1 |
- {"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.10","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[],"dockerImageVersionId":30498,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import sys\nimport os\nimport glob\nimport random\nimport time\nimport numpy as np\nimport pandas as pd\n\nimport cv2\nimport matplotlib.pyplot as plt\nfrom mpl_toolkits.axes_grid1 import ImageGrid\n\nplt.style.use(\"dark_background\")","metadata":{"execution":{"iopub.status.busy":"2023-09-05T01:46:59.884639Z","iopub.execute_input":"2023-09-05T01:46:59.885211Z","iopub.status.idle":"2023-09-05T01:47:00.078069Z","shell.execute_reply.started":"2023-09-05T01:46:59.885176Z","shell.execute_reply":"2023-09-05T01:47:00.077191Z"},"trusted":true},"execution_count":1,"outputs":[]},{"cell_type":"code","source":"! pip install gdown","metadata":{"execution":{"iopub.status.busy":"2023-08-16T04:08:05.141952Z","iopub.execute_input":"2023-08-16T04:08:05.142764Z","iopub.status.idle":"2023-08-16T04:08:17.707422Z","shell.execute_reply.started":"2023-08-16T04:08:05.142732Z","shell.execute_reply":"2023-08-16T04:08:17.706212Z"},"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"Collecting gdown\n Downloading gdown-4.7.1-py3-none-any.whl (15 kB)\nRequirement already satisfied: filelock in /opt/conda/lib/python3.10/site-packages (from gdown) (3.12.0)\nRequirement already satisfied: requests[socks] in /opt/conda/lib/python3.10/site-packages (from gdown) (2.28.2)\nRequirement already satisfied: six in /opt/conda/lib/python3.10/site-packages (from gdown) (1.16.0)\nRequirement already satisfied: tqdm in /opt/conda/lib/python3.10/site-packages (from gdown) (4.64.1)\nRequirement already satisfied: beautifulsoup4 in /opt/conda/lib/python3.10/site-packages (from gdown) (4.12.2)\nRequirement already satisfied: soupsieve>1.2 in /opt/conda/lib/python3.10/site-packages (from beautifulsoup4->gdown) (2.3.2.post1)\nRequirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests[socks]->gdown) (2.1.1)\nRequirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests[socks]->gdown) (3.4)\nRequirement already satisfied: urllib3<1.27,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests[socks]->gdown) (1.26.15)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests[socks]->gdown) (2023.5.7)\nRequirement already satisfied: PySocks!=1.5.7,>=1.5.6 in /opt/conda/lib/python3.10/site-packages (from requests[socks]->gdown) (1.7.1)\nInstalling collected packages: gdown\nSuccessfully installed gdown-4.7.1\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n\u001b[0m","output_type":"stream"}]},{"cell_type":"code","source":"!rm /kaggle/working/My_labeled_data/*","metadata":{"execution":{"iopub.status.busy":"2023-08-16T04:08:17.710187Z","iopub.execute_input":"2023-08-16T04:08:17.710612Z","iopub.status.idle":"2023-08-16T04:08:18.759137Z","shell.execute_reply.started":"2023-08-16T04:08:17.710554Z","shell.execute_reply":"2023-08-16T04:08:18.757617Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"!gdown 12fjqiGnyIj5oKb0Ctg55DjvPkJnBkSIM","metadata":{"execution":{"iopub.status.busy":"2023-08-16T04:08:18.761544Z","iopub.execute_input":"2023-08-16T04:08:18.762021Z","iopub.status.idle":"2023-08-16T04:08:26.074585Z","shell.execute_reply.started":"2023-08-16T04:08:18.761964Z","shell.execute_reply":"2023-08-16T04:08:26.073430Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"Downloading...\nFrom: https://drive.google.com/uc?id=12fjqiGnyIj5oKb0Ctg55DjvPkJnBkSIM\nTo: /kaggle/working/data.zip\n100%|███████████████████████████████████████| 3.08M/3.08M [00:00<00:00, 160MB/s]\n","output_type":"stream"}]},{"cell_type":"code","source":"!unzip -q /kaggle/working/data.zip -d /kaggle/working/My_labeled_data","metadata":{"execution":{"iopub.status.busy":"2023-08-16T04:08:26.077852Z","iopub.execute_input":"2023-08-16T04:08:26.078437Z","iopub.status.idle":"2023-08-16T04:08:27.103967Z","shell.execute_reply.started":"2023-08-16T04:08:26.078395Z","shell.execute_reply":"2023-08-16T04:08:27.102641Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"!ls /kaggle/working/My_labeled_data -1 | wc -l","metadata":{"execution":{"iopub.status.busy":"2023-08-16T04:08:27.106734Z","iopub.execute_input":"2023-08-16T04:08:27.107117Z","iopub.status.idle":"2023-08-16T04:08:28.172194Z","shell.execute_reply.started":"2023-08-16T04:08:27.107077Z","shell.execute_reply":"2023-08-16T04:08:28.170977Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stdout","text":"750\n","output_type":"stream"}]},{"cell_type":"code","source":"!gdown 1WJtBGjJyKplbf-SL-jMXnMnan41AlEY2","metadata":{"execution":{"iopub.status.busy":"2023-08-16T04:08:28.173888Z","iopub.execute_input":"2023-08-16T04:08:28.174689Z","iopub.status.idle":"2023-08-16T04:08:30.894335Z","shell.execute_reply.started":"2023-08-16T04:08:28.174656Z","shell.execute_reply":"2023-08-16T04:08:30.893122Z"},"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"Downloading...\nFrom (uriginal): https://drive.google.com/uc?id=1WJtBGjJyKplbf-SL-jMXnMnan41AlEY2\nFrom (redirected): https://drive.google.com/uc?id=1WJtBGjJyKplbf-SL-jMXnMnan41AlEY2&confirm=t&uuid=fbad6ec3-816e-45a5-8807-cca275142f2a\nTo: /kaggle/working/data_all.zip\n100%|█████████████████████████████████████████| 148M/148M [00:00<00:00, 237MB/s]\n","output_type":"stream"}]},{"cell_type":"code","source":"!mkdir new_data","metadata":{"execution":{"iopub.status.busy":"2023-08-16T04:08:30.895922Z","iopub.execute_input":"2023-08-16T04:08:30.896623Z","iopub.status.idle":"2023-08-16T04:08:31.854213Z","shell.execute_reply.started":"2023-08-16T04:08:30.896583Z","shell.execute_reply":"2023-08-16T04:08:31.853063Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":"mkdir: cannot create directory ‘new_data’: File exists\n","output_type":"stream"}]},{"cell_type":"code","source":"!unzip -q data_all.zip -d new_data","metadata":{"execution":{"iopub.status.busy":"2023-08-16T04:08:31.855882Z","iopub.execute_input":"2023-08-16T04:08:31.856556Z","iopub.status.idle":"2023-08-16T04:11:03.680078Z","shell.execute_reply.started":"2023-08-16T04:08:31.856516Z","shell.execute_reply":"2023-08-16T04:11:03.678788Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stdout","text":"replace new_data/datasets/isles/mask/104_60.png? [y]es, [n]o, [A]ll, [N]one, [r]ename: ^C\n","output_type":"stream"}]},{"cell_type":"code","source":"def seed_everything(seed: int):\n import random, os\n import numpy as np\n import torch\n \n random.seed(seed)\n os.environ['PYTHONHASHSEED'] = str(seed)\n np.random.seed(seed)\n torch.manual_seed(seed)\n torch.cuda.manual_seed(seed)\n torch.backends.cudnn.deterministic = True\n torch.backends.cudnn.benchmark = True\n \nseed_everything(24)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T01:47:43.688478Z","iopub.execute_input":"2023-09-05T01:47:43.688827Z","iopub.status.idle":"2023-09-05T01:47:46.721719Z","shell.execute_reply.started":"2023-09-05T01:47:43.688801Z","shell.execute_reply":"2023-09-05T01:47:46.720765Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"code","source":"# Path to all data\nDATA_PATH = '/kaggle/working/new_data/datasets/isles/'\nMY_DATA_PATH = '/kaggle/working/My_labeled_data'\nBATCH_SIZE = 32\n# img size\nIMG_SIZE = 128\nIMAGE_DATASET_PATH = os.path.join(DATA_PATH, \"raw\")\nMASK_DATASET_PATH = os.path.join(DATA_PATH, \"mask\")\nTEST_SPLIT = 0.1","metadata":{"execution":{"iopub.status.busy":"2023-09-05T01:47:46.723752Z","iopub.execute_input":"2023-09-05T01:47:46.724354Z","iopub.status.idle":"2023-09-05T01:47:46.729916Z","shell.execute_reply.started":"2023-09-05T01:47:46.724320Z","shell.execute_reply":"2023-09-05T01:47:46.728780Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"all_imagePaths = sorted([os.path.join(IMAGE_DATASET_PATH, f) for f in os.listdir(IMAGE_DATASET_PATH)])\nall_maskPaths = sorted([os.path.join(MASK_DATASET_PATH, f) for f in os.listdir(MASK_DATASET_PATH)])\n\nmy_imagePaths = sorted([os.path.join(MY_DATA_PATH, f) for f in os.listdir(MY_DATA_PATH) if 'mask' not in f and 'DIFF' in f])\nmy_maskPaths = sorted([os.path.join(MY_DATA_PATH, f) for f in os.listdir(MY_DATA_PATH) if 'mask.png' in f and 'DIFF' in f])","metadata":{"execution":{"iopub.status.busy":"2023-09-05T01:47:46.731824Z","iopub.execute_input":"2023-09-05T01:47:46.732186Z","iopub.status.idle":"2023-09-05T01:47:46.830012Z","shell.execute_reply.started":"2023-09-05T01:47:46.732155Z","shell.execute_reply":"2023-09-05T01:47:46.829067Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"print(f'count of my images {len(my_imagePaths)}')\nprint(f'count of my masks {len(my_maskPaths)}')","metadata":{"execution":{"iopub.status.busy":"2023-09-05T01:47:46.832876Z","iopub.execute_input":"2023-09-05T01:47:46.833288Z","iopub.status.idle":"2023-09-05T01:47:46.838883Z","shell.execute_reply.started":"2023-09-05T01:47:46.833256Z","shell.execute_reply":"2023-09-05T01:47:46.837992Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"count of my images 161\ncount of my masks 161\n","output_type":"stream"}]},{"cell_type":"code","source":"print(f'count of all images {len(all_imagePaths)}')\nprint(f'count of all masks {len(all_maskPaths)}')","metadata":{"execution":{"iopub.status.busy":"2023-09-05T01:47:46.840183Z","iopub.execute_input":"2023-09-05T01:47:46.841099Z","iopub.status.idle":"2023-09-05T01:47:46.850250Z","shell.execute_reply.started":"2023-09-05T01:47:46.841051Z","shell.execute_reply":"2023-09-05T01:47:46.849337Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stdout","text":"count of all images 15659\ncount of all masks 15659\n","output_type":"stream"}]},{"cell_type":"code","source":"imagePaths = []\nmaskPaths = []","metadata":{"execution":{"iopub.status.busy":"2023-09-05T01:47:46.851504Z","iopub.execute_input":"2023-09-05T01:47:46.852200Z","iopub.status.idle":"2023-09-05T01:47:46.860349Z","shell.execute_reply.started":"2023-09-05T01:47:46.852168Z","shell.execute_reply":"2023-09-05T01:47:46.859301Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"for i, mask_path in enumerate(all_maskPaths):\n mask = cv2.imread(mask_path)\n if (mask > 0).sum() > 0:\n imagePaths.append(all_imagePaths[i])\n maskPaths.append(mask_path)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T01:47:46.861697Z","iopub.execute_input":"2023-09-05T01:47:46.862121Z","iopub.status.idle":"2023-09-05T01:48:14.631653Z","shell.execute_reply.started":"2023-09-05T01:47:46.862068Z","shell.execute_reply":"2023-09-05T01:48:14.630648Z"},"trusted":true},"execution_count":8,"outputs":[]},{"cell_type":"code","source":"print(f'count of images {len(imagePaths)}')\nprint(f'count of masks {len(maskPaths)}')","metadata":{"execution":{"iopub.status.busy":"2023-09-05T01:48:14.632973Z","iopub.execute_input":"2023-09-05T01:48:14.633430Z","iopub.status.idle":"2023-09-05T01:48:14.639040Z","shell.execute_reply.started":"2023-09-05T01:48:14.633397Z","shell.execute_reply":"2023-09-05T01:48:14.638112Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stdout","text":"count of images 4819\ncount of masks 4819\n","output_type":"stream"}]},{"cell_type":"code","source":"samples = random.sample(population=my_imagePaths, k=5)\nsample_imgs = []\n\nfor s in samples:\n filename = s.split(os.path.sep)[-1]\n groundTruthPath = os.path.join(MY_DATA_PATH, f'{filename[:-4]}_mask.png')\n img = cv2.resize(cv2.imread(s), (IMG_SIZE, IMG_SIZE))\n mask = cv2.resize(cv2.imread(groundTruthPath), (IMG_SIZE, IMG_SIZE))\n sample_imgs.extend([img, mask])\n\nsample_imgs_arr = np.hstack(np.array(sample_imgs[::2]))\nsample_masks_arr = np.hstack(np.array(sample_imgs[1::2]))\n\nfig = plt.figure(figsize=(25., 25.))