{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nfrom pathlib import Path\nimport pydicom\nimport cv2\nimport matplotlib.pyplot as plt\nfrom tqdm import tqdm\nimport random\nfrom torch.utils.data import Dataset, DataLoader, random_split\nimport albumentations as A\nimport torchvision.transforms as T\nfrom albumentations.pytorch import ToTensorV2\nimport torch\nimport torch.nn as nn\nimport torchvision\nfrom matplotlib.patches import Rectangle\nimport warnings\nfrom torchvision.models.detection.faster_rcnn import FastRCNNPredictor\nimport gc","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-04-19T02:27:51.854262Z","iopub.execute_input":"2023-04-19T02:27:51.854932Z","iopub.status.idle":"2023-04-19T02:27:54.846959Z","shell.execute_reply.started":"2023-04-19T02:27:51.854894Z","shell.execute_reply":"2023-04-19T02:27:54.845919Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# torch.empty([], dtype=torch.int64)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T02:27:54.848916Z","iopub.execute_input":"2023-04-19T02:27:54.849547Z","iopub.status.idle":"2023-04-19T02:27:54.856211Z","shell.execute_reply.started":"2023-04-19T02:27:54.849505Z","shell.execute_reply":"2023-04-19T02:27:54.855065Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"Lungs_dataset = Path(\"/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_images\")\ndf = pd.read_csv(\"/kaggle/input/rsna-pneumonia-detection-challenge/stage_2_train_labels.csv\")\ndf = df.drop_duplicates(\"patientId\")\ndf = df.reset_index()\ndf = df.drop(['index'], axis=1)\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2023-04-19T02:27:55.928782Z","iopub.execute_input":"2023-04-19T02:27:55.929489Z","iopub.status.idle":"2023-04-19T02:27:56.035152Z","shell.execute_reply.started":"2023-04-19T02:27:55.929446Z","shell.execute_reply":"2023-04-19T02:27:56.033883Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"df.insert(0, \"id_x\", list(range(0, len(df))), True)\ndf","metadata":{"execution":{"iopub.status.busy":"2023-04-19T02:27:56.738538Z","iopub.execute_input":"2023-04-19T02:27:56.738916Z","iopub.status.idle":"2023-04-19T02:27:56.768477Z","shell.execute_reply.started":"2023-04-19T02:27:56.738881Z","shell.execute_reply":"2023-04-19T02:27:56.767453Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def dcm_reader(num_id):\n    patient_id = df.patientId.iloc[num_id]\n    dcm_path = Lungs_dataset/patient_id\n    dcm_path = dcm_path.with_suffix(\".dcm\")\n    dcm = pydicom.read_file(dcm_path).pixel_array\n    return dcm","metadata":{"execution":{"iopub.status.busy":"2023-04-19T02:27:57.556849Z","iopub.execute_input":"2023-04-19T02:27:57.557236Z","iopub.status.idle":"2023-04-19T02:27:57.565525Z","shell.execute_reply.started":"2023-04-19T02:27:57.557202Z","shell.execute_reply":"2023-04-19T02:27:57.564452Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dcm = dcm_reader(1)\ndcm_size = dcm.shape[0]","metadata":{"execution":{"iopub.status.busy":"2023-04-19T02:27:58.381481Z","iopub.execute_input":"2023-04-19T02:27:58.382297Z","iopub.status.idle":"2023-04-19T02:27:58.412840Z","shell.execute_reply.started":"2023-04-19T02:27:58.382254Z","shell.execute_reply":"2023-04-19T02:27:58.411776Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"class LungsData(Dataset):\n    def __init__(self, df, transform = None):\n        super().