages (from -r yolov5/requirements.txt (line 27)) (1.5.3)\n","Requirement already satisfied: seaborn>=0.11.0 in /usr/local/lib/python3.10/dist-packages (from -r yolov5/requirements.txt (line 28)) (0.12.2)\n","Requirement already satisfied: setuptools>=65.5.1 in /usr/local/lib/python3.10/dist-packages (from -r yolov5/requirements.txt (line 42)) (67.7.2)\n","Collecting gitdb<5,>=4.0.1 (from gitpython>=3.1.30->-r yolov5/requirements.txt (line 5))\n","  Downloading gitdb-4.0.11-py3-none-any.whl (62 kB)\n","\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.7/62.7 kB\u001b[0m \u001b[31m8.2 MB/s\u001b[0m eta 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(line 6)) (3.1.1)\n","Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r yolov5/requirements.txt (line 6)) (2.8.2)\n","Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->-r yolov5/requirements.txt (line 12)) (3.3.2)\n","Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->-r yolov5/requirements.txt (line 12)) (3.4)\n","Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->-r yolov5/requirements.txt (line 12)) (2.0.7)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->-r yolov5/requirements.txt (line 12)) (2023.7.22)\n","Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r yolov5/requirements.txt (line 15)) (3.13.1)\n","Requirement already satisfied: typing-extensions in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r yolov5/requirements.txt (line 15)) (4.5.0)\n","Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r yolov5/requirements.txt (line 15)) (1.12)\n","Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r yolov5/requirements.txt (line 15)) (3.2.1)\n","Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r yolov5/requirements.txt (line 15)) (3.1.2)\n","Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r yolov5/requirements.txt (line 15)) (2023.6.0)\n","Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r yolov5/requirements.txt (line 15)) (2.1.0)\n","Requirement already satisfied: py-cpuinfo in /usr/local/lib/python3.10/dist-packages (from ultralytics>=8.0.147->-r yolov5/requirements.txt (line 18)) (9.0.0)\n","Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1.4->-r yolov5/requirements.txt (line 27)) (2023.3.post1)\n","Collecting smmap<6,>=3.0.1 (from gitdb<5,>=4.0.1->gitpython>=3.1.30->-r yolov5/requirements.txt (line 5))\n","  Downloading smmap-5.0.1-py3-none-any.whl (24 kB)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib>=3.3->-r yolov5/requirements.txt (line 6)) (1.16.0)\n","Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.8.0->-r yolov5/requirements.txt (line 15)) (2.1.3)\n","Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.8.0->-r yolov5/requirements.txt (line 15)) (1.3.0)\n","Installing collected packages: smmap, Pillow, gitdb, thop, gitpython, ultralytics\n","  Attempting uninstall: Pillow\n","    Found existing installation: Pillow 9.4.0\n","    Uninstalling Pillow-9.4.0:\n","      Successfully uninstalled Pillow-9.4.0\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","imageio 2.31.6 requires pillow<10.1.0,>=8.3.2, but you have pillow 10.1.0 which is incompatible.\u001b[0m\u001b[31m\n","\u001b[0mSuccessfully installed Pillow-10.1.0 gitdb-4.0.11 gitpython-3.1.40 smmap-5.0.1 thop-0.1.1.post2209072238 ultralytics-8.0.207\n"]},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["PIL"]}}},"metadata":{}}]},{"cell_type":"code","source":["%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682/\n","#data_dir = 'data/imagenette2/'\n","#!python preprocess.py\n","!python index.py"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JoBTIhxmQ6vW","executionInfo":{"status":"ok","timestamp":1701902062143,"user_tz":300,"elapsed":1880895,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"fe681ee0-4a2e-4db6-e5f6-5da1b2222d2e"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682\n","program started\n","building datasets...\n","\n","Length of train dataset:  3729\n","Length of val dataset:  3856 \n","\n","Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth\n","100% 44.7M/44.7M [00:00<00:00, 87.1MB/s]\n","Retraining classifier on 10 classes\n","Running epoch 0\n","Running epoch 1\n","Running epoch 2\n","Running epoch 3\n","Running epoch 4\n","\n","Accuracy of the trained model:  0.4543568789958954\n","Loss of the trained model:  4.271611587397184\n","\n","Saving model\n"]}]},{"cell_type":"code","source":["#clean up yolo label\n","%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682\n","import os\n","train_path = 'patched-images/train/labels'\n","valid_path = 'patched-images/val/labels'\n","\n","train_fs = [fname for fname in os.listdir(train_path) if '.txt' in fname]\n","val_fs = [fname for fname in os.listdir(valid_path) if '.txt' in fname]\n","\n","for fn in train_fs:\n","    fpath = os.path.join(train_path, fn)\n","    data = ''\n","    with open(fpath, 'r', encoding='utf-8') as fp:\n","        data = fp.readlines()[0]\n","    if \",\" in data:\n","        data = data.split(\",\")\n","        xc, yc, w, h = int(data[1]), int(data[2]), int(data[3]), int(data[4])\n","        xc = ((xc + 50) - xc / 2)/224\n","        yc = ((yc + 50) - yc / 2)/224\n","        data[1] = xc\n","        data[2] = yc\n","        data[3] = w / 224\n","        data[4] = h / 224\n","        new_ln = f'{data[0]} {data[1]} {data[2]} {data[3]} {data[4]}'\n","\n","        with open(fpath, 'w+', encoding='utf-8') as fp:\n","            fp.writelines(new_ln)\n","\n","for fn in val_fs:\n","    fpath = os.path.join(valid_path, fn)\n","    data = ''\n","    with open(fpath, 'r', encoding='utf-8') as fp:\n","        data = fp.readlines()[0]\n","    if \",\" in data:\n","        data = data.split(\",\")\n","        xc, yc, w, h = int(data[1]), int(data[2]), int(data[3]), int(data[4])\n","        xc = ((xc + 50) - xc / 2)/224\n","        yc = ((yc + 50) - yc / 2)/224\n","        data[1] = xc\n","        