{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import torch\nimport torch.nn as nn\nimport torch.optim as optim\nimport numpy as np\nimport glob\nimport PIL.Image as Image\nimport torch.utils.data as data\nimport matplotlib.pyplot as plt\nimport matplotlib.patches as patches\nfrom tqdm import tqdm\nfrom ipywidgets import interact, fixed\n\nPREFIX = '/kaggle/input/vesuvius-challenge/train/1/'\nBUFFER = 30  # Buffer size in x and y direction\nZ_START = 27 # First slice in the z direction to use\nZ_DIM = 10   # Number of slices in the z direction\nTRAINING_STEPS = 30000\nLEARNING_RATE = 0.03\nBATCH_SIZE = 32\nDEVICE = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n\nplt.imshow(Image.open(PREFIX+\"ir.png\"), cmap=\"gray\")","metadata":{"_uuid":"91db1348-a896-4607-8686-f6c6df6419ed","_cell_guid":"ff3c9fb9-0c86-4acf-9162-c741c46e53a4","collapsed":false,"jupyter":{"outputs_hidden":false},"_kg_hide-output":false,"execution":{"iopub.status.busy":"2023-04-11T11:32:15.629109Z","iopub.execute_input":"2023-04-11T11:32:15.630173Z","iopub.status.idle":"2023-04-11T11:32:18.990272Z","shell.execute_reply.started":"2023-04-11T11:32:15.630121Z","shell.execute_reply":"2023-04-11T11:32:18.989275Z"},"trusted":true},"execution_count":47,"outputs":[{"execution_count":47,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7fde7bfe3a90>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"mask = np.array(Image.open(PREFIX+\"mask.png\").convert('1'))\nlabel = torch.from_numpy(np.array(Image.open(PREFIX+\"inklabels.png\"))).gt(0).float().to(DEVICE)\nfig, (ax1, ax2) = plt.subplots(1, 2)\nax1.set_title(\"mask.png\")\nax1.imshow(mask, cmap='gray')\nax2.set_title(\"inklabels.png\")\nax2.imshow(label.cpu(), cmap='gray')\nplt.show()","metadata":{"_uuid":"351fefa9-30dd-4e8d-bf3b-1aaa0fb33905","_cell_guid":"43a9acbe-f2c5-4976-b9ee-027e62c27a83","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2023-04-11T11:32:23.849525Z","iopub.execute_input":"2023-04-11T11:32:23.850449Z","iopub.status.idle":"2023-04-11T11:32:27.159097Z","shell.execute_reply.started":"2023-04-11T11:32:23.850394Z","shell.execute_reply":"2023-04-11T11:32:27.15811Z"},"trusted":true},"execution_count":48,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"# Load the 3d x-ray scan, one slice at a time\nimages = [np.array(Image.open(filename), dtype=np.float32)/65535.0 for filename in tqdm(sorted(glob.glob(PREFIX+\"surface_volume/*.tif\"))[Z_START:Z_START+Z_DIM])]\nimage_stack = torch.stack([torch.from_numpy(image) for image in images], dim=0).to(DEVICE)\n\nfig, axes = plt.subplots(1, len(images), figsize=(15, 3))\nfor image, ax in zip(images, axes):\n  ax.imshow(np.array(Image.fromarray(image).resize((image.shape[1]//20, image.shape[0]//20)), dtype=np.float32), cmap='gray')\n  ax.set_xticks([]); ax.set_yticks([])\nfig.tight_layout()\nplt.show()","metadata":{"_uuid":"929b9e7a-d30c-4462-a7b9-0765a76cdb4e","_cell_guid":"f75858f9-06ad-43cc-be5f-ab09738a58c1","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2023-04-11T11:32:30.984888Z","iopub.execute_input":"2023-04-11T11:32:30.985317Z","iopub.status.idle":"2023-04-11T11:32:40.213152Z","shell.execute_reply.started":"2023-04-11T11:32:30.985276Z","shell.execute_reply":"2023-04-11T11:32:40.212135Z"},"trusted":true},"execution_count":49,"outputs":[{"name":"stderr","text":"100%|██████████| 