\ngrid = ImageGrid(fig, 111, # similar to subplot(111)\n nrows_ncols=(2, 1), # creates 2x2 grid of axes\n axes_pad=0.1, # pad between axes in inch.\n )\n\n\ngrid[0].imshow(sample_imgs_arr)\ngrid[0].set_title(\"DWI Images\", fontsize=15)\ngrid[0].axis(\"off\")\ngrid[1].imshow(sample_masks_arr)\ngrid[1].set_title(\"Annotation Masks\", fontsize=15, y=0.9)\ngrid[1].axis(\"off\")\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2023-09-05T01:48:14.640644Z","iopub.execute_input":"2023-09-05T01:48:14.641299Z","iopub.status.idle":"2023-09-05T01:48:15.166701Z","shell.execute_reply.started":"2023-09-05T01:48:14.641267Z","shell.execute_reply":"2023-09-05T01:48:15.165769Z"},"trusted":true},"execution_count":10,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 2500x2500 with 4 Axes>","image/png":"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install albumentations==0.4.6","metadata":{"execution":{"iopub.status.busy":"2023-09-05T01:57:28.836865Z","iopub.execute_input":"2023-09-05T01:57:28.837344Z","iopub.status.idle":"2023-09-05T01:57:43.236881Z","shell.execute_reply.started":"2023-09-05T01:57:28.837304Z","shell.execute_reply":"2023-09-05T01:57:43.235776Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"Collecting albumentations==0.4.6\n Downloading albumentations-0.4.6.tar.gz (117 kB)\n\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m117.2/117.2 kB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25ldone\n\u001b[?25hRequirement already satisfied: numpy>=1.11.1 in /opt/conda/lib/python3.10/site-packages (from albumentations==0.4.6) (1.23.5)\nRequirement already satisfied: scipy in /opt/conda/lib/python3.10/site-packages (from albumentations==0.4.6) (1.10.1)\nRequirement already satisfied: imgaug>=0.4.0 in /opt/conda/lib/python3.10/site-packages (from albumentations==0.4.6) (0.4.0)\nRequirement already satisfied: PyYAML in /opt/conda/lib/python3.10/site-packages (from albumentations==0.4.6) (5.4.1)\nRequirement already satisfied: opencv-python>=4.1.1 in /opt/conda/lib/python3.10/site-packages (from albumentations==0.4.6) (4.5.4.60)\nRequirement already satisfied: six in /opt/conda/lib/python3.10/site-packages (from imgaug>=0.4.0->albumentations==0.4.6) (1.16.0)\nRequirement already satisfied: Pillow in /opt/conda/lib/python3.10/site-packages (from imgaug>=0.4.0->albumentations==0.4.6) (9.5.0)\nRequirement already satisfied: matplotlib in /opt/conda/lib/python3.10/site-packages (from imgaug>=0.4.0->albumentations==0.4.6) (3.6.3)\nRequirement already satisfied: scikit-image>=0.14.2 in /opt/conda/lib/python3.10/site-packages (from imgaug>=0.4.0->albumentations==0.4.6) (0.20.0)\nRequirement already satisfied: imageio in /opt/conda/lib/python3.10/site-packages (from imgaug>=0.4.0->albumentations==0.4.6) (2.28.1)\nRequirement already satisfied: Shapely in /opt/conda/lib/python3.10/site-packages (from imgaug>=0.4.0->albumentations==0.4.6) (1.8.5.post1)\nRequirement already satisfied: networkx>=2.8 in /opt/conda/lib/python3.10/site-packages (from scikit-image>=0.14.2->imgaug>=0.4.0->albumentations==0.4.6) (3.1)\nRequirement already satisfied: tifffile>=2019.7.26 in /opt/conda/lib/python3.10/site-packages (from scikit-image>=0.14.2->imgaug>=0.4.0->albumentations==0.4.6) (2023.4.12)\nRequirement already satisfied: PyWavelets>=1.1.1 in /opt/conda/lib/python3.10/site-packages (from scikit-image>=0.14.2->imgaug>=0.4.0->albumentations==0.4.6) (1.4.1)\nRequirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.10/site-packages (from scikit-image>=0.14.2->imgaug>=0.4.0->albumentations==0.4.6) (21.3)\nRequirement already satisfied: lazy_loader>=0.1 in /opt/conda/lib/python3.10/site-packages (from scikit-image>=0.14.2->imgaug>=0.4.0->albumentations==0.4.6) (0.2)\nRequirement already satisfied: contourpy>=1.0.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib->imgaug>=0.4.0->albumentations==0.4.6) (1.0.7)\nRequirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.10/site-packages (from matplotlib->imgaug>=0.4.0->albumentations==0.4.6) (0.11.0)\nRequirement already satisfied: fonttools>=4.22.0 in /opt/conda/lib/python3.10/site-packages (from matplotlib->imgaug>=0.4.0->albumentations==0.4.6) (4.39.3)\nRequirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib->imgaug>=0.4.0->albumentations==0.4.6) (1.4.4)\nRequirement already satisfied: pyparsing>=2.2.1 in /opt/conda/lib/python3.10/site-packages (from matplotlib->imgaug>=0.4.0->albumentations==0.4.6) (3.0.9)\nRequirement already satisfied: python-dateutil>=2.7 in /opt/conda/lib/python3.10/site-packages (from matplotlib->imgaug>=0.4.0->albumentations==0.4.6) (2.8.2)\nBuilding wheels for collected packages: albumentations\n Building wheel for albumentations (setup.py) ... \u001b[?25ldone\n\u001b[?25h Created wheel for albumentations: filename=albumentations-0.4.6-py3-none-any.whl size=65173 sha256=c7f63b35a24e22b43522b448ddb4ff692394f4133d7a314931f5dc16fa9e8e85\n Stored in directory: /root/.cache/pip/wheels/f9/d7/0c/6ed42fd872f7d1af78b25045f8b16be330f2c70ae72c83e37d\nSuccessfully built albumentations\nInstalling collected packages: albumentations\n Attempting uninstall: albumentations\n Found existing installation: albumentations 1.3.0\n Uninstalling albumentations-1.3.0:\n Successfully uninstalled albumentations-1.3.0\nSuccessfully installed albumentations-0.4.6\n\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n\u001b[0m","output_type":"stream"}]},{"cell_type":"code","source":"!pip freeze | grep scipy","metadata":{"execution":{"iopub.status.busy":"2023-08-24T01:40:04.483976Z","iopub.execute_input":"2023-08-24T01:40:04.484363Z","iopub.status.idle":"2023-08-24T01:40:07.493216Z","shell.execute_reply.started":"2023-08-24T01:40:04.484321Z","shell.execute_reply":"2023-08-24T01:40:07.492092Z"},"trusted":true},"execution_count":14,"outputs":[{"name":"stdout","text":"scipy==1.10.1\n","output_type":"stream"}]},{"cell_type":"code","source":"import torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nfrom torch.utils.data import Dataset, DataLoader\n\nimport albumentations as A\nfrom albumentations.pytorch import ToTensor, ToTensorV2\n\nfrom sklearn.model_selection import train_test_split","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:03.674826Z","iopub.execute_input":"2023-09-05T02:01:03.675237Z","iopub.status.idle":"2023-09-05T02:01:05.246988Z","shell.execute_reply.started":"2023-09-05T02:01:03.675204Z","shell.execute_reply":"2023-09-05T02:01:05.246033Z"},"trusted":true},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:05.249127Z","iopub.execute_input":"2023-09-05T02:01:05.249460Z","iopub.status.idle":"2023-09-05T02:01:05.279127Z","shell.execute_reply.started":"2023-09-05T02:01:05.249429Z","shell.execute_reply":"2023-09-05T02:01:05.276618Z"},"trusted":true},"execution_count":13,"outputs":[]},{"cell_type":"code","source":"device","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:05.280760Z","iopub.execute_input":"2023-09-05T02:01:05.281437Z","iopub.status.idle":"2023-09-05T02:01:05.294268Z","shell.execute_reply.started":"2023-09-05T02:01:05.281403Z","shell.execute_reply":"2023-09-05T02:01:05.293376Z"},"trusted":true},"execution_count":14,"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":"device(type='cuda')"},"metadata":{}}]},{"cell_type":"code","source":"class BrainMriDataset(Dataset):\n def __init__(self, image_paths, mask_paths, transforms):\n \n self.image_paths = image_paths\n self.mask_paths = mask_paths\n self.transforms = transforms\n \n def __len__(self):\n return len(self.image_paths)\n \n def __getitem__(self, idx):\n image = cv2.imread(self.image_paths[idx])\n mask = cv2.imread(self.mask_paths[idx], 0)\n\n augmented = self.transforms(image=image, \n mask=mask)\n \n image = augmented['image']\n mask = augmented['mask'] \n \n return image, mask\n \n # unnormilize mask\n #mask = torch.clamp(mask.float(), min=0, max=1)\n #mask = torch.ceil(mask) ","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:05.296708Z","iopub.execute_input":"2023-09-05T02:01:05.297305Z","iopub.status.idle":"2023-09-05T02:01:05.307610Z","shell.execute_reply.started":"2023-09-05T02:01:05.297272Z","shell.execute_reply":"2023-09-05T02:01:05.306634Z"},"trusted":true},"execution_count":15,"outputs":[]},{"cell_type":"code","source":"PATCH_SIZE = 128#256\n\nstrong_transforms = A.Compose([\n A.RandomResizedCrop(width = PATCH_SIZE, height = PATCH_SIZE, p=1.0),\n A.HorizontalFlip(p=0.5),\n A.VerticalFlip(p=0.5),\n A.RandomRotate90(p=0.5),\n A.Transpose(p=0.5),\n A.ShiftScaleRotate(shift_limit=0.01, scale_limit=0.04, rotate_limit=0, p=0.25),\n \n # Pixels\n A.RandomBrightnessContrast(p=0.5),\n