data[2] = yc\n","        data[3] = w / 224\n","\n","        data[4] = h / 224\n","        new_ln = f'{data[0]} {data[1]} {data[2]} {data[3]} {data[4]}'\n","\n","        with open(fpath, 'w+', encoding='utf-8') as fp:\n","            fp.writelines(new_ln)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wGB4vlSRu85U","executionInfo":{"status":"ok","timestamp":1699360773414,"user_tz":300,"elapsed":204983,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"1e9bd2ef-3b30-4369-e975-6eeac443e848"},"execution_count":null,"outputs":[{"metadata":{"tags":null},"name":"stdout","output_type":"stream","text":["/content/drive/My Drive/UMass Projects/CS682\n"]}]},{"cell_type":"code","source":["%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682/yolov5/data/patched-images/val/images\n","import os\n","print(len(os.listdir()))\n","#!unzip patched-images.zip"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"H6O7goHKfV4y","executionInfo":{"status":"ok","timestamp":1699384400881,"user_tz":300,"elapsed":158,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"86bfbe56-7a3f-4049-ad00-946cd897c752"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images\n","3856\n"]}]},{"cell_type":"code","source":["#prepare a small subset of the data\n","%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682/yolov5/data\n","import os\n","import shutil\n","'''\n","data_dir = 'patched-images'\n","dest_dir = 'patched-images-sm'\n","for split in ['train', 'val']:\n","    share = 100\n","    if split == 'val':\n","        share = 25\n","    images_path = os.path.join(data_dir, f'{split}/images')\n","    imagessub = os.listdir(images_path)[:share]\n","    lbls_path = os.path.join(data_dir, f'{split}/labels')\n","    lblssub = [fname.replace(\".JPEG\", \".txt\") for fname in imagessub]\n","    images_dest_path = os.path.join(dest_dir, f'{split}/images')\n","    labels_dest_path = os.path.join(dest_dir, f'{split}/labels')\n","    for fname in imagessub:\n","        src = os.path.join(images_path, fname)\n","        des = os.path.join(images_dest_path, fname)\n","        shutil.copy(src,des)\n","    for fname in lblssub:\n","        src = os.path.join(lbls_path, fname)\n","        des = os.path.join(labels_dest_path, fname)\n","        shutil.copy(src,des)\n","'''\n","%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682/yolov5/data/patched-images-sm/train/labels\n","print(len(os.listdir()))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"U1qR9d3C0uVg","executionInfo":{"status":"ok","timestamp":1699384557971,"user_tz":300,"elapsed":2107,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"fc069192-9278-4717-c14f-a3d328174e3d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682/yolov5/data\n","/content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images-sm/val/labels\n","25\n"]}]},{"cell_type":"code","source":["#prepare train test file summary\n","%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682/yolov5/data/patched-images-sm\n","import os\n","\n","for split in ['train', 'val']:\n","    impath = os.path.join(os.getcwd(), f'{split}/images')\n","    all_files = [os.path.join(impath, fname) for fname in os.listdir(impath)]\n","    txt_path = os.path.join(os.getcwd(), f'{split}.txt')\n","    with open(txt_path, 'w+', encoding='utf-8') as fp:\n","        fp.writelines(\"\\n\".join(all_files))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mqvxzv5L4kv_","executionInfo":{"status":"ok","timestamp":1699384575865,"user_tz":300,"elapsed":156,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"a1b84bf6-6a71-4e65-c314-2164153c3406"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images-sm\n"]}]},{"cell_type":"code","source":["%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682/yolov5\n","\n","#!pip install -r requirements.txt\n","#Run yolov5\n","!python train.py --img 224 --batch 64 --epochs 25 --data data/patch-detection.yaml --weights yolov5s.pt --workers 24 --name yolo-patch-detection-full"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yCTxyiTT7FkM","executionInfo":{"status":"ok","timestamp":1699392197868,"user_tz":300,"elapsed":2504900,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"2942effb-ad03-41a9-cf3c-d3ee0cc6f24d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682/yolov5\n","2023-11-07 20:41:38.761306: E tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:9342] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n","2023-11-07 20:41:38.761364: E tensorflow/compiler/xla/stream_executor/cuda/cuda_fft.cc:609] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n","2023-11-07 20:41:38.761402: E tensorflow/compiler/xla/stream_executor/cuda/cuda_blas.cc:1518] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n","\u001b[34m\u001b[1mtrain: \u001b[0mweights=yolov5s.pt, cfg=, data=data/patch-detection.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=25, batch_size=64, imgsz=224, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=24, project=runs/train, name=yolo-patch-detection-full, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest\n","\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n","fatal: cannot change to '/content/drive/My': No such file or directory\n","YOLOv5 🚀 2023-11-7 Python-3.10.12 torch-2.1.0+cu118 CUDA:0 (Tesla T4, 15102MiB)\n","\n","\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n","\u001b[34m\u001b[1mComet: \u001b[0mrun 'pip install comet_ml' to automatically track and visualize YOLOv5 🚀 runs in Comet\n","\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n","Overriding model.yaml nc=80 with nc=2\n","\n","                 from  n    params  module                                  arguments                     \n","  0                -1  1      3520  models.common.Conv                      [3, 32, 6, 2, 2]              \n","  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n","  