diff --git a/notebooks/old_arc_train_notebook.ipynb b/notebooks/old_arc_train_notebook.ipynb new file mode 100644 index 0000000..03162fd --- /dev/null +++ b/notebooks/old_arc_train_notebook.ipynb @@ -0,0 +1,6235 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "Edj1NUWK5C-q" + }, + "outputs": [], + "source": [ + "!pip install -q kaggle" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "hpx6cBa65LG1" + }, + "outputs": [], + "source": [ + "!mkdir ~/.kaggle" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "ecqIu9jH5OKY" + }, + "outputs": [], + "source": [ + "!cp kaggle.json ~/.kaggle/" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "5LoJqG3w5Qpf" + }, + "outputs": [], + "source": [ + "!chmod 600 ~/.kaggle/kaggle.json" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "RdZlVE-R5R-d", + "outputId": "fb19bb2f-2a9d-4796-d6aa-61bed10596b9" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Downloading deepglobe-road-extraction-dataset.zip to /content\n", + "100% 3.78G/3.79G [00:37<00:00, 107MB/s]\n", + "100% 3.79G/3.79G [00:37<00:00, 108MB/s]\n" + ] + } + ], + "source": [ + "!kaggle datasets download -d 'balraj98/deepglobe-road-extraction-dataset'" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Vwg3HfXt5Zqs", + "outputId": "241d0603-32ab-42d8-88dc-de8b59e85cea" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", + " inflating: road-detection/train/723199_sat.jpg \n", + " inflating: road-detection/train/723226_mask.png \n", + " inflating: road-detection/train/723226_sat.jpg 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"base_uri": "https://localhost:8080/" + }, + "id": "t9Wh3xuHDIa4", + "outputId": "720d7550-6095-44d7-f370-307bdbaf1925" + }, + "execution_count": 13, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/gdrive\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import os\n", + "import shutil\n", + "\n", + "\n", + "input_dir = 'road-detection/train'\n", + "\n", + "\n", + "output_sat_dir = os.path.join(input_dir, 'sat')\n", + "output_mask_dir = os.path.join(input_dir, 'mask')\n", + "\n", + "os.makedirs(output_sat_dir, exist_ok=True)\n", + "os.makedirs(output_mask_dir, exist_ok=True)\n", + "\n", + "\n", + "for filename in os.listdir(input_dir):\n", + " if filename.endswith('sat.jpg'):\n", + " shutil.move(os.path.join(input_dir, filename), os.path.join(output_sat_dir, filename))\n", + " elif filename.endswith('mask.png'):\n", + " shutil.move(os.path.join(input_dir, filename), os.path.join(output_mask_dir, filename))\n", + "\n" + ], + "metadata": { + "id": "E5O99LOf1-BP" + }, + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "!pip install split-folders" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8Q1T_DvhP4lc", + "outputId": "f91d325a-8788-4e5f-cf93-ccee04efec66" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting split-folders\n", + " Downloading split_folders-0.5.1-py3-none-any.whl (8.4 kB)\n", + "Installing collected packages: split-folders\n", + "Successfully installed split-folders-0.5.1\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import splitfolders\n", + "splitfolders.ratio('road-detection/train', output=\"datasplit\", seed=1337, ratio=(.8, 0.1,0.1))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "X5SLf6cZ28kV", + "outputId": "bb25bfc9-c71c-49ad-889f-416153794f46" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Copying files: 12452 files [00:21, 580.69 files/s] \n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import os\n", + "from PIL import Image\n", + "from torch.utils.data import Dataset\n", + "import numpy as np\n", + "from torchvision.transforms import v2\n", + "import random\n", + "\n", + "class SatDataset(Dataset):\n", + " def __init__(self, image_dir, mask_dir, transform=None):\n", + " self.image_dir = image_dir\n", + " self.mask_dir = mask_dir\n", + " self.transform = transform\n", + " self.images = os.listdir(image_dir)\n", + "\n", + " def __len__(self):\n", + " return len(self.images)\n", + "\n", + " def __getitem__(self, index):\n", + " img_path = os.path.join(self.image_dir, self.images[index])\n", + " mask_path = os.path.join(self.mask_dir, self.images[index].replace(\"sat.jpg\", \"mask.png\"))\n", + " image = Image.open(img_path).convert(\"RGB\")\n", + " mask = Image.open(mask_path).convert(\"L\")\n", + " #mask[mask == 255.0] = 1.0\n", + "\n", + " seed = np.random.randint(2147483647)\n", + " random.seed(seed)\n", + " torch.manual_seed(seed)\n", + "\n", + " if self.transform is not None:\n", + " image = self.transform(image)\n", + " mask = self.transform(mask)\n", + " greyscaler = v2.Grayscale(num_output_channels=1)\n", + " mask = greyscaler(mask)\n", + " return image, mask" + ], + "metadata": { + "id": "bbOrop-5Kf7n" + }, + "execution_count": 36, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def get_loaders(\n", + " train_dir,\n", + " train_maskdir,\n", + " val_dir,\n", + " val_maskdir,\n", + " batch_size,\n", + " train_transform,\n", + " val_transform,\n", + " num_workers=4,\n", + " pin_memory=True,\n", + "):\n", + " train_set = SatDataset(\n", + " image_dir=train_dir,\n", + " mask_dir=train_maskdir,\n", + " transform=train_transform,\n", + "\n", + " )\n", + "\n", + " train_loader = torch.utils.data.DataLoader(\n", + " train_set,\n", + " batch_size=batch_size,\n", + " num_workers=num_workers,\n", + " pin_memory=pin_memory,\n", + " shuffle=True,\n", + " )\n", + "\n", + " val_set = SatDataset(\n", + " image_dir = val_dir,\n", + " mask_dir= val_maskdir,\n", + " transform= val_transform\n", + " )\n", + "\n", + " val_loader = torch.utils.data.DataLoader(\n", + " val_set,\n", + " batch_size=batch_size,\n", + " num_workers=num_workers,\n", + " pin_memory=pin_memory,\n", + " shuffle=False,\n", + " )\n", + "\n", + " return train_loader, val_loader" + ], + "metadata": { + "id": "kQ-ixABtKtCl" + }, + "execution_count": 37, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from torchvision.transforms import v2\n", + "import torch\n", + "\n", + "#import albumentations as A\n", + "#from albumentations.pytorch import ToTensorV2\n", + "\n", + "\n", + "\n", + "\n", + "train_transform = v2.Compose(\n", + " [\n", + " v2.Resize((256,256)),\n", + " #v2.RandomResizedCrop(size=(256, 256), antialias=True),\n", + " #v2.RandomHorizontalFlip(p=0.5),\n", + " v2.ToTensor(),\n", + " v2.Normalize(mean=[0.0, 0.0, 0.0],std=[1.0, 1.0, 1.0])\n", + " ]\n", + ")\n", + "'''\n", + "\n", + "train_transform = v2.Compose(\n", + " [\n", + "\n", + " v2.RandomResizedCrop(size=(256, 256), antialias=True),\n", + " #v2.RandomHorizontalFlip(p=0.5),\n", + " v2.ToTensor(),\n", + " v2.Normalize(mean=[0.0, 0.0, 0.0],std=[1.0, 1.0, 1.0])\n", + " ]\n", + ")\n", + "'''\n", + "\n", + "val_transforms = v2.Compose(\n", + " [\n", + " v2.Resize((256,256)),\n", + " v2.ToTensor(),\n", + " v2.Normalize(mean=[0.0, 0.0, 0.0],std=[1.0, 1.0, 1.0])\n", + "\n", + " ]\n", + ")\n", + "\n", + "'''\n", + "train_transform = A.Compose(\n", + " [\n", + " A.Resize(height=256, width=256),\n", + " A.Rotate(limit=35, p=1.0),\n", + " A.HorizontalFlip(p=0.5),\n", + " A.VerticalFlip(p=0.1),\n", + " A.Normalize(\n", + " mean=[0.0, 0.0, 0.0],\n", + " std=[1.0, 1.0, 1.0],\n", + " max_pixel_value=255.0,\n", + " ),\n", + " ToTensorV2(),\n", + " ],\n", + " )\n", + "\n", + "val_transforms = A.Compose(\n", + " [\n", + " A.Resize(height=256, width=256),\n", + " A.Normalize(\n", + " mean=[0.0, 