A.RandomGamma(p=0.25),\n A.IAAEmboss(p=0.25),\n A.Blur(p=0.01, blur_limit = 3),\n \n # Affine\n A.OneOf([\n A.ElasticTransform(p=0.5, alpha=120, sigma=120 * 0.05, alpha_affine=120 * 0.03),\n A.GridDistortion(p=0.5),\n A.OpticalDistortion(p=1, distort_limit=2, shift_limit=0.5) \n ], p=0.8),\n \n A.Normalize(p=1.0),\n #https://albumentations.readthedocs.io/en/latest/api/pytorch.html?highlight=ToTensor#albumentations.pytorch.transforms.ToTensor\n ToTensor(),\n])\n\n\ntransforms = A.Compose([\n A.Resize(width = PATCH_SIZE, height = PATCH_SIZE, p=1.0),\n A.HorizontalFlip(p=0.5),\n A.VerticalFlip(p=0.5),\n A.RandomRotate90(p=0.5),\n A.Transpose(p=0.5),\n A.ShiftScaleRotate(shift_limit=0.01, scale_limit=0.04, rotate_limit=0, p=0.25),\n\n \n A.Normalize(p=1.0),\n ToTensor(),\n])\n\nfinal_test_transforms = A.Compose([\n A.Resize(width = PATCH_SIZE, height = PATCH_SIZE, p=1.0),\n A.Normalize(p=1.0),\n ToTensor(),\n])","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:05.308877Z","iopub.execute_input":"2023-09-05T02:01:05.309164Z","iopub.status.idle":"2023-09-05T02:01:05.323867Z","shell.execute_reply.started":"2023-09-05T02:01:05.309142Z","shell.execute_reply":"2023-09-05T02:01:05.323186Z"},"trusted":true},"execution_count":16,"outputs":[]},{"cell_type":"code","source":"trainImages, testImages, trainMasks, testMasks = train_test_split(imagePaths, maskPaths, test_size=0.08, random_state=42)\ntrainImages, valImages, trainMasks, valMasks = train_test_split(trainImages, trainMasks, test_size=0.1, random_state=42)\n\n\n#train_df = train_df[:1000]\nprint(f\"Train: {len(trainImages)} \\nVal: {len(valImages)} \\nTest: {len(testImages)}\")","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:05.698734Z","iopub.execute_input":"2023-09-05T02:01:05.699446Z","iopub.status.idle":"2023-09-05T02:01:05.715845Z","shell.execute_reply.started":"2023-09-05T02:01:05.699409Z","shell.execute_reply":"2023-09-05T02:01:05.714513Z"},"trusted":true},"execution_count":17,"outputs":[{"name":"stdout","text":"Train: 3989 \nVal: 444 \nTest: 386\n","output_type":"stream"}]},{"cell_type":"code","source":"my_trainImages, my_testImages, my_trainMasks, my_testMasks = train_test_split(my_imagePaths, my_maskPaths, test_size=0.31, random_state=42)\nmy_trainImages, my_valImages, my_trainMasks, my_valMasks = train_test_split(my_trainImages, my_trainMasks, test_size=0.1, random_state=42)\n\n\n#train_df = train_df[:1000]\nprint(f\"Train: {len(my_trainImages)} \\nVal: {len(my_valImages)} \\nTest: {len(my_testImages)}\")","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:07.169746Z","iopub.execute_input":"2023-09-05T02:01:07.170122Z","iopub.status.idle":"2023-09-05T02:01:07.178210Z","shell.execute_reply.started":"2023-09-05T02:01:07.170072Z","shell.execute_reply":"2023-09-05T02:01:07.177302Z"},"trusted":true},"execution_count":18,"outputs":[{"name":"stdout","text":"Train: 99 \nVal: 12 \nTest: 50\n","output_type":"stream"}]},{"cell_type":"code","source":"[x.split('/')[-1] for x in my_testMasks]","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:10.584316Z","iopub.execute_input":"2023-09-05T02:01:10.584666Z","iopub.status.idle":"2023-09-05T02:01:10.592695Z","shell.execute_reply.started":"2023-09-05T02:01:10.584639Z","shell.execute_reply":"2023-09-05T02:01:10.591635Z"},"trusted":true},"execution_count":19,"outputs":[{"execution_count":19,"output_type":"execute_result","data":{"text/plain":"['5175430_20230108_DIFF_00006221_mask.png',\n '5182256_20230112_DIFF_00004950_mask.png',\n '5198496_20230125_DIFF_00003826_mask.png',\n '5065797_20221013_DIFF_00004704_mask.png',\n '5172713_20230104_DIFF_00007782_mask.png',\n '4976755_20220727_DIFF_00002442_mask.png',\n '5175430_20230108_DIFF_00006217_mask.png',\n '5051118_20221001_DIFF_00005142_mask.png',\n '5172713_20230104_DIFF_00007788_mask.png',\n '5200543_20230126_DIFF_00002521_mask.png',\n '4918665_20220612_DIFF_00002306_mask.png',\n '5140631_20221213_DIFF_00005946_mask.png',\n '4902096_20220527_DIFF_00001371_mask.png',\n '5110309_20221117_DIFF_00004924_mask.png',\n '4929694_20220620_DIFF_00008078_mask.png',\n '4977585_20220728_DIFF_00002189_mask.png',\n '5193212_20230122_DIFF_00006883_mask.png',\n '5200555_20230126_DIFF_00001860_mask.png',\n '5172713_20230104_DIFF_00007786_mask.png',\n '4902096_20220527_DIFF_00001372_mask.png',\n '5110691_20221118_DIFF_00003698_mask.png',\n '4910382_20220603_DIFF_00001220_mask.png',\n '4876140_20220509_DIFF_00001236_mask.png',\n '4876140_20220509_DIFF_00001233_mask.png',\n '4977585_20220728_DIFF_00002190_mask.png',\n '5209768_20230202_DIFF_00005889_mask.png',\n '5172713_20230104_DIFF_00007785_mask.png',\n '5065797_20221013_DIFF_00004705_mask.png',\n '5196877_20230125_DIFF_00005246_mask.png',\n '5175430_20230108_DIFF_00006220_mask.png',\n '5198496_20230125_DIFF_00003821_mask.png',\n '5122649_20221127_DIFF_00002866_mask.png',\n '5065797_20221013_DIFF_00004709_mask.png',\n '5190387_20230119_DIFF_00009595_mask.png',\n '4702625_20211203_DIFF_00001069_mask.png',\n '5193212_20230122_DIFF_00006878_mask.png',\n '5036171_20220915_DIFF_00000921_mask.png',\n '5018719_20220901_DIFF_00002944_mask.png',\n '5110309_20221117_DIFF_00004927_mask.png',\n '5160840_20221227_DIFF_00000095_mask.png',\n '4976755_20220727_DIFF_00002439_mask.png',\n '5198496_20230125_DIFF_00003823_mask.png',\n '5140631_20221213_DIFF_00005944_mask.png',\n '5172713_20230104_DIFF_00007784_mask.png',\n '5196877_20230125_DIFF_00005245_mask.png',\n '4986150_20220804_DIFF_00002302_mask.png',\n '5122649_20221127_DIFF_00002869_mask.png',\n '4929694_20220620_DIFF_00008076_mask.png',\n '5200543_20230126_DIFF_00002522_mask.png',\n '5110309_20221117_DIFF_00004925_mask.png']"},"metadata":{}}]},{"cell_type":"code","source":"# train\ntrain_dataset = BrainMriDataset(image_paths=trainImages, mask_paths=trainMasks, transforms=strong_transforms)\ntrain_dataloader = DataLoader(train_dataset, batch_size=BATCH_SIZE, num_workers=0, shuffle=True)\n\n# val\nval_dataset = BrainMriDataset(image_paths=valImages, mask_paths=valMasks, transforms=strong_transforms)\nval_dataloader = DataLoader(val_dataset, batch_size=BATCH_SIZE, num_workers=0, shuffle=False)\n\n#test\ntest_dataset = BrainMriDataset(image_paths=testImages, mask_paths=testMasks, transforms=transforms)\ntest_dataloader = DataLoader(test_dataset, batch_size=BATCH_SIZE, num_workers=0, shuffle=False)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:14.679797Z","iopub.execute_input":"2023-09-05T02:01:14.680178Z","iopub.status.idle":"2023-09-05T02:01:14.687295Z","shell.execute_reply.started":"2023-09-05T02:01:14.680150Z","shell.execute_reply":"2023-09-05T02:01:14.686382Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"# train\nmy_train_dataset = BrainMriDataset(image_paths=my_trainImages, mask_paths=my_trainMasks, transforms=strong_transforms)\nmy_train_dataloader = DataLoader(my_train_dataset, batch_size=BATCH_SIZE, num_workers=0, shuffle=True)\n\n# val\nmy_val_dataset = BrainMriDataset(image_paths=my_valImages, mask_paths=my_valMasks, transforms=strong_transforms)\nmy_val_dataloader = DataLoader(my_val_dataset, batch_size=BATCH_SIZE, num_workers=0, shuffle=False)\n\n#test\nmy_test_dataset = BrainMriDataset(image_paths=my_testImages, mask_paths=my_testMasks, transforms=transforms)\nmy_test_dataloader = DataLoader(my_test_dataset, batch_size=BATCH_SIZE, num_workers=0, shuffle=False)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:17.519704Z","iopub.execute_input":"2023-09-05T02:01:17.520068Z","iopub.status.idle":"2023-09-05T02:01:17.527055Z","shell.execute_reply.started":"2023-09-05T02:01:17.520040Z","shell.execute_reply":"2023-09-05T02:01:17.526167Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"all_my_test_dataset = BrainMriDataset(image_paths=my_imagePaths, mask_paths=my_maskPaths, transforms=final_test_transforms)\nall_my_test_dataloader = DataLoader(all_my_test_dataset, batch_size=BATCH_SIZE, num_workers=0, shuffle=False)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:18.015124Z","iopub.execute_input":"2023-09-05T02:01:18.015476Z","iopub.status.idle":"2023-09-05T02:01:18.022440Z","shell.execute_reply.started":"2023-09-05T02:01:18.015449Z","shell.execute_reply":"2023-09-05T02:01:18.021163Z"},"trusted":true},"execution_count":22,"outputs":[]},{"cell_type":"code","source":"def show_aug(inputs, nrows=5, ncols=5, image=True):\n plt.figure(figsize=(10, 10))\n plt.subplots_adjust(wspace=0., hspace=0.)\n i_ = 0\n \n if len(inputs) > 25:\n inputs = inputs[:25]\n \n for idx in range(len(inputs)):\n \n # normalization\n if image is True: \n img = inputs[idx].numpy().transpose(1,2,0)\n mean = [0.485, 0.456, 0.406]\n std = [0.229, 0.224, 0.225] \n img = (img*std+mean).astype(np.float32)\n else:\n img = inputs[idx].numpy().astype(np.float32)\n img = img[0,:,:]\n \n #plot\n #print(img.max(), len(np.unique(img)))\n plt.subplot(nrows, ncols, i_+1)\n plt.imshow(img); \n plt.axis('off')\n \n i_ += 1\n \n return plt.show()\n\n \nimages, masks = next(iter(my_train_dataloader))\nprint(images.shape, masks.shape)\n\nshow_aug(images)\nshow_aug(masks, image=False)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:19.990642Z","iopub.execute_input":"2023-09-05T02:01:19.990997Z","iopub.status.idle":"2023-09-05T02:01:22.245828Z","shell.execute_reply.started":"2023-09-05T02:01:19.990967Z","shell.execute_reply":"2023-09-05T02:01:22.244966Z"},"trusted":true},"execution_count":23,"outputs":[{"name":"stdout","text":"torch.Size([32, 3, 128, 128]) torch.Size([32, 1, 128, 128])\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x1000 with 25 Axes>","image/png":"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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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"},"metadata":{}}]},{"cell_type":"code","source":"def double_conv(in_channels, out_channels):\n return nn.Sequential(\n nn.Conv2d(in_channels, out_channels, 3, padding=1),\n nn.ReLU(inplace=True),\n nn.Conv2d(out_channels, out_channels, 3, padding=1),\n nn.ReLU(inplace=True))","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:49.899485Z","iopub.execute_input":"2023-09-05T02:01:49.899869Z","iopub.status.idle":"2023-09-05T02:01:49.906005Z","shell.execute_reply.started":"2023-09-05T02:01:49.899839Z","shell.execute_reply":"2023-09-05T02:01:49.904976Z"},"trusted":true},"execution_count":24,"outputs":[]},{"cell_type":"code","source":"class UNet(nn.Module):\n\n def __init__(self, n_classes):\n super().