10/10 [00:02<00:00,  4.17it/s]\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1500x300 with 10 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"#### rect = (1100, 3500, 700, 950)\nfig, ax = plt.subplots()\nax.imshow(label.cpu())\npatch = patches.Rectangle((rect[0], rect[1]), rect[2], rect[3], linewidth=2, edgecolor='r', facecolor='none')\nax.add_patch(patch)\nplt.show()","metadata":{"_uuid":"39a855d9-38f5-4f2d-ac7f-1f65529d1a3e","_cell_guid":"62d60bbe-85f1-4df4-b1e6-f4337268b11c","jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2023-04-11T09:24:04.07899Z","iopub.execute_input":"2023-04-11T09:24:04.079374Z","iopub.status.idle":"2023-04-11T09:24:05.951034Z","shell.execute_reply.started":"2023-04-11T09:24:04.07932Z","shell.execute_reply":"2023-04-11T09:24:05.949906Z"}}},{"cell_type":"code","source":"class SubvolumeDataset(data.Dataset):\n    def __init__(self, image_stack, label, pixels):\n        self.image_stack = image_stack\n        self.label = label\n        self.pixels = pixels\n    def __len__(self):\n        return len(self.pixels)\n    def __getitem__(self, index):\n        y, x = self.pixels[index]\n        subvolume = self.image_stack[:, y-BUFFER:y+BUFFER+1, x-BUFFER:x+BUFFER+1].view(1, Z_DIM, BUFFER*2+1, BUFFER*2+1)\n        inklabel = self.label[y, x].view(1)\n        return subvolume, inklabel\n\nmodel = nn.Sequential(\n    nn.Conv3d(1, 16, 3, 1, 1), nn.MaxPool3d(2, 2),\n    nn.Conv3d(16, 32, 3, 1, 1), nn.MaxPool3d(2, 2),\n    nn.Conv3d(32, 64, 3, 1, 1), nn.MaxPool3d(2, 2),\n    nn.Flatten(start_dim=1),\n    nn.LazyLinear(128), nn.ReLU(),\n    nn.LazyLinear(1), nn.Sigmoid()\n).to(DEVICE)","metadata":{"_uuid":"9cf6abaa-b06b-4d05-a6d8-b7f012cf2e2c","_cell_guid":"25930dc1-1883-4fcd-9d40-f4aaa2ca152b","collapsed":false,"jupyter":{"outputs_hidden":false},"_kg_hide-output":true,"execution":{"iopub.status.busy":"2023-04-11T11:32:41.849552Z","iopub.execute_input":"2023-04-11T11:32:41.850123Z","iopub.status.idle":"2023-04-11T11:32:41.864321Z","shell.execute_reply.started":"2023-04-11T11:32:41.850087Z","shell.execute_reply":"2023-04-11T11:32:41.863384Z"},"trusted":true},"execution_count":51,"outputs":[]},{"cell_type":"markdown","source":"Now we'll train the model. Conceptually it looks like this:\n\n<a href=\"https://user-images.githubusercontent.com/22727759/224853655-3fad9edb-c798-452e-94d0-f74efe71c08e.mp4\"><img src=\"https://user-images.githubusercontent.com/22727759/224853385-ed190d89-f466-469c-82a9-499881759d57.gif\"/></a>\n\nThis typically takes about 10 minutes.","metadata":{"_uuid":"cfbc9413-b6ff-4a69-ae60-22dddef18f11","_cell_guid":"e7b84e1e-7903-4290-9e09-3bf2cb62b222","trusted":true}},{"cell_type":"code","source":"print(\"Generating pixel lists...\")\n# Split our dataset into train and val. The pixels inside the rect are the \n# val set, and the pixels outside the rect are the train set.