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   \n","  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n","  4                -1  2    115712  models.common.C3                        [128, 128, 2]                 \n","  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              \n","  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 \n","  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              \n","  8                -1  1   1182720  models.common.C3                        [512, 512, 1]                 \n","  9                -1  1    656896  models.common.SPPF                      [512, 512, 5]                 \n"," 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n"," 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n"," 12           [-1, 6]  1         0  models.common.Concat                    [1]                           \n"," 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          \n"," 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n"," 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n"," 16           [-1, 4]  1         0  models.common.Concat                    [1]                           \n"," 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          \n"," 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n"," 19          [-1, 14]  1         0  models.common.Concat                    [1]                           \n"," 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          \n"," 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n"," 22          [-1, 10]  1         0  models.common.Concat                    [1]                           \n"," 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          \n"," 24      [17, 20, 23]  1     18879  models.yolo.Detect                      [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n","Model summary: 214 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs\n","\n","Transferred 343/349 items from yolov5s.pt\n","\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n","\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.0005), 60 bias\n","\u001b[34m\u001b[1malbumentations: \u001b[0mBlur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))\n","\u001b[34m\u001b[1mtrain: \u001b[0mScanning /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/train.cache... 3729 images, 0 backgrounds, 0 corrupt: 100% 3729/3729 [00:00<?, ?it/s]\n","\u001b[34m\u001b[1mval: \u001b[0mScanning /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val.cache... 3856 images, 0 backgrounds, 0 corrupt: 100% 3856/3856 [00:00<?, ?it/s]\n","\n","\u001b[34m\u001b[1mAutoAnchor: \u001b[0m5.93 anchors/target, 0.906 Best Possible Recall (BPR). Anchors are a poor fit to dataset ⚠️, attempting to improve...\n","\u001b[34m\u001b[1mAutoAnchor: \u001b[0mWARNING ⚠️ Extremely small objects found: 349 of 3729 labels are <3 pixels in size\n","\u001b[34m\u001b[1mAutoAnchor: \u001b[0mRunning kmeans for 9 anchors on 3380 points...\n","/content/drive/My Drive/UMass Projects/CS682/yolov5/utils/autoanchor.py:134: RuntimeWarning: divide by zero encountered in divide\n","  k = kmeans(wh / s, n, iter=30)[0] * s  # points\n","\u001b[34m\u001b[1mAutoAnchor: \u001b[0mWARNING ⚠️ switching strategies from kmeans to random init\n","\u001b[34m\u001b[1mAutoAnchor: \u001b[0mEvolving anchors with Genetic Algorithm: fitness = 0.9999: 100% 1000/1000 [00:02<00:00, 365.26it/s]\n","\u001b[34m\u001b[1mAutoAnchor: \u001b[0mthr=0.25: 0.9064 best possible recall, 6.34 anchors past thr\n","\u001b[34m\u001b[1mAutoAnchor: \u001b[0mn=9, img_size=224, metric_all=0.378/0.906-mean/best, past_thr=0.512-mean: 2,4, 6,11, 34,70, 50,50, 85,103, 100,120, 132,133, 142,130, 184,156\n","\u001b[34m\u001b[1mAutoAnchor: \u001b[0mDone ⚠️ (original anchors better than new anchors, proceeding with original anchors)\n","Plotting labels to runs/train/yolo-patch-detection-full2/labels.jpg... \n","Image sizes 224 train, 224 val\n","Using 2 dataloader workers\n","Logging results to \u001b[1mruns/train/yolo-patch-detection-full2\u001b[0m\n","Starting training for 25 epochs...\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       0/24      1.87G    0.08826     0.0131    0.01075         24        224: 100% 59/59 [01:03<00:00,  1.07s/it]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:38<00:00,  1.23s/it]\n","                   all       3856       3856      0.833      0.448      0.391      0.124\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       1/24      2.08G    0.05347    0.01145   0.002549         27        224: 100% 59/59 [00:58<00:00,  1.00it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:39<00:00,  1.27s/it]\n","                   all       3856       3856      0.939      0.476      0.471      0.323\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       2/24      2.08G    0.04241    0.01027   0.002643         21        224: 100% 59/59 [00:58<00:00,  1.01it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:37<00:00,  1.20s/it]\n","                   all       3856       3856      0.998      0.499      0.497      0.357\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       3/24      2.08G    0.03227   0.007288   0.002024         23        224: 100% 59/59 [00:57<00:00,  1.02it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:37<00:00,  1.22s/it]\n","                   all       3856       3856          1        0.5      0.497      0.343\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       4/24      2.08G    0.02611     0.0057   0.001544         29        224: 100% 59/59 [00:58<00:00,  1.01it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:38<00:00,  1.24s/it]\n","                   all       3856       3856          1        0.5      0.497      0.447\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       5/24      2.08G    0.02333   0.005061   0.001293         23        224: 100% 59/59 [00:58<00:00,  