__init__()\n \n self.conv_down1 = double_conv(3, 64)\n self.conv_down2 = double_conv(64, 128)\n self.conv_down3 = double_conv(128, 256)\n self.conv_down4 = double_conv(256, 512) \n\n self.maxpool = nn.MaxPool2d(2)\n self.upsample = nn.Upsample(scale_factor=2, mode='bilinear', align_corners=True) \n \n self.conv_up3 = double_conv(256 + 512, 256)\n self.conv_up2 = double_conv(128 + 256, 128)\n self.conv_up1 = double_conv(128 + 64, 64)\n \n self.last_conv = nn.Conv2d(64, n_classes, kernel_size=1)\n \n \n def forward(self, x):\n # Batch - 1d tensor. N_channels - 1d tensor, IMG_SIZE - 2d tensor.\n # Example: x.shape >>> (10, 3, 256, 256).\n \n conv1 = self.conv_down1(x) # <- BATCH, 3, IMG_SIZE -> BATCH, 64, IMG_SIZE..\n x = self.maxpool(conv1) # <- BATCH, 64, IMG_SIZE -> BATCH, 64, IMG_SIZE 2x down.\n conv2 = self.conv_down2(x) # <- BATCH, 64, IMG_SIZE -> BATCH,128, IMG_SIZE.\n x = self.maxpool(conv2) # <- BATCH, 128, IMG_SIZE -> BATCH, 128, IMG_SIZE 2x down.\n conv3 = self.conv_down3(x) # <- BATCH, 128, IMG_SIZE -> BATCH, 256, IMG_SIZE.\n x = self.maxpool(conv3) # <- BATCH, 256, IMG_SIZE -> BATCH, 256, IMG_SIZE 2x down.\n x = self.conv_down4(x) # <- BATCH, 256, IMG_SIZE -> BATCH, 512, IMG_SIZE.\n x = self.upsample(x) # <- BATCH, 512, IMG_SIZE -> BATCH, 512, IMG_SIZE 2x up.\n \n #(Below the same) N this == N this. Because the first N is upsampled.\n x = torch.cat([x, conv3], dim=1) # <- BATCH, 512, IMG_SIZE & BATCH, 256, IMG_SIZE--> BATCH, 768, IMG_SIZE.\n \n x = self.conv_up3(x) # <- BATCH, 768, IMG_SIZE --> BATCH, 256, IMG_SIZE. \n x = self.upsample(x) # <- BATCH, 256, IMG_SIZE -> BATCH, 256, IMG_SIZE 2x up. \n x = torch.cat([x, conv2], dim=1) # <- BATCH, 256,IMG_SIZE & BATCH, 128, IMG_SIZE --> BATCH, 384, IMG_SIZE. \n\n x = self.conv_up2(x) # <- BATCH, 384, IMG_SIZE --> BATCH, 128 IMG_SIZE. \n x = self.upsample(x) # <- BATCH, 128, IMG_SIZE --> BATCH, 128, IMG_SIZE 2x up. \n x = torch.cat([x, conv1], dim=1) # <- BATCH, 128, IMG_SIZE & BATCH, 64, IMG_SIZE --> BATCH, 192, IMG_SIZE. \n \n x = self.conv_up1(x) # <- BATCH, 128, IMG_SIZE --> BATCH, 64, IMG_SIZE.\n \n out = self.last_conv(x) # <- BATCH, 64, IMG_SIZE --> BATCH, n_classes, IMG_SIZE.\n out = torch.sigmoid(out)\n \n return out","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:50.156496Z","iopub.execute_input":"2023-09-05T02:01:50.156812Z","iopub.status.idle":"2023-09-05T02:01:50.168888Z","shell.execute_reply.started":"2023-09-05T02:01:50.156786Z","shell.execute_reply":"2023-09-05T02:01:50.167833Z"},"trusted":true},"execution_count":25,"outputs":[]},{"cell_type":"code","source":"# unet = UNet(n_classes=1).to(device)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:51.044820Z","iopub.execute_input":"2023-09-05T02:01:51.045186Z","iopub.status.idle":"2023-09-05T02:01:51.049300Z","shell.execute_reply.started":"2023-09-05T02:01:51.045158Z","shell.execute_reply":"2023-09-05T02:01:51.048418Z"},"trusted":true},"execution_count":26,"outputs":[]},{"cell_type":"code","source":"class ConvReluUpsample(nn.Module):\n def __init__(self, in_channels, out_channels, upsample=False):\n super().__init__()\n self.upsample = upsample\n self.make_upsample = nn.Upsample(scale_factor=2, mode='bilinear', align_corners=True)\n \n self.block = nn.Sequential(\n nn.Conv2d(\n in_channels, out_channels, (3, 3), stride=1, padding=1, bias=False\n ),\n nn.GroupNorm(32, out_channels),\n nn.ReLU(inplace=True),\n )\n\n def forward(self, x):\n x = self.block(x)\n if self.upsample:\n x = self.make_upsample(x)\n return x\n\n\n\nclass SegmentationBlock(nn.Module):\n def __init__(self, in_channels, out_channels, n_upsamples=0):\n super().__init__()\n\n blocks = [ConvReluUpsample(in_channels, out_channels, upsample=bool(n_upsamples))]\n\n if n_upsamples > 1:\n for _ in range(1, n_upsamples):\n blocks.append(ConvReluUpsample(out_channels, out_channels, upsample=True))\n\n self.block = nn.Sequential(*blocks)\n\n def forward(self, x):\n return self.block(x)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:51.477070Z","iopub.execute_input":"2023-09-05T02:01:51.478221Z","iopub.status.idle":"2023-09-05T02:01:51.488466Z","shell.execute_reply.started":"2023-09-05T02:01:51.478180Z","shell.execute_reply":"2023-09-05T02:01:51.487365Z"},"trusted":true},"execution_count":27,"outputs":[]},{"cell_type":"code","source":"class FPN(nn.Module):\n\n def __init__(self, n_classes=1, \n pyramid_channels=256, \n segmentation_channels=256):\n super().__init__()\n \n # Bottom-up layers\n self.conv_down1 = double_conv(3, 64)\n self.conv_down2 = double_conv(64, 128)\n self.conv_down3 = double_conv(128, 256)\n self.conv_down4 = double_conv(256, 512) \n self.conv_down5 = double_conv(512, 1024) \n self.maxpool = nn.MaxPool2d(2)\n \n # Top layer\n self.toplayer = nn.Conv2d(1024, 256, kernel_size=1, stride=1, padding=0) # Reduce channels\n\n # Smooth layers\n self.smooth1 = nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1)\n self.smooth2 = nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1)\n self.smooth3 = nn.Conv2d(256, 256, kernel_size=3, stride=1, padding=1)\n\n # Lateral layers\n self.latlayer1 = nn.Conv2d(512, 256, kernel_size=1, stride=1, padding=0)\n self.latlayer2 = nn.Conv2d(256, 256, kernel_size=1, stride=1, padding=0)\n self.latlayer3 = nn.Conv2d(128, 256, kernel_size=1, stride=1, padding=0)\n \n # Segmentation block layers\n self.seg_blocks = nn.ModuleList([\n SegmentationBlock(pyramid_channels, segmentation_channels, n_upsamples=n_upsamples)\n for n_upsamples in [0, 1, 2, 3]\n ])\n \n # Last layer\n self.last_conv = nn.Conv2d(256, n_classes, kernel_size=1, stride=1, padding=0)\n \n def upsample_add(self, x, y):\n _,_,H,W = y.size()\n upsample = nn.Upsample(size=(H,W), mode='bilinear', align_corners=True) \n \n return upsample(x) + y\n \n def upsample(self, x, h, w):\n sample = nn.Upsample(size=(h, w), mode='bilinear', align_corners=True)\n return sample(x)\n \n def forward(self, x):\n \n # Bottom-up\n c1 = self.maxpool(self.conv_down1(x))\n c2 = self.maxpool(self.conv_down2(c1))\n c3 = self.maxpool(self.conv_down3(c2))\n c4 = self.maxpool(self.conv_down4(c3))\n c5 = self.maxpool(self.conv_down5(c4)) \n \n # Top-down\n p5 = self.toplayer(c5) \n p4 = self.upsample_add(p5, self.latlayer1(c4)) \n p3 = self.upsample_add(p4, self.latlayer2(c3))\n p2 = self.upsample_add(p3, self.latlayer3(c2)) \n \n # Smooth\n p4 = self.smooth1(p4)\n p3 = self.smooth2(p3)\n p2 = self.smooth3(p2)\n \n # Segmentation\n _, _, h, w = p2.size()\n feature_pyramid = [seg_block(p) for seg_block, p in zip(self.seg_blocks, [p2, p3, p4, p5])]\n \n out = self.upsample(self.last_conv(sum(feature_pyramid)), 4 * h, 4 * w)\n \n out = torch.sigmoid(out)\n return out","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:51.978386Z","iopub.execute_input":"2023-09-05T02:01:51.978738Z","iopub.status.idle":"2023-09-05T02:01:51.996720Z","shell.execute_reply.started":"2023-09-05T02:01:51.978710Z","shell.execute_reply":"2023-09-05T02:01:51.995650Z"},"trusted":true},"execution_count":28,"outputs":[]},{"cell_type":"code","source":"# fpn = FPN().to(device)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:52.556883Z","iopub.execute_input":"2023-09-05T02:01:52.557259Z","iopub.status.idle":"2023-09-05T02:01:52.562016Z","shell.execute_reply.started":"2023-09-05T02:01:52.557230Z","shell.execute_reply":"2023-09-05T02:01:52.561124Z"},"trusted":true},"execution_count":29,"outputs":[]},{"cell_type":"code","source":"from torchvision.models import resnext50_32x4d\n\nclass ConvRelu(nn.Module):\n def __init__(self, in_channels, out_channels, kernel, padding):\n super().__init__()\n\n self.convrelu = nn.Sequential(\n nn.Conv2d(in_channels, out_channels, kernel, padding=padding),\n nn.ReLU(inplace=True)\n )\n\n def forward(self, x):\n x = self.convrelu(x)\n return x\n\nclass DecoderBlock(nn.Module):\n def __init__(self, in_channels, out_channels):\n super().__init__()\n \n self.conv1 = ConvRelu(in_channels, in_channels // 4, 1, 0)\n \n self.deconv = nn.ConvTranspose2d(in_channels // 4, in_channels // 4, kernel_size=4,\n stride=2, padding=1, output_padding=0)\n \n self.conv2 = ConvRelu(in_channels // 4, out_channels, 1, 0)\n\n def forward(self, x):\n x = self.conv1(x)\n x = self.deconv(x)\n x = self.conv2(x)\n\n return x","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:52.875630Z","iopub.execute_input":"2023-09-05T02:01:52.875986Z","iopub.status.idle":"2023-09-05T02:01:52.886313Z","shell.execute_reply.started":"2023-09-05T02:01:52.875958Z","shell.execute_reply":"2023-09-05T02:01:52.885173Z"},"trusted":true},"execution_count":30,"outputs":[]},{"cell_type":"code","source":"class ResNeXtUNet(nn.Module):\n\n def __init__(self, n_classes):\n super().