__init__()\n        self.df = df\n        self.transform = transform\n        \n    def __len__(self):\n        return len(self.df)\n    \n    def __getitem__(self, idx):\n        records = self.df[self.df['id_x'] == idx]\n        image = dcm_reader(idx)\n        if self.transform is not None:\n            image = self.transform(image = image)['image']         \n        \n        if not np.isnan(records[['x', 'y', 'width', 'height']].values).any():\n            boxes = records[['x', 'y', 'width', 'height']].values\n\n            area = np.array([boxes[0][2] * boxes[0][3]])\n\n            iscrowd = np.array([0])\n\n            boxes[0][2] = boxes[0][2]+boxes[0][0]\n            boxes[0][3] = boxes[0][3]+boxes[0][1]\n\n            labels = records['Target'].values\n        else:\n            boxes = np.array([[0, 0, image.shape[1], image.shape[2]]])\n            \n            area = np.array([image.shape[1]*image.shape[2]])\n            \n            iscrowd = np.array([0])\n            \n            labels = records['Target'].values\n        \n        area = torch.as_tensor(area, dtype=torch.float32)\n        iscrowd = torch.as_tensor(iscrowd, dtype=torch.int64)\n        boxes = torch.as_tensor(boxes, dtype=torch.float32)\n        labels = torch.as_tensor(labels, dtype=torch.int64)\n        \n        target = {}\n        target['boxes'] = boxes\n        target['labels'] = labels\n        target['image_id'] = torch.tensor([idx])\n        target['area'] = area\n        target['iscrowd'] = iscrowd\n        \n        return image, target","metadata":{"execution":{"iopub.status.busy":"2023-04-19T03:12:52.448311Z","iopub.execute_input":"2023-04-19T03:12:52.449257Z","iopub.status.idle":"2023-04-19T03:12:52.462984Z","shell.execute_reply.started":"2023-04-19T03:12:52.449203Z","shell.execute_reply":"2023-04-19T03:12:52.461919Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"augs = A.Compose([A.Resize(height = dcm_size, width  = dcm_size),\n                  A.Normalize(mean = 0,std  = 1),\n                  ToTensorV2()])","metadata":{"execution":{"iopub.status.busy":"2023-04-19T02:27:59.967069Z","iopub.execute_input":"2023-04-19T02:27:59.967787Z","iopub.status.idle":"2023-04-19T02:27:59.973470Z","shell.execute_reply.started":"2023-04-19T02:27:59.967748Z","shell.execute_reply":"2023-04-19T02:27:59.971998Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def collate_fn(batch):\n    return tuple(zip(*batch))","metadata":{"execution":{"iopub.status.busy":"2023-04-19T02:28:00.891189Z","iopub.execute_input":"2023-04-19T02:28:00.891567Z","iopub.status.idle":"2023-04-19T02:28:00.896985Z","shell.execute_reply.started":"2023-04-19T02:28:00.891534Z","shell.execute_reply":"2023-04-19T02:28:00.895885Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"image_dataset = LungsData(df = df, transform = augs)\n\nimage_loader = DataLoader(image_dataset, \n                          batch_size  = 8, \n                          shuffle     = False, \n                          num_workers = 2,\n                          pin_memory  = True,\n                          collate_fn=collate_fn)\n\n\nfor batch_idx, data in enumerate(image_loader):\n    fig = plt.figure(figsize = (14, 7))\n    for i in range(8):\n        inputs = data[0][i]            \n        ax = fig.add_subplot(2, 4, i + 1, xticks = [], yticks = [])   \n        plt.imshow(inputs.numpy().transpose(1, 2, 0), cmap='bone')\n        if data[1][i]['labels'] == 1:\n            boxes = data[1][i]['boxes'].tolist()[0]\n            plt.gca().add_patch(Rectangle((boxes[0],boxes[1]),boxes[2]-boxes[0],boxes[3]-boxes[1], edgecolor='red', facecolor='none', lw=2))\n    break","metadata":{"execution":{"iopub.status.busy":"2023-04-19T02:28:01.584253Z","iopub.execute_input":"2023-04-19T02:28:01.584972Z","iopub.status.idle":"2023-04-19T02:28:06.680722Z","shell.execute_reply.started":"2023-04-19T02:28:01.584935Z","shell.execute_reply":"2023-04-19T02:28:06.678500Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# count mean and std\n![image.png](attachment:aff2a71a-3121-4394-b0d4-315fbfc0eba5.png)","metadata":{},"attachments":{"aff2a71a-3121-4394-b0d4-315fbfc0eba5.png":{"image/png":"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"}}},{"cell_type":"code","source":"psum    = torch.tensor([0.0])\npsum_sq = torch.tensor([0.0])\n\nfor inputs, labels in tqdm(image_loader):\n    psum    += inputs[0].sum()\n    psum_sq += (inputs[0] ** 