1.01it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:36<00:00,  1.19s/it]\n","                   all       3856       3856      0.999        0.5      0.497      0.427\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       6/24      2.08G    0.02053   0.004582   0.001147         22        224: 100% 59/59 [00:57<00:00,  1.03it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:38<00:00,  1.25s/it]\n","                   all       3856       3856      0.999        0.5      0.497      0.478\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       7/24      2.08G    0.01866   0.004215  0.0009692         24        224: 100% 59/59 [00:57<00:00,  1.03it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:37<00:00,  1.21s/it]\n","                   all       3856       3856          1        0.5      0.497      0.448\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       8/24      2.08G    0.01816   0.004047  0.0009146         16        224: 100% 59/59 [00:56<00:00,  1.05it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:36<00:00,  1.17s/it]\n","                   all       3856       3856      0.999        0.5      0.497      0.461\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","       9/24      2.08G    0.01637   0.003802  0.0008323         23        224: 100% 59/59 [00:57<00:00,  1.02it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:39<00:00,  1.26s/it]\n","                   all       3856       3856          1        0.5      0.497      0.447\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      10/24      2.08G    0.01539   0.003619  0.0007383         24        224: 100% 59/59 [00:56<00:00,  1.04it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:35<00:00,  1.16s/it]\n","                   all       3856       3856          1        0.5      0.497      0.482\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      11/24      2.08G    0.01472   0.003492  0.0007087         23        224: 100% 59/59 [00:58<00:00,  1.01it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:38<00:00,  1.25s/it]\n","                   all       3856       3856          1        0.5      0.497      0.455\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      12/24      2.08G    0.01363   0.003375  0.0006563         25        224: 100% 59/59 [00:57<00:00,  1.02it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:37<00:00,  1.20s/it]\n","                   all       3856       3856          1        0.5      0.497      0.447\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      13/24      2.08G    0.01289   0.003306  0.0006082         20        224: 100% 59/59 [00:58<00:00,  1.00it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:36<00:00,  1.19s/it]\n","                   all       3856       3856          1        0.5      0.497      0.497\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      14/24      2.08G    0.01227   0.003153  0.0005624         28        224: 100% 59/59 [00:58<00:00,  1.01it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:38<00:00,  1.24s/it]\n","                   all       3856       3856          1        0.5      0.497      0.484\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      15/24      2.08G    0.01158   0.003048  0.0005101         27        224: 100% 59/59 [00:58<00:00,  1.00it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:36<00:00,  1.17s/it]\n","                   all       3856       3856          1        0.5      0.497      0.458\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      16/24      2.08G    0.01086    0.00296  0.0004805         17        224: 100% 59/59 [00:58<00:00,  1.00it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:38<00:00,  1.23s/it]\n","                   all       3856       3856          1        0.5      0.497      0.484\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      17/24      2.08G    0.01013   0.002889  0.0004365         23        224: 100% 59/59 [00:57<00:00,  1.02it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:36<00:00,  1.18s/it]\n","                   all       3856       3856      0.999        0.5      0.497      0.492\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      18/24      2.08G   0.009618   0.002769  0.0004037         25        224: 100% 59/59 [00:58<00:00,  1.01it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:37<00:00,  1.21s/it]\n","                   all       3856       3856      0.999        0.5      0.497      0.497\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      19/24      2.08G   0.008989   0.002678   0.000372         28        224: 100% 59/59 [00:56<00:00,  1.05it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:36<00:00,  1.17s/it]\n","                   all       3856       3856          1        0.5      0.497      0.496\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      20/24      2.08G   0.008481   0.002558  0.0003407         18        224: 100% 59/59 [00:57<00:00,  1.02it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:35<00:00,  1.15s/it]\n","                   all       3856       3856          1        0.5      0.497      0.497\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      21/24      2.08G   0.007826   0.002557  0.0003022         22        224: 100% 59/59 [00:59<00:00,  1.00s/it]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:38<00:00,  1.23s/it]\n","                   all       3856       3856      0.999        0.5      0.497      0.497\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      22/24      2.08G   0.007264    0.00245  0.0002709         25        224: 100% 59/59 [00:58<00:00,  1.01it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:36<00:00,  1.17s/it]\n","                   all       3856       3856      0.999        0.5      0.497      0.466\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      23/24      2.08G   0.006881   0.002427  0.0002431         18        224: 100% 59/59 [00:58<00:00,  1.01it/s]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:37<00:00,  1.20s/it]\n","                   all       3856       3856          1        0.5      0.497      0.497\n","\n","      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n","      24/24      2.08G   0.006421    0.00235  0.0002176         29        224: 100% 59/59 [00:59<00:00,  1.00s/it]\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:36<00:00,  1.18s/it]\n","                   all       3856       3856          1        0.5      0.497      0.497\n","\n","25 epochs completed in 0.673 hours.