__init__()\n \n self.base_model = resnext50_32x4d(pretrained=True)\n self.base_layers = list(self.base_model.children())\n filters = [4*64, 4*128, 4*256, 4*512]\n \n # Down\n self.encoder0 = nn.Sequential(*self.base_layers[:3])\n self.encoder1 = nn.Sequential(*self.base_layers[4])\n self.encoder2 = nn.Sequential(*self.base_layers[5])\n self.encoder3 = nn.Sequential(*self.base_layers[6])\n self.encoder4 = nn.Sequential(*self.base_layers[7])\n\n # Up\n self.decoder4 = DecoderBlock(filters[3], filters[2])\n self.decoder3 = DecoderBlock(filters[2], filters[1])\n self.decoder2 = DecoderBlock(filters[1], filters[0])\n self.decoder1 = DecoderBlock(filters[0], filters[0])\n\n # Final Classifier\n self.last_conv0 = ConvRelu(256, 128, 3, 1)\n self.last_conv1 = nn.Conv2d(128, n_classes, 3, padding=1)\n \n \n def forward(self, x):\n # Down\n x = self.encoder0(x)\n e1 = self.encoder1(x)\n e2 = self.encoder2(e1)\n e3 = self.encoder3(e2)\n e4 = self.encoder4(e3)\n\n # Up + sc\n d4 = self.decoder4(e4) + e3\n d3 = self.decoder3(d4) + e2\n d2 = self.decoder2(d3) + e1\n d1 = self.decoder1(d2)\n\n # final classifier\n out = self.last_conv0(d1)\n out = self.last_conv1(out)\n out = torch.sigmoid(out)\n \n return out\n","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:53.555809Z","iopub.execute_input":"2023-09-05T02:01:53.556181Z","iopub.status.idle":"2023-09-05T02:01:53.567744Z","shell.execute_reply.started":"2023-09-05T02:01:53.556152Z","shell.execute_reply":"2023-09-05T02:01:53.566508Z"},"trusted":true},"execution_count":31,"outputs":[]},{"cell_type":"code","source":"# rx50 = ResNeXtUNet(n_classes=1).to(device)\n# rx50 = torch.load('/kaggle/working/ResNeXt50_v4.pth')\n# rx50 = ResNeXtUNet(n_classes=1).to(device)\n# rx50.load_state_dict(torch.load('/kaggle/working/ResNeXt50_v4.pth'))\n# model.eval()","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:54.790054Z","iopub.execute_input":"2023-09-05T02:01:54.790848Z","iopub.status.idle":"2023-09-05T02:01:54.795160Z","shell.execute_reply.started":"2023-09-05T02:01:54.790813Z","shell.execute_reply":"2023-09-05T02:01:54.794192Z"},"trusted":true},"execution_count":32,"outputs":[]},{"cell_type":"code","source":"def dice_coef_metric(inputs, target):\n intersection = 2.0 * (target * inputs).sum()\n union = target.sum() + inputs.sum()\n if target.sum() == 0 and inputs.sum() == 0:\n return 1.0\n return intersection / union\n\n# Metric check\ndice_coef_metric(np.array([0., 0.9]), \n np.array([0., 1]))","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:55.473503Z","iopub.execute_input":"2023-09-05T02:01:55.474699Z","iopub.status.idle":"2023-09-05T02:01:55.484857Z","shell.execute_reply.started":"2023-09-05T02:01:55.474659Z","shell.execute_reply":"2023-09-05T02:01:55.483868Z"},"trusted":true},"execution_count":33,"outputs":[{"execution_count":33,"output_type":"execute_result","data":{"text/plain":"0.9473684210526316"},"metadata":{}}]},{"cell_type":"code","source":"def dice_coef_loss(inputs, target):\n smooth = 1.0\n intersection = 2.0 * ((target * inputs).sum()) + smooth\n union = target.sum() + inputs.sum() + smooth\n\n return 1 - (intersection / union)\n\n\ndef bce_dice_loss(inputs, target):\n dicescore = dice_coef_loss(inputs, target)\n bcescore = nn.BCELoss()\n bceloss = bcescore(inputs, target)\n\n return bceloss + dicescore\n\n# loss check\nbce_dice_loss(torch.tensor([0.7, 1., 1.]), \n torch.tensor([1.,1.,1.]))\n\n","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:57.598256Z","iopub.execute_input":"2023-09-05T02:01:57.599139Z","iopub.status.idle":"2023-09-05T02:01:57.641320Z","shell.execute_reply.started":"2023-09-05T02:01:57.599074Z","shell.execute_reply":"2023-09-05T02:01:57.640283Z"},"trusted":true},"execution_count":34,"outputs":[{"execution_count":34,"output_type":"execute_result","data":{"text/plain":"tensor(0.1637)"},"metadata":{}}]},{"cell_type":"code","source":"from sklearn.metrics import roc_curve, auc\n\ndef train_model(model_name, model, train_loader, val_loader, train_loss, optimizer, lr_scheduler, num_epochs): \n \n print(model_name)\n loss_history = []\n train_history = []\n val_history = []\n best_model = None\n best_dice = 0\n \n if lr_scheduler:\n lr_scheduler = torch.optim.lr_scheduler.StepLR(optimizer, step_size=15, gamma=0.5)\n# warmup_factor = 1.0 / 100\n# warmup_iters = min(100, len(train_loader) - 1)\n# lr_scheduler = warmup_lr_scheduler(optimizer, warmup_iters, warmup_factor)\n \n for epoch in range(num_epochs):\n model.train() # Enter train mode\n \n losses = []\n train_iou = []\n \n \n \n \n for i_step, (data, target) in enumerate(train_loader):\n \n data = data.to(device)\n \n outputs = model(data)\n out_cut = outputs.detach().cpu().numpy()\n out_cut[np.nonzero(out_cut < 0.5)] = 0.0\n out_cut[np.nonzero(out_cut >= 0.5)] = 1.0\n train_dice = dice_coef_metric(out_cut, target.detach().cpu().numpy())\n target = target.to(device)\n loss = train_loss(outputs, target)\n \n losses.append(loss.item())\n# if i_step % 100 == 0:\n# print(i_step, np.array(losses).mean())\n train_iou.append(train_dice)\n optimizer.zero_grad()\n loss.backward()\n optimizer.step()\n \n \n if lr_scheduler:\n lr_scheduler.step()\n \n #torch.save(model.state_dict(), f'{model_name}_{str(epoch)}_epoch.pt')\n val_mean_iou = compute_iou(model, val_loader)\n \n loss_history.append(np.array(losses).mean())\n train_history.append(np.array(train_iou).mean())\n val_history.append(val_mean_iou)\n \n print(\"Epoch [%d]\" % (epoch))\n print(\"Mean loss on train:\", np.array(losses).mean(), \n \"\\nMean DICE on train:\", np.array(train_iou).mean(), \n \"\\nMean DICE on validation:\", val_mean_iou)\n \n if val_mean_iou > best_dice:\n best_model = model\n best_dice = val_mean_iou\n torch.save(best_model.state_dict(), f'{model_name}.pth')\n print('Saved!')\n \n \n return loss_history, train_history, val_history\n\n\ndef compute_iou(model, loader, threshold=0.3, auc_draw=False):\n \"\"\"\n Computes accuracy on the dataset wrapped in a loader\n \n Returns: accuracy as a float value between 0 and 1\n \"\"\"\n model.eval()\n valloss = 0\n precisions, recalls, f1s = [], [], []\n y_true_list = []\n y_pred_list = []\n with torch.no_grad():\n\n for i_step, (data, target) in enumerate(loader):\n \n data = data.to(device)\n target = target.to(device)\n #prediction = model(x_gpu)\n \n outputs = model(data)\n \n y_true_list.append(target)\n y_pred_list.append(outputs)\n\n model_output_bin = (outputs > threshold).float()\n ground_truth_bin = (target > 0.5).float()\n TP = torch.sum(model_output_bin * ground_truth_bin)\n FP = torch.sum(model_output_bin * (1 - ground_truth_bin))\n FN = torch.sum((1 - model_output_bin) * ground_truth_bin)\n precision = TP / (TP + FP + 1e-7) \n recall = TP / (TP + FN + 1e-7)\n f1_score = 2 * (precision * recall) / (precision + recall + 1e-7)\n precisions.append(precision.item())\n recalls.append(recall.item())\n f1s.append(f1_score.item())\n \n out_cut = np.copy(outputs.detach().cpu().numpy())\n out_cut[np.nonzero(out_cut < threshold)] = 0.0\n out_cut[np.nonzero(out_cut >= threshold)] = 1.0\n\n picloss = dice_coef_metric(out_cut, ground_truth_bin.detach().cpu().numpy())\n valloss += picloss\n \n if auc_draw:\n all_y_true_flat = np.array([])\n all_y_pred_flat = np.array([])\n\n for i in range(len(y_true_list)):\n y_true = (y_true_list[i] > 0.5).float()\n y_pred = y_pred_list[i]\n \n y_true_np = y_true.cpu().numpy()\n y_pred_np = y_pred.cpu().numpy()\n\n y_true_flat = y_true_np.ravel()\n y_pred_flat = y_pred_np.ravel()\n all_y_true_flat = np.concatenate((all_y_true_flat, y_true_flat))\n all_y_pred_flat = np.concatenate((all_y_pred_flat, y_pred_flat))\n \n fpr, tpr, ths = roc_curve(all_y_true_flat, all_y_pred_flat)\n optimal_idx = np.argmax(tpr - fpr)\n optimal_threshold = ths[optimal_idx]\n print(optimal_threshold)\n roc_auc = auc(fpr, tpr)\n\n # Plot ROC curve\n plt.figure()\n plt.plot(fpr, tpr, color='darkorange', lw=2, label='ROC curve (AUC = %0.2f)' % roc_auc)\n plt.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')\n plt.xlim([0.0, 1.0])\n plt.ylim([0.0, 1.05])\n plt.xlabel('False Positive Rate')\n plt.ylabel('True Positive Rate')\n plt.title('Receiver Operating Characteristic')\n plt.legend(loc='lower right')\n plt.show()\n\n #print(\"Threshold: \" + str(threshold) + \" Validation DICE score:\", valloss / i_step)\n print(f'precision: {np.array(precisions).mean()}\\nrecall: {np.array(recalls).mean()}\\nf1_score :{np.array(f1s).mean()}')\n return valloss / (i_step + 1)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:58.828904Z","iopub.execute_input":"2023-09-05T02:01:58.829277Z","iopub.status.idle":"2023-09-05T02:01:58.856977Z","shell.execute_reply.started":"2023-09-05T02:01:58.829248Z","shell.execute_reply":"2023-09-05T02:01:58.855936Z"},"trusted":true},"execution_count":35,"outputs":[]},{"cell_type":"code","source":"# Optimizers\n# unet_optimizer = torch.optim.Adamax(unet.parameters(), lr=1e-3)\n# fpn_optimizer = torch.optim.Adamax(fpn.parameters(), lr=1e-3)\n# rx50_optimizer = torch.optim.Adam(rx50.parameters(), lr=1e-3)\n\n# lr_scheduler\ndef warmup_lr_scheduler(optimizer, warmup_iters, warmup_factor):\n def f(x):\n if x >= warmup_iters:\n return 1\n alpha = float(x) / warmup_iters\n return warmup_factor * (1 - alpha) + alpha\n\n return torch.optim.lr_scheduler.LambdaLR(optimizer, f)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:01:59.576196Z","iopub.execute_input":"2023-09-05T02:01:59.576566Z","iopub.status.idle":"2023-09-05T02:01:59.582617Z","shell.execute_reply.started":"2023-09-05T02:01:59.576539Z","shell.execute_reply":"2023-09-05T02:01:59.581326Z"},"trusted":true},"execution_count":36,"outputs":[]},{"cell_type":"code","source":"# %%time\n# num_ep = 10 \n# Train UNet\n# unet_lh, unet_th, unet_vh = train_model(\"Vanila_UNet\", unet, train_dataloader, val_dataloader, bce_dice_loss, unet_optimizer, False, 20) \n\n#Train FPN\n# fpn_lh, fpn_th, fpn_vh = train_model(\"FPN\", fpn, train_dataloader, val_dataloader, bce_dice_loss, fpn_optimizer, True, 120)\n\n# Train ResNeXt50\n# rx50_lh, rx50_th, rx50_vh = train_model(\"ResNeXt50\", rx50, train_dataloader, val_dataloader, bce_dice_loss, rx50_optimizer, False, num_ep)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:02:00.060718Z","iopub.execute_input":"2023-09-05T02:02:00.061997Z","iopub.status.idle":"2023-09-05T02:02:00.069068Z","shell.execute_reply.started":"2023-09-05T02:02:00.061967Z","shell.execute_reply":"2023-09-05T02:02:00.068139Z"},"trusted":true},"execution_count":37,"outputs":[]},{"cell_type":"code","source":"# Train ResNeXt50\n# rx50_lh, rx50_th, rx50_vh = train_model(\"ResNeXt50\", rx50, train_dataloader, val_dataloader, bce_dice_loss, rx50_optimizer, True, num_epochs=150)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:02:01.036685Z","iopub.execute_input":"2023-09-05T02:02:01.037655Z","iopub.status.idle":"2023-09-05T02:02:01.042153Z","shell.execute_reply.started":"2023-09-05T02:02:01.037616Z","shell.execute_reply":"2023-09-05T02:02:01.040896Z"},"trusted":true},"execution_count":38,"outputs":[]},{"cell_type":"code","source":"# Train FPN\n# fpn_lh, fpn_th, fpn_vh = train_model(\"FPN\", fpn, train_dataloader, val_dataloader, bce_dice_loss, fpn_optimizer, True, num_epochs=100)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:02:01.508683Z","iopub.execute_input":"2023-09-05T02:02:01.509037Z","iopub.status.idle":"2023-09-05T02:02:01.513047Z","shell.execute_reply.started":"2023-09-05T02:02:01.509009Z","shell.execute_reply":"2023-09-05T02:02:01.512130Z"},"trusted":true},"execution_count":39,"outputs":[]},{"cell_type":"code","source":"import re\n\ntrain_dice_pattern = r\"Mean DICE on train: ([\\d.]