\n# Adapted from https://www.kaggle.com/code/jamesdavey/100x-faster-pixel-coordinate-generator-1s-runtime\n# Create a Boolean array of the same shape as the bitmask, initially all True\nnot_border = np.zeros(mask.shape, dtype=bool)\nnot_border[BUFFER:mask.shape[0]-BUFFER, BUFFER:mask.shape[1]-BUFFER] = True\narr_mask = np.array(mask) * not_border\ninside_rect = np.zeros(mask.shape, dtype=bool) * arr_mask\n# Sets all indexes with inside_rect array to True\ninside_rect[rect[1]:rect[1]+rect[3]+1, rect[0]:rect[0]+rect[2]+1] = True\n# Set the pixels within the inside_rect to False\noutside_rect = np.ones(mask.shape, dtype=bool) * arr_mask\noutside_rect[rect[1]:rect[1]+rect[3]+1, rect[0]:rect[0]+rect[2]+1] = False\npixels_inside_rect = np.argwhere(inside_rect)\npixels_outside_rect = np.argwhere(outside_rect)\n\nprint(\"Training....\")\ntrain_dataset = SubvolumeDataset(image_stack, label, pixels_outside_rect)\ntrain_loader = data.DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True)\ncriterion = nn.BCELoss()\noptimizer = optim.SGD(model.parameters(), lr=LEARNING_RATE)\nscheduler = torch.optim.lr_scheduler.OneCycleLR(optimizer, max_lr=LEARNING_RATE, total_steps=TRAINING_STEPS)\nmodel.train()\n# running_loss = 0.0\nfor i, (subvolumes, inklabels) in tqdm(enumerate(train_loader), total=TRAINING_STEPS):\n    if i >= TRAINING_STEPS:\n        break\n    optimizer.zero_grad()\n    outputs = model(subvolumes.to(DEVICE))\n    loss = criterion(outputs, inklabels.to(DEVICE))\n    loss.backward()\n    optimizer.step()\n    scheduler.step()\n#     running_loss += loss.item()\n#     if i % 3000 == 3000-1:\n#         print(\"Loss:\", running_loss / 3000)\n#         running_loss = 0.0","metadata":{"_uuid":"29fb8028-1ec5-42fb-b61a-658e1181c951","_cell_guid":"790108d2-5260-4276-9105-9da5a27c28f5","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2023-04-11T11:32:46.171249Z","iopub.execute_input":"2023-04-11T11:32:46.171963Z","iopub.status.idle":"2023-04-11T11:41:06.9379Z","shell.execute_reply.started":"2023-04-11T11:32:46.171926Z","shell.execute_reply":"2023-04-11T11:41:06.936731Z"},"trusted":true},"execution_count":52,"outputs":[{"name":"stdout","text":"Generating pixel lists...\nTraining...\n","output_type":"stream"},{"name":"stderr","text":"100%|██████████| 30000/30000 [08:19<00:00, 60.04it/s]\n","output_type":"stream"}]},{"cell_type":"code","source":"eval_dataset = SubvolumeDataset(image_stack, label, pixels_inside_rect)\neval_loader = data.DataLoader(eval_dataset, batch_size=BATCH_SIZE, shuffle=False)\noutput = torch.zeros_like(label).float()\nmodel.eval()\nwith torch.no_grad():\n    for i, (subvolumes, _) in enumerate(tqdm(eval_loader)):\n        for j, value in enumerate(model(subvolumes.to(DEVICE))):\n            output[tuple(pixels_inside_rect[i*BATCH_SIZE+j])] = value\n\nfig, (ax1, ax2) = plt.subplots(1, 