\n","Optimizer stripped from runs/train/yolo-patch-detection-full2/weights/last.pt, 14.3MB\n","Optimizer stripped from runs/train/yolo-patch-detection-full2/weights/best.pt, 14.3MB\n","\n","Validating runs/train/yolo-patch-detection-full2/weights/best.pt...\n","Fusing layers... \n","Model summary: 157 layers, 7015519 parameters, 0 gradients, 15.8 GFLOPs\n","                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 31/31 [00:39<00:00,  1.27s/it]\n","                   all       3856       3856          1        0.5      0.497      0.497\n","              no-patch       3856        361          1          0          0          0\n","                 patch       3856       3495      0.999          1      0.995      0.995\n","Results saved to \u001b[1mruns/train/yolo-patch-detection-full2\u001b[0m\n"]}]},{"cell_type":"code","source":["%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682/yolov5\n","\n","from utils.plots import plot_results\n","\n","#plot_results('runs/train/patch-detection12/results.csv')  # plot 'results.csv' as 'results.png'\n","%cd runs/train/yolo-patch-detection-full2\n","!ls\n","\n","from IPython.display import Image\n","Image('train_batch0.jpg')\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":461},"id":"8xdFxPaecN_c","executionInfo":{"status":"error","timestamp":1699395189294,"user_tz":300,"elapsed":7418,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"f4371781-9e62-47bc-f1cf-9431b984b81b"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682/yolov5\n"]},{"output_type":"error","ename":"KeyboardInterrupt","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)","\u001b[0;32m<ipython-input-1-46d0e6d4916f>\u001b[0m in \u001b[0;36m<cell line: 3>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cd'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'/content/drive/My\\\\ Drive/UMass\\\\ Projects/CS682/yolov5'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplots\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mplot_results\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;31m#plot_results('runs/train/patch-detection12/results.csv')  # plot 'results.csv' as 'results.png'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/content/drive/My Drive/UMass Projects/CS682/yolov5/utils/plots.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mpandas\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mseaborn\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0msn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     19\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mPIL\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mImageDraw\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mscipy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndimage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfilters\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mgaussian_filter1d\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/torch/__init__.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m    233\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mUSE_GLOBAL_DEPS\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    234\u001b[0m         \u001b[0m_load_global_deps\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[0;32m--> 235\u001b[0;31m     \u001b[0;32mfrom\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_C\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0;34m*\u001b[0m  \u001b[0;31m# noqa: F403\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    236\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    237\u001b[0m \u001b[0;31m# Appease the type checker; ordinarily this binding is inserted by the\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mKeyboardInterrupt\u001b[0m: "]}]},{"cell_type":"code","source":["%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682/yolov5\n","\n","imgs_path = 'data/patched-images/val/images'\n","#imgs_list = os.listdir(imgs_path)\n","#imgpath = imgs_list[4]\n","\n","!python detect.py --weights runs/train/yolo-patch-detection-full2/weights/best.pt --source data/patched-images/val/images/ --save-csv --save-txt --data data/patch-detection.yaml --imgsz 224\n","\n","#txt_path = 'runs/detect/exp15/labels'\n","#txt_list = os.listdir(txt_path)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"VBjpRYpYrXBd","executionInfo":{"status":"ok","timestamp":1699402772655,"user_tz":300,"elapsed":418048,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"b8cb2c76-aff5-4b93-b246-e01e4097b5f7"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682/yolov5\n","\u001b[34m\u001b[1mdetect: \u001b[0mweights=['runs/train/yolo-patch-detection-full2/weights/best.pt'], source=data/patched-images/val/images/, data=data/patch-detection.yaml, imgsz=[224, 224], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=True, save_csv=True, save_conf=False, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=runs/detect, name=exp, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False, dnn=False, vid_stride=1\n","True data/patch-detection.yaml\n","sav path runs/detect/exp19\n","fatal: cannot change to '/content/drive/My': No such file or directory\n","YOLOv5 🚀 2023-11-7 Python-3.10.12 torch-2.1.0+cu118 CPU\n","\n","Fusing