+)\"\nvalidation_dice_pattern = r\"Mean DICE on validation: ([\\d.]+)\"\n\n# Extract Mean DICE values from the text\ntrain_dice_values = re.findall(train_dice_pattern, text)\nvalidation_dice_values = re.findall(validation_dice_pattern, text)\n\ntrain_dice_values = [float(value) for value in train_dice_values]\nvalidation_dice_values = [float(value) for value in validation_dice_values]","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:02:02.435882Z","iopub.execute_input":"2023-09-05T02:02:02.436254Z","iopub.status.idle":"2023-09-05T02:02:02.909792Z","shell.execute_reply.started":"2023-09-05T02:02:02.436227Z","shell.execute_reply":"2023-09-05T02:02:02.908339Z"},"trusted":true},"execution_count":40,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)","Cell \u001b[0;32mIn[40], line 7\u001b[0m\n\u001b[1;32m 4\u001b[0m validation_dice_pattern \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mr\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMean DICE on validation: ([\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124md.]+)\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;66;03m# Extract Mean DICE values from the text\u001b[39;00m\n\u001b[0;32m----> 7\u001b[0m train_dice_values \u001b[38;5;241m=\u001b[39m re\u001b[38;5;241m.\u001b[39mfindall(train_dice_pattern, \u001b[43mtext\u001b[49m)\n\u001b[1;32m 8\u001b[0m validation_dice_values \u001b[38;5;241m=\u001b[39m re\u001b[38;5;241m.\u001b[39mfindall(validation_dice_pattern, text)\n\u001b[1;32m 10\u001b[0m train_dice_values \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28mfloat\u001b[39m(value) \u001b[38;5;28;01mfor\u001b[39;00m value \u001b[38;5;129;01min\u001b[39;00m train_dice_values]\n","\u001b[0;31mNameError\u001b[0m: name 'text' is not defined"],"ename":"NameError","evalue":"name 'text' is not defined","output_type":"error"}]},{"cell_type":"code","source":"len(train_dice_values), len(validation_dice_values)","metadata":{"execution":{"iopub.status.busy":"2023-08-24T01:41:46.118007Z","iopub.execute_input":"2023-08-24T01:41:46.119078Z","iopub.status.idle":"2023-08-24T01:41:46.154000Z","shell.execute_reply.started":"2023-08-24T01:41:46.119038Z","shell.execute_reply":"2023-08-24T01:41:46.152856Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":43,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)","Cell \u001b[0;32mIn[43], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28mlen\u001b[39m(\u001b[43mtrain_dice_values\u001b[49m), \u001b[38;5;28mlen\u001b[39m(validation_dice_values)\n","\u001b[0;31mNameError\u001b[0m: name 'train_dice_values' is not defined"],"ename":"NameError","evalue":"name 'train_dice_values' is not defined","output_type":"error"}]},{"cell_type":"code","source":"def plot_model_history(train_history, val_history, train_loss, num_epochs):\n \n x = np.arange(num_epochs)\n\n fig = plt.figure(figsize=(10, 6))\n plt.plot(x, train_history, label=f'Train Dice Score', lw=3, c=\"lightcoral\")\n plt.plot(x, val_history, label=f'Validation Dice Score', lw=3, c=\"palegreen\")\n# plt.plot(x, train_loss, label=f'Train Loss', lw=3, c=\"skyblue\")\n\n\n# plt.title(f\"{model_name}\", fontsize=15)\n plt.legend(fontsize=12)\n plt.xlabel(\"Epoch\", fontsize=15)\n plt.ylabel(\"Dice Score\", fontsize=15)\n\n fn = str(int(time.time())) + \".png\"\n# plt.show()\n plt.savefig('resnet_result.png', bbox_inches='tight', pad_inches=0.2)\n #plt.close() ","metadata":{"execution":{"iopub.status.busy":"2023-08-24T01:41:54.211311Z","iopub.execute_input":"2023-08-24T01:41:54.211680Z","iopub.status.idle":"2023-08-24T01:41:54.218829Z","shell.execute_reply.started":"2023-08-24T01:41:54.211646Z","shell.execute_reply":"2023-08-24T01:41:54.217788Z"},"trusted":true},"execution_count":44,"outputs":[]},{"cell_type":"code","source":"plot_model_history(train_dice_values, validation_dice_values, [], 128)","metadata":{"execution":{"iopub.status.busy":"2023-08-17T02:10:02.834960Z","iopub.execute_input":"2023-08-17T02:10:02.835416Z","iopub.status.idle":"2023-08-17T02:10:03.342089Z","shell.execute_reply.started":"2023-08-17T02:10:02.835376Z","shell.execute_reply":"2023-08-17T02:10:03.341195Z"},"trusted":true},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"\n\n#test_iou = compute_iou(unet, test_dataloader)\n#print(f\"\"\"Vanilla UNet\\nMean IoU of the test images - {np.around(test_iou, 2)*100}%\"\"\")\n\n#test_iou = compute_iou(fpn, test_dataloader)\n#print(f\"\"\"FPN\\nMean IoU of the test images - {np.around(test_iou, 2)*100}%\"\"\")\n\n# test_iou = compute_iou(rx50, test_dataloader)\n# print(f\"\"\"ResNext50\\nMean IoU of the test images - {np.around(test_iou, 2)*100}%\"\"\")","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# the_model = ResNeXtUNet(n_classes=1)\n# the_model.load_state_dict(torch.load('./resnet_model.pth'))\n# the_model.to(device)","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# sample = random.sample(population=imagePaths, k=1)[0]\n# filename = sample.split(os.path.sep)[-1]\n# groundTruthPath = os.path.join(MASK_DATASET_PATH, filename)\n# img = cv2.resize(cv2.imread(sample), (IMG_SIZE, IMG_SIZE))\n# mask = cv2.resize(cv2.imread(groundTruthPath), (IMG_SIZE, IMG_SIZE))\n# pred = torch.tensor(img.astype(np.float32) / 255.).unsqueeze(0).permute(0,3,1,2)\n# pred = rx50(pred.to(device))\n# pred = pred.detach().cpu().numpy()[0,0,:,:]\n\n# # pred with tshd\n# pred_t = np.copy(pred)\n# pred_t[np.nonzero(pred_t < 0.3)] = 0.0\n# pred_t[np.nonzero(pred_t >= 0.3)] = 255.#1.0\n# pred_t = pred_t.astype(\"uint8\")\n\n# # plot\n# fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(10, 10))\n\n# ax[0, 0].imshow(img)\n# ax[0, 0].set_title(\"image\")\n# ax[0, 1].imshow(mask)\n# ax[0, 1].set_title(\"mask\")\n# ax[1, 0].imshow(pred)\n# ax[1, 0].set_title(\"prediction\")\n# ax[1, 1].imshow(pred_t)\n# ax[1, 1].set_title(\"prediction with threshold\")\n# plt.show()","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# sample = './datasets/test/59.jpg'\n# img = cv2.resize(cv2.imread(sample), (IMG_SIZE, IMG_SIZE))\n# pred = torch.tensor(img.astype(np.float32) / 255.).unsqueeze(0).permute(0,3,1,2)\n# pred = rx50(pred.to(device))\n# pred = pred.detach().cpu().numpy()[0,0,:,:]\n\n# # pred with tshd\n# pred_t = np.copy(pred)\n# pred_t[np.nonzero(pred_t < 0.3)] = 0.0\n# pred_t[np.nonzero(pred_t >= 0.3)] = 255.#1.0\n# pred_t = pred_t.astype(\"uint8\")\n\n# # plot\n# fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(10, 10))\n\n# ax[0].imshow(img)\n# ax[0].set_title(\"image\")\n# ax[1].imshow(pred)\n# ax[1].set_title(\"prediction\")\n# ax[2].imshow(pred_t)\n# ax[2].set_title(\"prediction with threshold\")\n# plt.show()","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# zooms = dwi.header.get_zooms()[:3]\n# from functools import reduce\n# voxel_size = reduce(lambda x, y: x*y, zooms)\n# voxel_size","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# dwi_image = dwi.get_fdata()\n# core_vlume = 0\n# for j in range(5, dwi_image.shape[2] - 4):\n# sample = dwi_image[:,:,j, 1]\n# img = cv2.resize(sample, (IMG_SIZE, IMG_SIZE))\n# img = np.stack((img,)*3, axis=-1)\n# pred = torch.tensor(img.astype(np.float32) / 255.).unsqueeze(0).permute(0,3,1,2)\n# pred = rx50(pred.to(device))\n# pred = pred.detach().cpu().numpy()[0,0,:,:]\n\n# # pred with tshd\n# pred_t = np.copy(pred)\n# pred_t[np.nonzero(pred_t < 0.3)] = 0.0\n# pred_t[np.nonzero(pred_t >= 0.3)] = 255.#1.0\n# pred_t = pred_t.astype(\"uint8\")\n\n# core = np.nonzero(pred_t)\n# core_vlume += len(core[0]) * voxel_size\n\n# # plot\n# fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(10, 10))\n\n# ax[0].imshow(sample, cmap='gray')\n# ax[0].set_title(\"image\")\n# ax[1].imshow(pred_t)\n# ax[1].set_title(\"prediction\")\n# # ax[2].imshow(pred_t)\n# # ax[2].set_title(\"prediction with threshold\")\n# plt.show()\n# # img = plt.imshow(dwi_image[:,:,j], cmap='gray')\n# # plt.axis('off')\n# # plt.savefig(f'datasets/isles/raw/{j}.png',bbox_inches='tight',transparent=True, pad_inches=0)","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# core_vlume / (10 * 10 * 10)","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!gdown 1ysfqXyGB1zBLxm4n-5fYqFmh8v6Qlp7M","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"rx50 = ResNeXtUNet(n_classes=1)\nrx50.load_state_dict(torch.load('/kaggle/working/ResNeXt50_test_v5.pth'))\nrx50 = rx50.to(device)","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:02:12.251843Z","iopub.execute_input":"2023-09-05T02:02:12.252223Z","iopub.status.idle":"2023-09-05T02:02:16.630805Z","shell.execute_reply.started":"2023-09-05T02:02:12.252193Z","shell.execute_reply":"2023-09-05T02:02:16.629853Z"},"trusted":true},"execution_count":41,"outputs":[{"name":"stderr","text":"/opt/conda/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n warnings.warn(\n/opt/conda/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNeXt50_32X4D_Weights.IMAGENET1K_V1`. You can also use `weights=ResNeXt50_32X4D_Weights.DEFAULT` to get the most up-to-date weights.\n warnings.warn(msg)\nDownloading: \"https://download.pytorch.org/models/resnext50_32x4d-7cdf4587.pth\" to /root/.cache/torch/hub/checkpoints/resnext50_32x4d-7cdf4587.pth\n100%|██████████| 95.8M/95.8M [00:00<00:00, 158MB/s] \n","output_type":"stream"}]},{"cell_type":"code","source":"fpn = FPN().to(device)\nfpn.load_state_dict(torch.load('/kaggle/working/FPN.pth'))\nfpn = fpn.to(device)","metadata":{"execution":{"iopub.status.busy":"2023-08-19T03:03:15.183932Z","iopub.execute_input":"2023-08-19T03:03:15.184753Z","iopub.status.idle":"2023-08-19T03:03:15.748574Z","shell.execute_reply.started":"2023-08-19T03:03:15.184716Z","shell.execute_reply":"2023-08-19T03:03:15.747394Z"},"trusted":true},"execution_count":77,"outputs":[]},{"cell_type":"code","source":"sample = random.sample(population=my_imagePaths, k=1)[0]\nimg = cv2.resize(cv2.imread(sample), (IMG_SIZE, IMG_SIZE))\npred = torch.tensor(img.astype(np.float32) / 255.).unsqueeze(0).permute(0,3,1,2)\npred = rx50(pred.to(device))\npred = pred.detach().cpu().numpy()[0,0,:,:]\n\n# pred with tshd\npred_t = np.copy(pred)\npred_t[np.nonzero(pred_t < 0.3)] = 0.0\npred_t[np.nonzero(pred_t >= 0.3)] = 255.