2).sum()","metadata":{"execution":{"iopub.status.busy":"2023-04-18T18:34:15.320155Z","iopub.execute_input":"2023-04-18T18:34:15.320860Z","iopub.status.idle":"2023-04-18T18:41:43.983386Z","shell.execute_reply.started":"2023-04-18T18:34:15.320818Z","shell.execute_reply":"2023-04-18T18:41:43.982155Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"count = len(df) * dcm_size * dcm_size\n\ntotal_mean = psum / count\ntotal_var  = (psum_sq / count) - (total_mean ** 2)\ntotal_std  = torch.sqrt(total_var)\n\nprint('mean: '  + str(total_mean))\nprint('std:  '  + str(total_std))","metadata":{"execution":{"iopub.status.busy":"2023-04-18T18:41:43.986093Z","iopub.execute_input":"2023-04-18T18:41:43.986738Z","iopub.status.idle":"2023-04-18T18:41:44.027545Z","shell.execute_reply.started":"2023-04-18T18:41:43.986697Z","shell.execute_reply":"2023-04-18T18:41:44.026375Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# mean: tensor([0.0613])\n# std:  tensor([0.1845])","metadata":{}},{"cell_type":"markdown","source":"# **Spliting the dataset**","metadata":{}},{"cell_type":"code","source":"normalized_augs = A.Compose([A.Resize(height = dcm_size//2, width = dcm_size//2),\n                             A.Normalize(mean = total_mean, std = total_std),\n                             ToTensorV2()])","metadata":{"execution":{"iopub.status.busy":"2023-04-19T03:13:05.441286Z","iopub.execute_input":"2023-04-19T03:13:05.442000Z","iopub.status.idle":"2023-04-19T03:13:05.448476Z","shell.execute_reply.started":"2023-04-19T03:13:05.441962Z","shell.execute_reply":"2023-04-19T03:13:05.446394Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"image_dataset = LungsData(df = df, transform = augs)\n\nimage_loader = DataLoader(image_dataset, \n                          batch_size  = 8, \n                          shuffle     = False, \n                          num_workers = 2,\n                          pin_memory  = True,\n                          collate_fn=collate_fn)\n\nfor batch_idx, data in enumerate(image_loader):\n    fig = plt.figure(figsize = (14, 7))\n    for i in range(8):\n        inputs = data[0][i]            \n        ax = fig.add_subplot(2, 4, i + 1, xticks = [], yticks = [])   \n        plt.imshow(inputs.numpy().transpose(1, 2, 0), cmap='bone')\n        if data[1][i]['labels'] == 1:\n            boxes = data[1][i]['boxes'].tolist()[0]\n            plt.gca().add_patch(Rectangle((boxes[0],boxes[1]),boxes[2]-boxes[0],boxes[3]-boxes[1], edgecolor='red', facecolor='none', lw=2))\n    break","metadata":{"execution":{"iopub.status.busy":"2023-04-19T03:13:06.966329Z","iopub.execute_input":"2023-04-19T03:13:06.966744Z","iopub.status.idle":"2023-04-19T03:13:09.660281Z","shell.execute_reply.started":"2023-04-19T03:13:06.966710Z","shell.execute_reply":"2023-04-19T03:13:09.655645Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_set, val_set = random_split(image_dataset, [len(df)-len(df)//10, len(df)//10])\n\nbs = 8\nnw = 2\n\ntrain_loader = DataLoader(train_set, batch_size = bs, shuffle = True, num_workers = nw, pin_memory = True, collate_fn=collate_fn)\nvalid_loader = DataLoader(val_set, batch_size = bs, shuffle = False, num_workers = nw, pin_memory = True, collate_fn=collate_fn)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T03:13:09.662679Z","iopub.execute_input":"2023-04-19T03:13:09.663326Z","iopub.status.idle":"2023-04-19T03:13:09.674378Z","shell.execute_reply.started":"2023-04-19T03:13:09.663285Z","shell.execute_reply":"2023-04-19T03:13:09.673171Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\ndevice","metadata":{"execution":{"iopub.status.busy":"2023-04-19T03:13:15.516380Z","iopub.execute_input":"2023-04-19T03:13:15.517321Z","iopub.status.idle":"2023-04-19T03:13:15.525315Z","shell.execute_reply.started":"2023-04-19T03:13:15.517269Z","shell.execute_reply":"2023-04-19T03:13:15.524084Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model = torchvision.models.detection.fasterrcnn_resnet50_fpn(pretrained=True, image_mean = total_mean, image_std = total_std)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T03:14:23.300598Z","iopub.execute_input":"2023-04-19T03:14:23.301745Z","iopub.status.idle":"2023-04-19T03:14:23.325325Z","shell.execute_reply.started":"2023-04-19T03:14:23.301702Z","shell.execute_reply":"2023-04-19T03:14:23.323181Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"conv1x1 = nn.Conv2d(1, 3, 1)\nmodel.backbone.body.conv1 = nn.Sequential(conv1x1, model.backbone.body.conv1)","metadata":{"execution":{"iopub.status.busy":"2023-04-18T19:47:09.996041Z","iopub.execute_input":"2023-04-18T19:47:09.996974Z","iopub.status.idle":"2023-04-18T19:47:10.003627Z","shell.execute_reply.started":"2023-04-18T19:47:09.996921Z","shell.execute_reply":"2023-04-18T19:47:10.002458Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"num_classes = 2  \nin_features = model.roi_heads.box_predictor.cls_score.in_features\nmodel.roi_heads.box_predictor = FastRCNNPredictor(in_features, num_classes)","metadata":{"execution":{"iopub.status.busy":"2023-04-18T19:47:12.003500Z","iopub.execute_input":"2023-04-18T19:47:12.004202Z","iopub.status.idle":"2023-04-18T19:47:12.011474Z","shell.execute_reply.started":"2023-04-18T19:47:12.004159Z","shell.execute_reply":"2023-04-18T19:47:12.009256Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.to(device)\nparams = [p for p in model.parameters() if p.requires_grad]\noptimizer = torch.optim.SGD(params, lr=0.005, momentum=0.9, weight_decay=0.0005)\nlr_scheduler = torch.optim.lr_scheduler.StepLR(optimizer, step_size=3, gamma=0.1)","metadata":{"execution":{"iopub.status.busy":"2023-04-18T19:47:12.941369Z","iopub.execute_input":"2023-04-18T19:47:12.941753Z","iopub.status.idle":"2023-04-18T19:47:13.005399Z","shell.execute_reply.started":"2023-04-18T19:47:12.941718Z","shell.execute_reply":"2023-04-18T19:47:13.004270Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!pip install -U 'git+https://github.com/cocodataset/cocoapi.git#subdirectory=PythonAPI'\n\n!git clone --depth 1 --recursive --branch v0.10.1 https://github.com/pytorch/vision.git\n!cd vision;cp references/detection/utils.py ../;cp references/detection/transforms.py ../;cp references/detection/coco_eval.py ../;cp references/detection/engine.py ../;cp references/detection/coco_utils.py ../","metadata":{"execution":{"iopub.status.busy":"2023-04-18T19:47:13.893594Z","iopub.execute_input":"2023-04-18T19:47:13.894305Z","iopub.status.idle":"2023-04-18T19:47:27.931039Z","shell.execute_reply.started":"2023-04-18T19:47:13.894266Z","shell.execute_reply":"2023-04-18T19:47:27.929631Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from engine import train_one_epoch, evaluate\nimport utils\nnum_epochs = 5\n\nlog_template = \"\\nEpoch {ep:03d}\"\nwith tqdm(desc=\"epoch\", total=num_epochs) as pbar_outer:\n    for epoch in range(num_epochs):\n        text1=train_one_epoch(model, optimizer, train_loader, device, epoch, print_freq=300)\n        lr_scheduler.step()\n        text2=evaluate(model, valid_loader, device=device)\n        pbar_outer.update(1)\n        tqdm.write(log_template.format(ep=epoch+1))","metadata":{"execution":{"iopub.status.busy":"2023-04-18T19:48:43.277892Z","iopub.execute_input":"2023-04-18T19:48:43.278311Z","iopub.status.idle":"2023-04-18T19:48:44.147743Z","shell.execute_reply.started":"2023-04-18T19:48:43.278275Z","shell.execute_reply":"2023-04-18T19:48:44.145856Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"torch.save(model.state_dict(), 'faster_rcnn_state.pth')","metadata":{"execution":{"iopub.status.busy":"2023-04-18T20:01:08.436767Z","iopub.execute_input":"2023-04-18T20:01:08.437509Z","iopub.status.idle":"2023-04-18T20:01:08.702916Z","shell.execute_reply.started":"2023-04-18T20:01:08.437471Z","shell.execute_reply":"2023-04-18T20:01:08.701817Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}