layers... \n","Model summary: 157 layers, 7015519 parameters, 0 gradients, 15.8 GFLOPs\n","image 1/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00000732.JPEG: 224x224 (no detections), 62.5ms\n","image 2/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00001432.JPEG: 224x224 (no detections), 50.7ms\n","image 3/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00001440.JPEG: 224x224 (no detections), 56.2ms\n","image 4/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00001492.JPEG: 224x224 1 patch, 53.9ms\n","image 5/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00002210.JPEG: 224x224 1 patch, 49.6ms\n","image 6/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00002990.JPEG: 224x224 1 patch, 87.7ms\n","image 7/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00003682.JPEG: 224x224 1 patch, 86.7ms\n","image 8/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00004262.JPEG: 224x224 1 patch, 89.6ms\n","image 9/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00004301.JPEG: 224x224 1 patch, 90.7ms\n","image 10/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00004452.JPEG: 224x224 1 patch, 85.7ms\n","image 11/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00004650.JPEG: 224x224 (no detections), 55.1ms\n","image 12/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00004860.JPEG: 224x224 (no detections), 51.9ms\n","image 13/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00004912.JPEG: 224x224 1 patch, 49.5ms\n","image 14/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00006561.JPEG: 224x224 1 patch, 50.3ms\n","image 15/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00006922.JPEG: 224x224 1 patch, 46.1ms\n","image 16/3856 /content/drive/My Drive/UMass 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Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00025890.JPEG: 224x224 (no detections), 50.4ms\n","image 71/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00026061.JPEG: 224x224 (no detections), 55.2ms\n","image 72/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00026451.JPEG: 224x224 1 patch, 53.9ms\n","image 73/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00026521.JPEG: 224x224 (no detections), 64.0ms\n","image 74/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00027110.JPEG: 224x224 1 patch, 50.8ms\n","image 75/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/ILSVRC2012_val_00027150.JPEG: 224x224 1 patch, 55.1ms\n","image 76/3856 /content/drive/My Drive/UMass 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3829/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_7831.JPEG: 224x224 1 patch, 54.6ms\n","image 3830/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_7921.JPEG: 224x224 1 patch, 48.3ms\n","image 3831/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_7960.JPEG: 224x224 1 patch, 46.7ms\n","image 3832/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_7982.JPEG: 224x224 (no detections), 45.3ms\n","image 3833/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_80.JPEG: 224x224 1 patch, 60.9ms\n","image 3834/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_8001.JPEG: 224x224 1 patch, 52.3ms\n","image 3835/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_8080.JPEG: 224x224 1 patch, 45.9ms\n","image 3836/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_8100.JPEG: 224x224 1 patch, 48.4ms\n","image 3837/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_8112.JPEG: 224x224 1 patch, 63.2ms\n","image 3838/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_8160.JPEG: 224x224 1 patch, 51.3ms\n","image 3839/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_8381.JPEG: 224x224 1 patch, 45.9ms\n","image 3840/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_8391.JPEG: 224x224 1 patch, 51.0ms\n","image 3841/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_850.JPEG: 224x224 1 patch, 56.1ms\n","image 3842/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_8502.JPEG: 224x224 1 patch, 46.7ms\n","image 3843/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_880.JPEG: 224x224 1 patch, 44.6ms\n","image 3844/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_8882.JPEG: 224x224 1 patch, 57.8ms\n","image 3845/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_8982.JPEG: 224x224 1 patch, 51.6ms\n","image 3846/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_9082.JPEG: 224x224 1 patch, 49.2ms\n","image 3847/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_912.JPEG: 224x224 1 patch, 47.2ms\n","image 3848/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_9301.JPEG: 224x224 (no detections), 46.0ms\n","image 3849/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_9371.JPEG: 224x224 1 patch, 45.8ms\n","image 3850/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_9552.JPEG: 224x224 1 patch, 57.2ms\n","image 3851/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_9640.JPEG: 224x224 1 patch, 46.0ms\n","image 3852/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_9650.JPEG: 224x224 1 patch, 51.2ms\n","image 3853/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_9671.JPEG: 224x224 1 patch, 45.3ms\n","image 3854/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_9770.JPEG: 224x224 (no detections), 59.6ms\n","image 3855/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_9771.JPEG: 224x224 1 patch, 50.0ms\n","image 3856/3856 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/patched-images/val/images/n03888257_9812.JPEG: 224x224 1 patch, 47.7ms\n","Speed: 0.2ms pre-process, 60.7ms inference, 0.7ms NMS per image at shape (1, 3, 224, 224)\n","Results saved to \u001b[1mruns/detect/exp19\u001b[0m\n","3507 labels saved to runs/detect/exp19/labels\n"]}]},{"cell_type":"code","source":["import pandas as pd\n","import os\n","from skimage import io\n","from torchvision.io import write_png\n","import