#1.0\npred_t = pred_t.astype(\"uint8\")\n\n# plot\nfig, ax = plt.subplots(nrows=1, ncols=3, figsize=(10, 10))\n\nax[0].imshow(img)\nax[0].set_title(\"DWI\")\nax[1].imshow(pred)\nax[1].set_title(\"Probability Map\")\nax[2].imshow(pred_t, cmap='gray')\nax[2].set_title(\"Prediction With Threshold\")\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:08:11.118995Z","iopub.execute_input":"2023-09-05T02:08:11.119695Z","iopub.status.idle":"2023-09-05T02:08:11.681757Z","shell.execute_reply.started":"2023-09-05T02:08:11.119661Z","shell.execute_reply":"2023-09-05T02:08:11.680865Z"},"trusted":true},"execution_count":75,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x1000 with 3 Axes>","image/png":"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= '/kaggle/working/My_labeled_data'","metadata":{"execution":{"iopub.status.busy":"2023-09-05T02:03:33.180510Z","iopub.execute_input":"2023-09-05T02:03:33.180868Z","iopub.status.idle":"2023-09-05T02:03:33.185543Z","shell.execute_reply.started":"2023-09-05T02:03:33.180839Z","shell.execute_reply":"2023-09-05T02:03:33.184316Z"},"trusted":true},"execution_count":45,"outputs":[]},{"cell_type":"code","source":"test_imagePaths = sorted([os.path.join(test_path, f) for f in os.listdir(test_path) if f.endswith('.png')])","metadata":{"execution":{"iopub.status.busy":"2023-08-19T02:30:12.012724Z","iopub.execute_input":"2023-08-19T02:30:12.013564Z","iopub.status.idle":"2023-08-19T02:30:12.026871Z","shell.execute_reply.started":"2023-08-19T02:30:12.013521Z","shell.execute_reply":"2023-08-19T02:30:12.025782Z"},"trusted":true},"execution_count":40,"outputs":[]},{"cell_type":"code","source":"len(test_imagePaths) // 2","metadata":{"execution":{"iopub.status.busy":"2023-08-19T02:30:12.171323Z","iopub.execute_input":"2023-08-19T02:30:12.171971Z","iopub.status.idle":"2023-08-19T02:30:12.179582Z","shell.execute_reply.started":"2023-08-19T02:30:12.171937Z","shell.execute_reply":"2023-08-19T02:30:12.178233Z"},"trusted":true},"execution_count":41,"outputs":[{"execution_count":41,"output_type":"execute_result","data":{"text/plain":"250"},"metadata":{}}]},{"cell_type":"code","source":"from PIL import Image, ImageOps, ImageEnhance\n\ndef increase_contrast(image, enhancement_factor=1.2):\n if image.mode != 'L':\n image = image.convert('L')\n\n# na = np.array(image)\n# print(f'DEBUG: Min grey: {na.min()}, max grey: {na.max()}')\n\n# # Get low (say 1%) and high (say 95%) percentiles\n# loPct, hiPct = 30.0, 70.0\n# loVal, hiVal = np.percentile(na, [loPct, hiPct])\n# print(f'DEBUG: {loPct} percentile={loVal}, {hiPct} percentile={hiVal}')\n\n# # Scale image pixels from range loVal..hiVal to range 0..255\n# res = ((na - na.min()) * 255.0 / (na.max() - na.min())).astype(np.uint8)\n# res = np.array(Image.fromarray(res))\n# return cv2.cvtColor(res,cv2.COLOR_GRAY2RGB)\n\n enhancer = ImageEnhance.Contrast(image)\n im_output = enhancer.enhance(enhancement_factor)\n res = np.array(im_output)\n return cv2.cvtColor(res,cv2.COLOR_GRAY2RGB)","metadata":{"execution":{"iopub.status.busy":"2023-08-17T01:29:04.055527Z","iopub.execute_input":"2023-08-17T01:29:04.055929Z","iopub.status.idle":"2023-08-17T01:29:04.062774Z","shell.execute_reply.started":"2023-08-17T01:29:04.055897Z","shell.execute_reply":"2023-08-17T01:29:04.061863Z"},"trusted":true},"execution_count":42,"outputs":[]},{"cell_type":"code","source":"def calculate_mean_dice_score(model, test_image_loader):\n model.eval()\n num_images = len(test_image_loader)\n total_dice_score = 0\n\n with torch.no_grad():\n for data, target in test_image_loader:\n data = data.to(device)\n target = target.to(device)\n \n outputs = model(data)\n out_cut = np.copy(outputs.detach().cpu().numpy())\n out_cut[np.nonzero(out_cut < 0.5)] = 0.0\n out_cut[np.nonzero(out_cut >= 0.5)] = 1.0\n \n dice_score = dice_coef_metric(out_cut, target.detach().cpu().numpy())\n print(f'dice score {dice_score}')\n total_dice_score += dice_score\n \n for image, pred, mask in zip (data.detach().cpu().numpy(), out_cut, target.detach().cpu().numpy()):\n fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(10, 10))\n ax[0].imshow(image.T)\n ax[0].set_title(\"image\")\n ax[1].imshow(pred.T, cmap='gray')\n ax[1].set_title(\"prediction\")\n ax[2].imshow(mask.T, cmap='gray')\n ax[2].set_title(\"mask\")\n plt.show()\n\n mean_dice_score = total_dice_score / num_images\n return mean_dice_score","metadata":{"execution":{"iopub.status.busy":"2023-08-24T01:44:06.895660Z","iopub.execute_input":"2023-08-24T01:44:06.896031Z","iopub.status.idle":"2023-08-24T01:44:06.906469Z","shell.execute_reply.started":"2023-08-24T01:44:06.896000Z","shell.execute_reply":"2023-08-24T01:44:06.905486Z"},"trusted":true},"execution_count":48,"outputs":[]},{"cell_type":"code","source":"calculate_mean_dice_score(rx50, my_test_dataloader)","metadata":{"execution":{"iopub.status.busy":"2023-08-24T01:44:07.197694Z","iopub.execute_input":"2023-08-24T01:44:07.198087Z","iopub.status.idle":"2023-08-24T01:44:35.609635Z","shell.execute_reply.started":"2023-08-24T01:44:07.198056Z","shell.execute_reply":"2023-08-24T01:44:35.608759Z"},"trusted":true},"execution_count":49,"outputs":[{"name":"stdout","text":"dice score 0.7463411744092439\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x1000 with 3 Axes>","image/png":"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size 1000x1000 with 3 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3XXX8aMf/UiFj4iIiIj0mYofGbSi0Sjf+c53GDZsGHa7nS1btnDTTTdx7733DnTXRERERCQLadibiIiIiIjkBE11LSIiIiIiOWFAi58bbriB7du3EwqFePvttznzzDMHsjsikmWUQ0TkWCmPiOSWAbvm58orr+See+7hG9/4Bq+//jpf+9rXeP7555k8efIB93w5mOrqajo7O49DT0Xko3i9Xurr64/rZx5rDgHlEZHBJBvziHKIyOBxpDlkwK75WblyJe+8807aDSg3bNjA3/72N2699da0tk6nE5fLlXpeVVXF+++/f9z6KiIfbejQocf1wKUvOQSUR0SywWDOI8ohIoPfkeSQATnz43A4mDFjBj/5yU/Sli9dupTZs2cf0H7BggWpO3Tvb+jQofrFRWSAeb1e6urqjuu+2NccAsojIoNZNuQR5RCRwasvOWRAip+ysjLsdjtNTU1py5uamqisrDyg/Z133sndd9+der7/F1TCEck9fc0hoDwiIul0LCKSmwb0Pj/GpI+4s1gsBywDiEQiRCKR49UtEckSR5pDQHlERA5OxyIiuWVAZntrbm4mFosd8MtKeXn5Ab/AiIh8mHKIiBwr5RGR3DQgxU80GmXVqlXMnTs3bfncuXNZsWLFQHRJRLKIcoiIHCvlEZHcZQYirrzyShMOh82Xv/xlM3HiRHP33Xebzs5OM2LEiI98r9frNcYY4/V6B6TvCoXigxio/fFYcshA9luhUBwY2ZhHlEMUisETfdkfB+yan8WLF1NaWsptt91GVVUV69ev58ILL2TXrl0D1SURySLKISJyrJRHRHLPgN3n51h4vV78fj8+n08zrIgMsGzdH7O13yInomzcH7OxzyInqr7sjwNyzY+IiIiIiMjxpuJHRERERERygoofERERERHJCSp+REREREQkJ6j4ERERERGRnKDiR0REREREcoKKHxERERERyQkqfkREREREJCeo+BERERERkZyg4kdERERERHKCih8REREREckJKn5ERERERCQnqPgREREREZGcoOJHRERERERygoofERERERHJCSp+REREREQkJ6j4ERERERGRnKDiR0REREREcoKKHxERERERyQkqfkREREREJCeo+BERERERkZyg4kdERERERHKCih8REREREckJKn5ERERERCQnZLz4ueWWW/jnP/+J3++nqamJv/71r4wfP/6AdgsXLqSuro5gMMiyZcuYPHlyprsiIllIOUREjpXyiIgcSsaLnzlz5nD//fczc+ZM5s6di91uZ+nSpeTl5aXazJ8/n5tuuokbb7yR008/ncbGRl588UUKCgoy3R0RyTLKISJyrJRHRORwTH9GWVmZMcaYs846K7Wsvr7ezJ8/P/Xc6XSatrY2c/311x/ROr1erzHGGK/X2699VygUHx39vT/2Rw45Hv1WKBRHHtmYR5RDFIrBE33ZH/v9mp/CwkIAWltbARg1ahRVVVUsXbo01SYSibB8+XJmz5590HU4nU68Xm9aiEhuyEQOAeURkVymYxER6dXvxc/dd9/Na6+9xnvvvQdAZWUlAE1NTWntmpqaUq992IIFC/D7/amoq6vr306LyKCRiRwCyiMiuUzHIiLSq1+Ln1/96lecfPLJXHXVVQe8ZoxJe26xWA5Y1uvOO+/E5/OlYujQof3SXxEZXDKVQ0B5RCRX6VhERPZn768V33fffVxyySV84hOfSPt1pLGxEUj+6tL7GKC8vPyAX2B6RSIRIpFIf3VVRAahTOYQUB4RyUU6FhGRD+uXMz//9V//xWc+8xnOPvtsduzYkfZabW0tDQ0NzJ07N7XM4XAwZ84cVqxY0R/dEZEsoxwiIsdKeUREDiWjsy3cf//9pq2tzXziE58wFRUVqXC73ak28+fPN21tbeayyy4zU6ZMMYsWLTJ1dXWmoKAg4zM6KBSK/o1M74/HI4f0R78VCsXRRzbmEeUQhWLwRB/3x8x++KHMmzcvrd3ChQtNfX29CYVC5pVXXjFTpkzpry+oUCj6MTK9Px6PHNIf/VYoFEcf2ZhHlEMUisETfdkfLT0PsorX68Xv9+Pz+ejs7Bzo7ojktGzdH7O13yInomzcH7OxzyInqr7sj/0+1bWIiIiIiMhgoOJHRERERERygoofERERERHJCSp+REREREQkJ6j4ERERERGRnKDiR0REREREcoKKHxERERERyQkqfkREREREJCeo+BERERERkZyg4kdERERERHKCih8REREREckJKn5ERERERCQnqPgREREREZGcoOJHRERERERygoofERERERHJCSp+REREREQkJ6j4ERERERGRnKDiR0REREREcoKKH8liloHugIiIiIhkERU/kqVU+IiIiIhI39gHugOSrXqLDzNAnz9QnysiIiIi2UrFjxwdiwewgYkDMSAywB0SERERETk8FT9yFKzgmgAWL3QHwbQDWwe6UyIiIiIih6XiR46CgUQHWOKAB/0ZiYiIiEg20IQHchQMRLZDeDNYDFj1ZyQiIiIig1+/H7XecsstGGP45S9/mbZ84cKF1NXVEQwGWbZsGZMnT+7vrkjGRcHsBtM00B2RE5hyiIgcK+UREenVr8XPaaedxvXXX8+aNWvSls+fP5+bbrqJG2+8kdNPP53GxkZefPFFCgoK+rM7knFxMA1gWga6I3KCUg4RkWOlPCIiH2b6I/Lz8837779vzjnnHLNs2TLzy1/+MvVafX29mT9/fuq50+k0bW1t5vrrrz/oupxOp/F6vamorq42xhjj9Xr7pe8KheLIw+v19sv+mMkc0ttGeUShGJyRDXlEOUShGLzRlxzSb2d+7r//fp599llefvnltOWjRo2iqqqKpUuXppZFIhGWL1/O7NmzD7quBQsW4Pf7U1FXV9df3RaRQSKTOQSUR0RykY5FROTD+qX4+dznPsf06dNZsGDBAa9VVlYC0NSUfp1IU1NT6rUPu/POO/H5fKkYOnRo5jstIoNGpnMIKI+I5Bodi4jIwWR8juJhw4Zx7733ct555xEOhw/ZzhiT9txisRywrFckEiES0U00RXJBf+QQUB4RySU6FhGRQ8n4mZ8ZM2ZQUVHBqlWriEajRKNRPvnJT/Lv//7vRKPR1K8sH/5lpby8/IBfYEQk9yiHiMixUh4RkUPJePHz8ssvM3XqVE455ZRUvPXWWyxatIhTTjmF7du309DQwNy5c1PvcTgczJkzhxUrVmS6OyKSZZRDRORYKY+IyKFkfNhbV1cX7733XtqyQCBAS0tLavk999zDrbfeypYtW9iyZQu33norwWCQxx57LNPdEZEsoxwiIsdKeUREDiXjxc+RuOuuu/B4PDzwwAMUFxfz5ptvct5559HV1TUQ3RGRLKMcIiLHSnlEJDdZSM55nVW8Xi9+vx+fz0dnZ+dAd0ckp2Xr/pit/RY5EWXj/piNfRY5UfVlf+y3+/yIiIiIiIgMJip+REREREQkJ6j4ERERERGRnKDiR0REREREcoKKHxERERERyQkqfkREREREJCeo+BERERERkZyg4kdERERERHKCih8REREREckJKn5ERERERCQnqPgREREREZGcoOJHRERERERygoofERERERHJCSp+REREREQkJ6j4ERERERGRnKDiR0REREREcoKKHxERERERyQkqfkREREREJCeo+BERERERkZyg4kdERERERHKCih8REREREckJKn5ERERERCQnqPgREREREZGcoOJHRERERERygoofERERERHJCf1S/FRXV/Poo4/S3NxMIBDg3XffZfr06WltFi5cSF1dHcFgkGXLljF58uT+6IqIZCHlEBE5VsojInIwGS9+ioqKeP3114lGo/zLv/wLkydP5v/9v/9He3t7qs38+fO56aabuPHGGzn99NNpbGzkxRdfpKCgINPdEZEsoxwiIsdKeUREDsdkMu68807z6quvHrZNfX29mT9/fuq50+k0bW1t5vrrrz9oe6fTabxebyqqq6uNMcZ4vd6M9l2hUPQ9vF5vRvfH/sghvW2URxSKwRnZkEeUQxSKwRt9ySEZP/NzySWX8Pbbb7N48WKampp45513uO6661Kvjxo1iqqqKpYuXZpaFolEWL58ObNnzz7oOhcsWIDf709FXV1dprstIoNEf+QQUB4RySU6FhGRQ8l48TN69GhuuOEGtmzZwvnnn89vfvMb7rvvPr74xS8CUFlZCUBTU1Pa+5qamlKvfdidd96Jz+dLxdChQzPdbREZJPojh4DyiEgu0bGIiByKPdMrtFqtvP3223z3u98FYPXq1UyZMoUbbriBRx99NNXOGJP2PovFcsCyXpFIhEgkkumuisgg1B85BJRHRHKJjkVE5FAyfuanoaGBDRs2pC3buHEjI0aMAKCxsRHggF9WysvLD/gFRkRyj3KIiBwr5REROZSMFz+vv/46EyZMSFs2fvx4du7cCUBtbS0NDQ3MnTs39brD4WDOnDmsWLEi090RkSyjHCIix0p5REQOJ6OzLZx22mkmEomYBQsWmDFjxpirrrrKdHV1mauvvjrVZv78+aatrc1cdtllZsqUKWbRokWmrq7OFBQUZHxGB4VC0b+R6f3xeOSQ/ui3QqE4+sjGPKIcolAMnujj/pj5Dnz60582a9euNaFQyGzYsMFcd911B7RZuHChqa+vN6FQyLzyyitmypQp/fUFFQpFP0Z/7I/9nUP6q98KheLoIhvziHKIQjF4oi/7o6XnQVbxer34/X58Ph+dnZ0D3R2RnJat+2O29lvkRJSN+2M29lnkRNWX/THj1/yIiIiIiIgMRip+coQ9r5y8qhnYPaUD3RURERERkQGh4icnWHH4huKt+QT2gkPfBFJERERE5ESm4udEZ8kD1yQKSycwavRovF7vQPdIRERERGRAqPg50VmcYB+C011Coa8Ap9Mx0D0SERERERkQ9oHugPSzRBhC9TRuDNC+czuhzu0D3CEHYAMiQGKA+yIiIiIiuUTFzwkvDokuIsEokWAXEBjoDomIiIiIDAgVPye8CNDY89jCwJ5tsQAxIDqAfRARERGRXKXiJycMpuFlWXdPXRERERE5QWjCAzmOVPiIiIiIyMBR8SMiIiIiIjlBxY+IiIiIiOQEXfOTc/IAF8nppi0kp5629kQ74B+wnomIiIiI9CcVPznHxgcFjx2LvRCL1YbV4iARi5KIH4/ix4Ku/xERERGR403FT87pAoIAWF2FeMd8EpfHi9fro3XHa7TtaOjnz3cBzp4+xPv5s0REREREPqBrfnKOIVl0xMFESUS6sBDH7fVhd7r7/+MtbrD6UN0tIiIiIsebip8clogE6dz2DyJ7N5KXl4fD4ej/D3WUg2c8WPP6/7NERERERPajn99zmg1sxSTIJxKJEI9nahianWRdbSN5pqm757ELm8eHLb+YaNSHiUSBALr+R0RERESOBxU/ucxiB1c1CVsR4XCYeCzW+0LPf4+2KHHuF3Eg3PPYhyO/BGdZGXF/GfFIAgiha39ERERE5HhQ8ZMzvEAJ0ELybEspkA/RON0tTTSsbaXbv6un7cGKHgvJszfxQ7wO4AHy8VSMw5FfAtiIxyIE2ptw53nxlVZRXFlDfnE5W0IddLZ4od2N1eHAOWQIsa42Yu37SE653Q0U9qy34zCfKSK5Yvbs2Xz1q1896GsbNmzgnnvuyeAZbBHJZueeey7jxo1jzJgxOBwOwuEw0WiU7u5uYrEYsViM3bt3E4vFGDt2LG63G7fbzRtvvMHSpUszPCJGBhMVPznDTbLg6SJZ/HjB5EMsRjQWoKOzlWSRcahpqC0kh7IlDvm6xZKHxVZCXuloPKVDMRii4TCReD6eomJKakZQNmQIPp+PXbsq6IqALWTB7vHgKR9FN7uJtUdJng2KgcXb81H+Q3ymiJxoHA4HTqfzoK9NnTqVr3zlKwd9bdmyZTz44IMEg0EikUh/dlFEBjGr1YrD4WDatGl8/OMf52Mf+xhut5tAIEB3dzddXV2Ew2EikQjr168nHA4zc+ZMCgoK8Hq9xONx3nzzTTo6OgiFQgP9daQfqPjJGb3Dz3p/xYgABhJ7ex6HSA5NKwY6geiH3p/oWbZ/EWLpeY8bKKZ4xCSGjJnKyafNpKKqmkAgSHd3iL2NjRQWFlI9fDjh7jDd4W4cDgd5BQXMueACXG43UWDbO2+wcc9WcI4CuxPcXkgEoaMBTKK/NoyIDCLXXHMNX//61w/6WllZ2SHfN2PGDJYuXcof/vAH7rvvvv7qnogMcqeeeiqzZs3i4osvZurUqXi9XqxWKwUFBSQSCWI9Q/yNMUyYMIFEIoHX6yWRSNDd3c15553HqFGjePDBB1m5ciWhUIhEQscgJxIVPzkjTnIoWYJk0RLtedwNxJKPLU6weiHezYHFDxz87Isdi9WD1VlGUfkIho+dxOixI6moLKexsZVgMITFYsHn81E+ZAjNzc2EukO4XC4KfD6GjxmDw+nE7/fTkOcBEtjdRdjyCrHm5ZGIdRL2O8D0nnmKoWuERE5c1dXVnHHGGX1+n8/n4/TTT2f9+vVMmDAh7bVwOMyuXbt0ACNyArPb7Xg8HkaMGMG0adMYPnw4JSUlWCyWQ77H6/WmHsdiMRKJBEOGDMFqtTJ69Gjq6upobGwkHA4DyYIpHo8Tj8eVT7KYip+c4Sc55K332p0WksVEEZAPOMBdDnll4I9ANMrBC6D9WYE8HN4KCseewennnMv5n76Amho7bk+CZ59uBmMoLy8nLz+fvPx8/Nu3s7N2B8NHjCA/P59JkycTi8XY/P772G0AQarGjqR42Hg8eXl0dzazvmEN8QQ9fW0A9mVge9j5oAgUkRPFVVddxSWXXJK2bMOGDVx00UX4/f4B6pWI9LfS0lJmzZrFZZddxr/+67/idDoPW/h8mN1up7CwkK6uLrq7u/nsZz/Leeedx6JFi9i7dy8AwWCQlpYW2tvb6ezs7K+vIv0s4/f5sdls3HHHHWzfvp1gMMi2bdv4/ve/f8Af4MKFC6mrqyMYDLJs2TImT56c6a5Imt6bm3pIFhGWnucRsFrAWQwWK0QDYHqHt9lJDmvL6/nv/gpITqIQxem0UVpRSWVVMcOrPPi8DpwOK9FohHA4TCweJxaLEYlESCQS2GxWSkpKGDJkCBaLhVgsRigUIm51YC+soKxqGCNG1XDStLGcfOpkJkw/k4mnfYKTZs6hbPhkcFYmz1JBz/c48uSWvj10HdFgpBySmyoqKrjsssuO+d/R7XZTWlqaFjU1NVxyySVcfvnlXH755YwdOzZDvZbBSnkk9xQUFDBp0iSqq6vxeDzYbLY+r8NisZCXl0dJSQlVVVXU1NRwxhlnMHv2bE4//XTOPPNMLrzwQqZNm0ZVVRUul6sfvon0t4yf+bn55pv5+te/zrx583jvvfc47bTTeOihh+jo6EiNw54/fz433XQTX/rSl9i8eTPf+973ePHFF5kwYQJdXV2Z7pKkKSM58UGQ5MQHHWD3gG84BBvBX0vymp84yQLHSbLI6SR5tgiSxUY14ADeJ7/AMH78eCaOLWPiaAjEwB8wdHV24vcH8cRixOPxnv/pWCjwehk5ciS+wkIikQh+v599+/YRtuWTN3I646edztSTpnDa6dUYYxgx+iSsNgc+n49n//xnXnnheej4J0T3kfwTNiSHw/WFhs4NVsohuWn69OksXrwYuz3zAxJGjBjBww8/nHp+yy238LOf/SzjnyODh/JI7hkyZAgXXHABNTU1x7SekpISSkpKUpOnjBgxgmg0Snt7O4WFhQwdOpRHH32Uv/zlL6xcuTJ1VkiyR8b/LzNr1iyeeuopnnvuOQB27tzJVVddxWmnnZZq861vfYv//M//5K9//SsA8+bNo6mpiauvvpr//u//znSXJE1vQt+vWIjHIdQN0Qjpkxr03qw0woHFxQfDxex2Oz6fF4vdRVcY4pbkr27jJ47G3xEhHreQSCTHyTocdtxuFzWjiiku8rFnT1dq5pWakTVMO+Ukxk8YR0VlMXa7HasVxk8oJ89ho8rnYsvoIawfOpSOsJto1Ar4SBYy7f2wrWQgKIfkpi1btvDDH/6QT37yk5xzzjkZX7/V+sFAh/PPP5+8vDwWLVrE1q1bM/5ZMvCUR3JP7/U+RUVFGVmf0+nEZrNht9sxxuB2u3E4HMkfZUeMYObMmWzatEnFTxbK+LC3f/zjH5xzzjmMGzcOgJNPPpkzzzwzlYBGjRpFVVUVS5cuTb0nEomwfPlyZs+efdB1Op1OvF5vWsjR6iJ5Bme/YiYRh+4gxMKkJj9IXRtkJTlL3MGKn+SMcTa7nQKvF2wu/N0QjSeLnwkTRjFl6jiGjxhBSWkJVqsFu8OBy+WipqaIUaOLCIeDBAIBopEII0fWcNHFn2bKlHGUlxdhtdqwO2yMHV/G1IklnD4+nzE1JZRWVeF0uXr66CN5hupohr7JYNQfOQSURwa7rVu38qMf/Yhly5b1+2edc845fO9732PMmDH9/lkyMHQsknvcbjfDhw+nsLDwoxsfAbvdnpycqWcK7LKystRU2MOGDeNjH/tYxgotOb4yfubnpz/9KYWFhWzatIl4PI7NZuO73/0uf/zjHwGorKwEoKmpKe19TU1NhzxVuWDBAm6//fZMdzVHhUkWLvsN+zKdEN9EspjpPctjSE6S0Hvfn9721p7onTDBTjxmpauri9bWME2NYLGAzQZlpWBKLOTlOdi+PcyunbuSU0yaBNUuqPQYLIkEBfn5nDpjBqdPruTjYwxvb+lkV103djvk5dkZN6GIUMLCjiDs2rGbunfeotvfRXLYnZt+qOFlAPVHDgHlEZFcomOR3NPd3c2OHTsoLCykoKAAp9OZdsY3E6xWa2pWufz8/IyvX46PjP+rfe5zn+Oaa67h6quvZvr06cybN4//7//7/7j22mvT2hmTfrG5xWI5YFmvO++8E5/Pl4qhQ4dmuts5JMHBz+K0kjwr1HP/H+h5HO757/7Fj43kFNlBwEo8niDQFaCtLUBTUxcNDZ00NnSSiHdjs0ax2+NEI0Gam5sJBAIkEnE8VkO+DSwYXG4Xw4ZVUV3ho6IQYuEgLS1+2tq66eyMYLdANJ6gsTNCa2srXXt3E49ESNbuvWen5ETRHzkElEeyRSAQSF4D2DO1rMjR0LFI7gmFQuzcuZPGxkY6Ojro6uoiGAwSCoUIh8OH/f9DX/QWQP1RXMnxkfEzPz/72c/4yU9+whNPPAHA+vXrqampYcGCBTzyyCM0NjYCyV9deh8DlJeXH/ALTK9IJKI7dg8aTsBFshiKARHa2vax8o0VvLd+PV6fj66uTowxnHnWxyjwFpCIw7Zttbyx4k1GjBjB0KHV7A7HiMctWJ1Oin1OTp5WQb7PRm0U1m2rZd36ej519icYXlXMKK+FLTtbeeb/trN1y3vAZpIz0OWTLMB0kHQi6Y8cAsoj2eKRRx7hueee49577+WCCy4Y6O5IltKxSO5Zv349//7v/86UKVM46aSTyM/Px+FwkJ+fT2lpKWeddRYejwe3233Mn+VwOPB4PCp+slTGi5+8vLwDbvwUj8dTfyC1tbU0NDQwd+5cVq9eDST/iObMmcPNN9+c6e5IxvUOgev9BSVBLNyNf+9eujua8bstBLoiGKxsq6wiv2dM9N69LcRj8Z6bgyUIRiAYtZCfn4fL7cDhcNAdidPYEqbDHyIUCuLNt1Lks+OxQTgQZOuWnbS3tZE8U9V709NET2ja6hOFckhua21tpa2tjXfeeYeysjKmTJmCx+PJ6Gfs2rWLXbt20d7entH1yuChPJJ7es/8OBwOLBZLaoKCvLw8iouLcTqdDBs2jIkTJ2Kz2fp0D6APa29vZ/fu3XR3d2fwG8jxkvHi5+mnn+a73/0uu3bt4r333uPUU0/lpptu4n/+539Sbe655x5uvfVWtmzZwpYtW7j11lsJBoM89thjme6OZFyoJz4QD3YR2PY+AUsTFhoxlGGxFvI2VqyufCD5P6LqodXkFxRggLY2yM+3UzNyOBYLdHVBa0uQpqZ2mpoCYOKMHWEYOwI8FmhuaODvL7xApHE3us7nxKYcIsYYfvCDH/DAAw/w0ksvMXHixIyu/3e/+x133323DlxOYMojuScej9PV1cXatWtZv349QKrAsVgs2Gw2rrzySn75y1+Sl5d3TPfoeeONN3jqqafYs2dPRvoux1fGi59vfvOb3HHHHTzwwAOUl5dTX1/Pb3/7W374wx+m2tx11114PB4eeOABiouLefPNNznvvPM0r37WMmASYOIYokAYY0JEWluwODqBEK6ySpwVFTgdThx2Ox3tIQryuhhTmU8sYaWxE5qbO9i6ZRt5efkUF/nwul3YrMkrkQLhTiItW4iH/Hww9C6Tf75W+ufGpzZwlIOJQWxfhtd9YlIOEUgOMWpra2Px4sWcdNJJXHTRRTgcjoytOxgMZmRdMjgpj+SuRCJxwFm/Xps2beLxxx9n5syZTJkyBZvNhtVqPezwtXg8nrpeqL6+nrfffpsVK1awZcsWAoFAv3wH6V+9U3llFa/Xi9/vx+fz0dnZOdDdyXK9p32P5c/AB4wFGoF6kjdF9QC9F4M2UjZyKqM+9mkKiwrxer2MHjOGoRVFfPX8YQSidv5vE7z11tu8+spyPnX2p5g0aRxzT8vD67XRDjz9xyf51lVfIln09N541U7yep8Q0HAM/beQnDku3hOWnjh48uzbqt3gnQWJLuh6myzc3T5Stu6P2drvXDR9+nSWL19OQUFBRtZ38803c9ddd2VkXZIZ2bg/ZmOfc13vNUDf+973+PKXv4zb7cZmsx32LFAoFEoNmXz55Ze57bbbqK+v1/19Bpm+7I+Zv5W2ZJljORi3AaUkh6F188Escq6eaOhZFsTtMVRUVuDz+cjLyyMYDNLamiAer8LlsjNsGLzzzzZ2b91C3dixeL0FvOEswkKMTdu3s/aNLSQLHnfPukMkJztwkPwzLu3pw/6/wnhJFjGdH/E9DR9M703P+noLqyMpgCx8MAlEdL/lRWApAFvvzWJF5Gjs2rWLb3/725x11lkHzNbVF6tWreLBBx/kjTfeyGDvRCRbxONxgsEgfr+f9vZ2ysvLDzkBQiwWIxqNsnHjRurr61m+fDlbt25lz549OuOT5VT8yDGwgaUYjJX06bAdPdHUsxycTigqKsLr9eLJy8Pf0UEwkDyV7HTCkCFgpYvm+nqa9zaxt3wICQPdoRBvrFhL49Y9JM8meUgWQH6SBZCP5J9x703NehOSheSMcBaSA+c+qsjbv8ixkzy7dKSz+lh62kdJL34Kkv2z9A6pE5Gj0dzczO9//3ui0egxFT9bt27l17/+dQZ7JiLZJJFIEIlECIVCqQLmw0PejDEkEolUm23btrFp0yb+8Ic/4Pf7NWT2BKDiR46e3YG9YiwmEiC+7z2SxYKD9BnhrICHcDh5AJOXl0d+fj6VlZWU+FzJ6SItUGOHEhOHcITdO3YQTiQoLi6mu7ON915+nFCnv+dD97/PUABwgc0LBSMgsgdCLft10NXTvq8zujhJFllB0m4Ge0iJnr7sX+D0FF8JB/jfAdONCiAREZGB53a7KSwsxG4/8DB469atrFmzhueee44NGzbQ0dFBKBSipaWFePxIjglksFPxI8fAAjYX2Lr5YIiYvee/UZIH+xbARiQSo6Ojg+7uboxJMKSkgPJiDzZb8hcXawKcDhcFPi+xWJxOv594LEa3vxn/3p3EowmwFoCx9dQQCZKFSQKsFnAVQOLDY3Z7z+b0tehI9vnIiqbeX4wOlhB7hsHF2kk/IyQiR8Pv97Nt2zbKysooLCz86DeIiBxE7yQHB5vuOhwO09XVxcaNG3nzzTcHoHfS33QhgnxIH86SxGLEGhqIN+8lObTMChT3PG7kg2uAoKWlhXfeXsWWzVtorK/nlKFRPjXRhscBnVFY2wquERO54KqrGDF2LHa7nR07dlC7fQuJREvyZEzx6GSR86FrcSx2Ow6fF1vauF1D8pqjOvo+cUGC9GuADsUCFJEccvfh7WaAHSRvyKrCRyQTXnjhBc4880wWL1480F0RkSzW3d1NZ2fnQc/kjB49mgsuuICqqqoB6JkcDyp+ZD92+nYPnTjEWyDewQdnffJIVip2Ppg1zUEibiESCRMOJ8NhNXicFiwWC9FogtaOGPm+AqadUkNFZTFut5toZyfdHX6MsYLVAXYn2Bwkz8r0TkpgA6wYLBhsJIfd9fb/YFNX2/hgONyHWXteMyQLrCM5YxTj0IVSnP0LQBE5NqFQiMbGRl1sLCLHpLm5mW3bthEMBlPTWPdyOBwUFBRQXV3NiBEjcDqdA9RL6S8a9ib7ySM5gUAzyWtqPkoUEpv3e+4BSkgWQk6ghWRBUUCyqIJoNHmhYSLxwa8t3d0Jdu0KMWJYMZ+cXcHjFkN3KM76ffvo3tsEiTyw5oHTBXY32CIQz+t5txNj7Ml5+BP2nv53kSxenCSLr/1vyuoB8oH2njb7c/W8309yhriPYnraioiISLZYt24dVquVkSNHUlxcjM1mS71mt9uxWq2cccYZxONxnnzySZqbmwewt5JpKn5kP2GSB/NHebbC7gBnPoTbey6BsdF7ZoZoDNPRQaCtjZaWFvzRKH56Jpl2WamsdDKk0EaR1cLwqkqax8AbeXlgd4G1HOy+5GeYcPKeOdhIFlQOSFgwkQgFRRUUVQ2htXEXwY4WiCXAREkfJne4Mz+91xF9+CyOnQ8mcRCRbLNv3z4eeeQRAoEA3/3ud3n55ZdZuXLlQHdLRAZIfX09AK2trYRCITweT+oaIIvFgtVqpaamBr/fz7PPPjvAvZVMU/Ej+wlz4NmQPnA6Ia8AYrYPFT82iEShvZ2ulhaaiwppj0TxG5McGOayUj3MRYUTijDUVFXRGfbiyi8AhxuoTBZBlp4+mk4+GPrmTE6CEA7jrRpJzaRJRN95l2D3Doj7wXQB+/ig+LFz6OLHkLw+Z/9rhHqnse69AaqIDDRjDMaYg16sfDCNjY3853/+J+effz6PP/440Wj0oMXP/uv78FAYETlx7Nmzh6amJvbu3UsgEMDpdKYKH0jmgpEjR2K1WsnLy/uItUm2UfEjh9F7IHCEBwFhP8R2QayDZBFlA4sbbMXJMzCJJjp2J4h07OWF56ewbVc3o8aModTrYEIFeHrOOk+qtlLssvPwyEr80eRkAXaXE3d+AR3xdrr8CawlNdjyCikqKsHhdOMsKGTWx6dy8WWzWP32JLZvbuT/nvgNrY2NJCclSPDBcLyDnd2hZ/n+9yvqnfWtN/F5SA4H7CY5vM9DckhdlCMbJicimfDwww/z1ltvceuttzJ16tSPbD9ixAgeeughKisrD9lm4sSJ3HbbbTgcDgAeeOABli1blrE+i8jgkkgkeO6556irq+OLX/ziATNIDhkyBJvNljoD1NjYeNgfRRwOB4WFhQwbNoxx48bR3NyM3+9n06ZNuk5xkFHxIxlihXgY4u18UBDYAQc48iDeCXE/Yb8hGuhm48bdhIwPV/5wXMZG8VALVmtygoQhXnBbbVQOLaM1FKU7HMNud+DxeOh2u+gCHAUlOIvKKa6uxuVy4XQ6GTN2GDNPH4PTXkJR8VDefNZKK2GSxYsBEmBxJG86muidjKE3kfUWevsXRvZke9N7saONDwqkfMDb875ujuxGqiKSCWvWrGHjxo1cf/31R9S+sLCQSy+9NPU8Ly+PkpKStDZjxozhiiuuSF3c/Oqrr7J69Wr8fr/u7SFyAkokEmzYsIF4PM4VV1xBQUFB2rU/eXl5JBIJKioqqK+vZ+/evYfMBU6nk/z8fKqrqxk7diynnnoq9fX17Nu3j127dvVc69zXmWelv6j4kcM40oN5J8kprhMkz4AESRY/+eBwYC+vwASjxPe1AoZEwsrb/1xJbX0T5RUV+GxlGIakrdHjcfLDWz/PjoYO/vi3dbR3dNHW2kq7sxAsxdSMHMuQmlGcPG0aiUSCPXv2UOXzMhQonuRjRqWFxd4gu+kCKsHqBLsdPHng8UBbDML7evrac0NSYnwwy5sV8iaBJQ+Ce5LXGtFNalIES0nyrFbCRvIGp6192F4iMpC+/vWvc8UVV6QtKygoSJ31Abjll
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