2)\nax1.imshow(output.cpu(), cmap='gray')\nax2.imshow(label.cpu(), cmap='gray')\nplt.show()","metadata":{"_uuid":"68013338-2e52-4f0b-b15b-b18e071aa5da","_cell_guid":"56812c41-904d-4645-bddf-49b19fe2685d","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2023-04-11T11:41:22.585958Z","iopub.execute_input":"2023-04-11T11:41:22.586995Z","iopub.status.idle":"2023-04-11T11:42:49.63229Z","shell.execute_reply.started":"2023-04-11T11:41:22.586944Z","shell.execute_reply":"2023-04-11T11:42:49.631285Z"},"trusted":true},"execution_count":54,"outputs":[{"name":"stderr","text":"100%|██████████| 20833/20833 [01:24<00:00, 247.97it/s]\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":"Since our output has to be binary, we have to choose a threshold, say 40% confidence.","metadata":{"_uuid":"15c0a510-b4d1-4e14-974e-cbe5a7ac6b8e","_cell_guid":"49b12c62-7143-4d27-be79-e20e8cd9f5fe","trusted":true}},{"cell_type":"code","source":"THRESHOLD = 0.4\nfig, (ax1, ax2) = plt.subplots(1, 2)\nax1.imshow(output.gt(THRESHOLD).cpu(), cmap='gray')\nax2.imshow(label.cpu(), cmap='gray')\nplt.show()","metadata":{"_uuid":"3eb989fa-2823-49f7-a55f-1e178884e344","_cell_guid":"4f1a3ed4-43c8-4a9c-9f49-dab4d3047048","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2023-04-11T11:42:56.9104Z","iopub.execute_input":"2023-04-11T11:42:56.910775Z","iopub.status.idle":"2023-04-11T11:42:59.571973Z","shell.execute_reply.started":"2023-04-11T11:42:56.910743Z","shell.execute_reply":"2023-04-11T11:42:59.57084Z"},"trusted":true},"execution_count":55,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 2 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"# Adapted from https://www.kaggle.com/code/stainsby/fast-tested-rle/notebook\n# and https://www.kaggle.com/code/kotaiizuka/faster-rle/notebook\ndef rle(output):\n    pixels = np.where(output.flatten().cpu() > THRESHOLD, 1, 0).astype(np.uint8)\n    pixels[0] = 0\n    pixels[-1] = 0\n    runs = np.where(pixels[1:] != pixels[:-1])[0] + 2\n    runs[1::2] = runs[1::2] - runs[:-1:2]\n    return ' '.join(str(x) for x in runs)\nrle_output = rle(output)\n# This doesn't make too much sense, but let's just output in the required format\n# so notebook works as a submission. :-)\nprint(\"Id,Predicted\\na,\" + rle_output + \"\\nb,\" + rle_output, file=open('submission.csv', 'w'))","metadata":{"_uuid":"512cd6ab-2794-4ad3-87cc-fc240561f286","_cell_guid":"79b4b495-2e93-49ba-b9d8-434dccf49907","collapsed":false,"jupyter":{"outputs_hidden":false},"execution":{"iopub.status.busy":"2023-04-11T11:44:17.259365Z","iopub.execute_input":"2023-04-11T11:44:17.259939Z","iopub.status.idle":"2023-04-11T11:44:17.719632Z","shell.execute_reply.started":"2023-04-11T11:44:17.259902Z","shell.execute_reply":"2023-04-11T11:44:17.718507Z"},"trusted":true},"execution_count":65,"outputs":[]},{"cell_type":"code","source":"torch.save(model,'./cnnTorch.pt')","metadata":{"execution":{"iopub.status.busy":"2023-04-11T11:46:59.112922Z","iopub.execute_input":"2023-04-11T11:46:59.113537Z","iopub.status.idle":"2023-04-11T11:46:59.124803Z","shell.execute_reply.started":"2023-04-11T11:46:59.113499Z","shell.execute_reply":"2023-04-11T11:46:59.123754Z"},"trusted":true},"execution_count":87,"outputs":[]},{"cell_type":"code","source":"","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}