torch\n","\n","%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682/yolov5\n","\n","txt_path = 'runs/detect/exp19/labels'\n","txt_files = os.listdir(txt_path)\n","imgs_path = 'data/patched-images/val/images'\n","zeroout_imgpath = 'data/zeroout'\n","\n","for fn in txt_files:\n","    data = []\n","    with open(os.path.join(txt_path, fn), 'r', encoding='utf-8') as fp:\n","        data = fp.readlines()[0].split(\" \")\n","    xmin, ymin, xmax, ymax = int(data[1]), int(data[2]), int(data[3]), int(data[4])\n","    imgname = fn.replace(\".txt\", \".JPEG\")\n","    img = io.imread(os.path.join(imgs_path, imgname))\n","    img[ymin:ymax, xmin:xmax, :] = 1\n","    img = img.transpose(2, 0, 1)\n","    #print(img, zeroout_imgpath, imgname)\n","    write_png(torch.from_numpy(img), os.path.join(zeroout_imgpath, imgname))\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZeEKrY1v2jrY","executionInfo":{"status":"ok","timestamp":1699405245557,"user_tz":300,"elapsed":113446,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"c0c9e57c-33c2-42ee-97cb-cc7f0fc93954"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682/yolov5\n"]}]},{"cell_type":"code","source":["%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682/yolov5\n","\n","imgs_path = 'data/zeroout-sm'\n","#imgs_list = os.listdir(imgs_path)\n","#imgpath = imgs_list[4]\n","\n","!python detect.py --source data/zeroout-sm --save-csv --imgsz 224"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OGmlIRMo7HV5","executionInfo":{"status":"ok","timestamp":1699396560397,"user_tz":300,"elapsed":11225,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"5c3c7fa3-e43f-4319-87d6-08ccbc915767"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682/yolov5\n","\u001b[34m\u001b[1mdetect: \u001b[0mweights=yolov5s.pt, source=data/zeroout-sm, data=data/coco128.yaml, imgsz=[224, 224], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=False, save_csv=True, save_conf=False, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=runs/detect, name=exp, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False, dnn=False, vid_stride=1\n","True data/coco128.yaml\n","sav path runs/detect/exp17\n","fatal: cannot change to '/content/drive/My': No such file or directory\n","YOLOv5 🚀 2023-11-7 Python-3.10.12 torch-2.1.0+cu118 CPU\n","\n","Fusing layers... \n","YOLOv5s summary: 213 layers, 7225885 parameters, 0 gradients, 16.4 GFLOPs\n","image 1/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00001492.JPEG: 224x224 (no detections), 73.8ms\n","image 2/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00002210.JPEG: 224x224 2 trucks, 61.1ms\n","image 3/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00002990.JPEG: 224x224 (no detections), 55.9ms\n","image 4/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00003682.JPEG: 224x224 1 clock, 61.4ms\n","image 5/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00004262.JPEG: 224x224 1 person, 59.9ms\n","image 6/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00004301.JPEG: 224x224 1 person, 54.8ms\n","image 7/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00004452.JPEG: 224x224 (no detections), 56.8ms\n","image 8/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00004912.JPEG: 224x224 (no detections), 65.5ms\n","image 9/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00006561.JPEG: 224x224 1 person, 1 kite, 56.6ms\n","image 10/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00006922.JPEG: 224x224 1 truck, 55.2ms\n","image 11/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00007460.JPEG: 224x224 1 airplane, 59.1ms\n","image 12/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00007471.JPEG: 224x224 (no detections), 56.5ms\n","image 13/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00007921.JPEG: 224x224 2 persons, 58.4ms\n","image 14/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00008161.JPEG: 224x224 (no detections), 56.6ms\n","image 15/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00008162.JPEG: 224x224 2 dogs, 63.6ms\n","image 16/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00008430.JPEG: 224x224 1 truck, 60.3ms\n","image 17/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00008651.JPEG: 224x224 1 cell phone, 57.4ms\n","image 18/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00009111.JPEG: 224x224 (no detections), 59.0ms\n","image 19/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/ILSVRC2012_val_00009191.JPEG: 224x224 1 person, 1 cup, 1 laptop, 56.1ms\n","image 20/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_10410.JPEG: 224x224 1 refrigerator, 57.6ms\n","image 21/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_14650.JPEG: 224x224 1 microwave, 2 ovens, 1 refrigerator, 56.1ms\n","image 22/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_14670.JPEG: 224x224 1 person, 1 laptop, 59.3ms\n","image 23/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_14712.JPEG: 224x224 (no detections), 58.7ms\n","image 24/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_1491.JPEG: 224x224 1 person, 1 bus, 63.3ms\n","image 25/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_19401.JPEG: 224x224 (no detections), 56.6ms\n","image 26/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_20210.JPEG: 224x224 1 train, 59.5ms\n","image 27/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_212.JPEG: 224x224 (no detections), 56.6ms\n","image 28/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_21332.JPEG: 224x224 2 persons, 1 bus, 59.1ms\n","image 29/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_21341.JPEG: 224x224 1 parking meter, 56.9ms\n","image 30/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_2170.JPEG: 224x224 1 bus, 1 truck, 57.9ms\n","image 31/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_23912.JPEG: 224x224 1 truck, 1 parking meter, 56.5ms\n","image 32/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_24461.JPEG: 224x224 (no detections), 57.5ms\n","image 33/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_25410.JPEG: 224x224 1 parking meter, 54.5ms\n","image 34/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_3021.JPEG: 224x224 (no detections), 59.9ms\n","image 35/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_8012.JPEG: 224x224 1 traffic light, 1 tv, 55.9ms\n","image 36/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_8062.JPEG: 224x224 1 car, 1 parking meter, 57.7ms\n","image 37/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_8622.JPEG: 224x224 3 persons, 55.8ms\n","image 38/38 /content/drive/My Drive/UMass Projects/CS682/yolov5/data/zeroout-sm/n03425413_8670.JPEG: 224x224 (no detections), 63.5ms\n","Speed: 0.3ms pre-process, 58.7ms inference, 0.6ms NMS per image at shape (1, 3, 224, 224)\n","Results saved to \u001b[1mruns/detect/exp17\u001b[0m\n"]}]},{"cell_type":"code","source":["%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682\n","!ls\n","import os\n","import pandas as pd\n","data_dir = 'yolov5/data/zeroout-sm'\n","zeroout_fs = os.listdir(data_dir)\n","df = pd.read_csv('data/imagenette2/val_images.csv')\n","y = [df[df['filename'] == fname]['label'].values[0] for fname in zeroout_fs]\n","classes = os.listdir('data/imagenette2/train')\n","classes_id = [0, 491, 482, 217, 574, 497, 701, 513, 569, 571]\n","\n","\n","%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682\n","from models.ots_models import get_model\n","from transforms import ToTensor, Normalize\n","from torchvision import transforms\n","from skimage import io\n","\n","data_transforms = transforms.Compose([ToTensor(), Normalize()])\n","models_acc = { 'resnet18': 0 , 'resnet50': 0, 'inception': 0}\n","\n","normalize = transforms.Normalize((0.485, 0.456, 0.406), (0.229, 0.224, 0.225))\n","N = len(zeroout_fs)\n","print('No of test images:', N, '\\n\\n')\n","c = 0\n","for modelname in models_acc:\n","    c = 0\n","    model, mid2name = get_model(modelname)\n","    model.eval()\n","    for idx, imgfs in enumerate(zeroout_fs):\n","        img = io.imread(f'{data_dir}/{imgfs}')\n","        img_tensor = torch.from_numpy(img.transpose(2, 0, 1)).double()\n","        primg = normalize(img_tensor).float().unsqueeze(0)\n","        prediction = model(primg).squeeze(0).softmax(0)\n","        prediction_slice = prediction\n","        class_id = prediction_slice.argmax().item()\n","        #score = prediction_slice[class_id].item()\n","        #category_name = mid2name[class_id]\n","        #cid = classes_id.index(class_id)\n","        c += (y[idx] == class_id)\n","        #print(f\"File: {imgfs}, Predicted: {category_name}, True class: {y[idx]}\")\n","    models_acc[modelname] = (c / N) * 100\n","print(models_acc)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QxGpiEkH9ONw","executionInfo":{"status":"ok","timestamp":1699406555324,"user_tz":300,"elapsed":21366,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"e1d06025-e66d-4d97-b340-8fff67049c91"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682\n"," cleanup.py   index.py\t\t\t  patch-detection.yaml\t README.md\t\t  utils.py\n"," config.py   'Init Project CS682.ipynb'   patched-images\t sample_patch_img0.JPEG   yolov5\n"," data\t      models\t\t\t  preprocess.py\t\t train_yolo.py\n"," dataset.py   patch_attack.py\t\t  __pycache__\t\t transforms.py\n","/content/drive/My Drive/UMass Projects/CS682\n","No of test images: 38 \n","\n","\n","{'resnet18': 2.631578947368421, 'resnet50': 2.631578947368421, 'inception': 7.894736842105263}\n"]}]},{"cell_type":"code","source":["%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682\n","\n","import os\n","import pandas as pd\n","\n","zerooutpt = 'yolov5/data/zeroout-val'\n","zfs = os.listdir(zerooutpt)\n","print(len(zfs))\n","zfst = int(len(zfs) * 0.8)\n","zfsv = len(zfs) - zfst\n","trainimgs = zfs[:zfst]\n","valimgs = zfs[zfst:]\n","print(len(trainimgs), len(valimgs))\n","df = pd.read_csv('data/imagenette2/val_images.csv')\n","trdf = df[df['filename'].isin(trainimgs)]\n","vdf = df[df['filename'].isin(valimgs)]\n","trdf.to_csv('data/imagenette2/zero_train_images.csv', index=False)\n","vdf.to_csv('data/imagenette2/zero_val_images.csv', index=False)\n","print(len(trdf), len(vdf))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Gc2Q3HPH52k7","executionInfo":{"status":"ok","timestamp":1699413242948,"user_tz":300,"elapsed":5,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"5fc1ed8c-fed7-4934-c590-aac4740ca743"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682\n","3507\n","2805 702\n","2805 702\n"]}]},{"cell_type":"code","source":["%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682\n","\n","zerooutpt = 'yolov5/data/zeroout-sm'\n","zfs = os.listdir(zerooutpt)\n","df = pd.read_csv('data/imagenette2/val_images.csv')\n","df = df[df['filename'].isin(zfs)]\n","df.to_csv('data/imagenette2/val_images_sm.csv', index=False)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fGkY3ldhotTt","executionInfo":{"status":"ok","timestamp":1699408816735,"user_tz":300,"elapsed":156,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"735effbf-3c51-4ce2-b10c-59b5480a7e6d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682\n"]}]},{"cell_type":"code","source":["%cd /content/drive/My\\ Drive/UMass\\ Projects/CS682\n","\n","!python index.py"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rze6CNiPlwZv","executionInfo":{"status":"ok","timestamp":1699423026480,"user_tz":300,"elapsed":9052978,"user":{"displayName":"Vinitra Mk","userId":"02676117449369578011"}},"outputId":"3721ace6-a7d3-41d3-e8d4-480b7716dec0"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/My Drive/UMass Projects/CS682\n","program started\n","building datasets...\n","Running epoch:  0\n","Running epoch:  1\n","Running epoch:  2\n","Running epoch:  3\n","Running epoch:  4\n","model acc:  7.894736842105263\n"]}]}]}