0.0, 0.0],\n", + " std=[1.0, 1.0, 1.0],\n", + " max_pixel_value=255.0,\n", + " ),\n", + " ToTensorV2(),\n", + " ],\n", + " )\n", + "\n", + "'''\n", + "\n", + "TRAIN_IMG_DIR = \"datasplit/train/sat/\"\n", + "TRAIN_MASK_DIR = \"datasplit/train/mask/\"\n", + "\n", + "VAL_IMG_DIR = \"datasplit/test/sat/\"\n", + "VAL_MASK_DIR = \"datasplit/test/mask/\"\n", + "\n", + "BATCH_SIZE= 16\n", + "PIN_MEMORY = True\n", + "NUM_WORKERS = 2\n", + "\n", + "train_loader, val_loader = get_loaders(\n", + " TRAIN_IMG_DIR,\n", + " TRAIN_MASK_DIR,\n", + " VAL_IMG_DIR,\n", + " VAL_MASK_DIR,\n", + " BATCH_SIZE,\n", + " train_transform,\n", + " val_transforms,\n", + " NUM_WORKERS,\n", + " PIN_MEMORY,\n", + " )" + ], + "metadata": { + "id": "PReq2p4EKuYG" + }, + "execution_count": 51, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "sample_train, sample_mask = next(iter(train_loader))" + ], + "metadata": { + "id": "EGmZddhMwj_d" + }, + "execution_count": 56, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "def get_image_tensor(loader, idx):\n", + " img = loader[idx]\n", + " print(img.shape)\n", + " img = img.permute(2,1,0)\n", + " return img\n" + ], + "metadata": { + "id": "RfxdUWlI0Qee" + }, + "execution_count": 58, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "rows = 4\n", + "current_img=0\n", + "\n", + "f, ax = plt.subplots(rows,2, figsize=(5,10))\n", + "\n", + "\n", + "for row in range(rows):\n", + " img = get_image_tensor(sample_train, current_img)\n", + " mask = get_image_tensor(sample_mask, current_img)\n", + " ax[row, 0].imshow(img)\n", + " ax[row, 1].imshow(mask.squeeze(), cmap='gray')\n", + " current_img+=1\n", + "\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 971 + }, + "id": "t1wNIIooSoKC", + "outputId": "1037a96a-30e9-4b90-8519-b49b3581dfd9" + }, + "execution_count": 59, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "torch.Size([3, 256, 256])\n", + "torch.Size([1, 256, 256])\n", + "torch.Size([3, 256, 256])\n", + "torch.Size([1, 256, 256])\n", + "torch.Size([3, 256, 256])\n", + "torch.Size([1, 256, 256])\n", + "torch.Size([3, 256, 256])\n", + "torch.Size([1, 256, 256])\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "import torch.nn as nn\n", + "\n", + "\n", + "class DoubleConv(nn.Module):\n", + " def __init__(self, in_channels, out_channels):\n", + " super(DoubleConv, self).__init__()\n", + " self.conv = nn.Sequential(\n", + " nn.Conv2d(in_channels, out_channels, kernel_size=3, stride=1, padding=1, bias=False),\n", + " nn.BatchNorm2d(out_channels),\n", + " nn.ReLU(inplace=True),\n", + "\n", + " nn.Conv2d(out_channels, out_channels, kernel_size=3, stride=1, padding=1, bias=False),\n", + " nn.BatchNorm2d(out_channels),\n", + " nn.ReLU(inplace=True)\n", + " )\n", + " def forward(self, X):\n", + " return self.conv(X)" + ], + "metadata": { + "id": "5wavQcWRJWyv" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "class UNET(nn.Module):\n", + " def __init__(self, in_channels=3, out_channels=1, features=[64, 128, 256, 512]):\n", + " super(UNET, self).__init__()\n", + " self.ups = nn.ModuleList()\n", + " self.downs =nn.ModuleList()\n", + " self.pool = nn.MaxPool2d(kernel_size=2, stride=2)\n", + "\n", + " for feature in features:\n", + " self.downs.append(DoubleConv(in_channels, feature))\n", + " in_channels = feature\n", + "\n", + " for feature in reversed(features):\n", + " self.ups.append(nn.ConvTranspose2d(in_channels=feature*2, out_channels= feature, kernel_size=2, stride=2)) # multiply feature by 2 to account for skip connection\n", + " self.ups.append(DoubleConv(feature*2, feature))\n", + "\n", + " self.bottleneck = DoubleConv(in_channels=features[-1], out_channels=features[-1]*2)\n", + " self.final= nn.Conv2d(features[0], out_channels=out_channels, kernel_size=1)\n", + "\n", + " def forward(self, X):\n", + " skip_connections = []\n", + " for i, down in enumerate(self.downs):\n", + " X = down(X)\n", + " skip_connections.append(X)\n", + " X = self.pool(X)\n", + "\n", + "\n", + " X = self.bottleneck(X)\n", + " skip_connections = list(reversed(skip_connections))\n", + "\n", + "\n", + " for i in range(0, len(self.ups), 2):\n", + " X = self.ups[i](X)\n", + " skip_conn = skip_connections[i//2]\n", + " #if X.shape != skip_conn.shape:\n", + " #X = TF.resize(X, size=skip_conn.shape[2:])\n", + "\n", + " concat_skip = torch.cat((skip_conn,X), dim=1)\n", + " X = self.ups[i+1](concat_skip)\n", + "\n", + " finalX = self.final(X)\n", + " return self.final(X)" + ], + "metadata": { + "id": "sbQZAz9dJXJg" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "MwujOcOMYFRK" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def check_accuracy(loader, model, device=\"cuda\"):\n", + " num_correct = 0\n", + " num_pixels = 0\n", + " dice_score = 0\n", + " model.eval()\n", + "\n", + " with torch.no_grad():\n", + " for x, y in loader:\n", + " x = x.to(device)\n", + " y = y.to(device).unsqueeze(1)\n", + " preds = torch.sigmoid(model(x))\n", + " preds = (preds > 0.5).float()\n", + " num_correct += (preds == y).sum()\n", + " num_pixels += torch.numel(preds)\n", + " dice_score += (2 * (preds * y).sum()) / (\n", + " (preds + y).sum() + 1e-8\n", + " )\n", + "\n", + " print(\n", + " f\"Got {num_correct}/{num_pixels} with acc {num_correct/num_pixels*100:.2f}\"\n", + " )\n", + " print(f\"Dice score: {dice_score/len(loader)}\")\n", + " model.train()" + ], + "metadata": { + "id": "MELGQHSAaDvL" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def train_fn(loader, model, optimizer, loss_fn, scaler):\n", + " loop = tqdm(loader)\n", + "\n", + " for batch_idx, (data, targets) in enumerate(loop):\n", + " data = data.to(device='cuda')\n", + " targets = targets.float().unsqueeze(1).to(device='cuda')\n", + "\n", + "\n", + " with torch.cuda.amp.autocast():\n", + " predictions = model(data)\n", + " loss = loss_fn(predictions, targets)\n", + "\n", + " # backward\n", + " optimizer.zero_grad()\n", + " scaler.scale(loss).backward()\n", + " scaler.step(optimizer)\n", + " scaler.update()\n", + "\n", + " # update tqdm loop\n", + " loop.set_postfix(loss=loss.item())\n" + ], + "metadata": { + "id": "3eGJ_yfHaoi3" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "import torchvision\n", + "\n", + "def save_checkpoint(state, filename=\"my_checkpoint.pth.tar\"):\n", + " print(\"=> Saving checkpoint\")\n", + " torch.save(state, filename)\n", + "\n", + "def load_checkpoint(checkpoint, model):\n", + " print(\"=> Loading checkpoint\")\n", + " model.load_state_dict(checkpoint[\"state_dict\"])\n", + "\n", + "def save_predictions_as_imgs(\n", + " loader, model, folder=\"saved_images\", device=\"cuda\"\n", + "):\n", + " model.eval()\n", + " for idx, (x, y) in enumerate(loader):\n", + " x = x.to(device=device)\n", + " with torch.no_grad():\n", + " preds = torch.sigmoid(model(x))\n", + " preds = (preds > 0.5).float()\n", + " torchvision.utils.save_image(\n", + " preds, f\"{folder}/pred_{idx}.png\"\n", + " )\n", + " torchvision.utils.save_image(y.unsqueeze(1), f\"{folder}/{idx}.png\")\n", + "\n", + " model.train()" + ], + "metadata": { + "id": "jKb2Z15Wa3ON" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ppZf6A5x6ZxS", + "outputId": "668a84c1-b89b-4a02-de72-88f9ef67cfc1" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "loading checkpoints\n", + "=> Loading checkpoint\n", + "loaed checkpoint from gdrive\n", + "Got 39724303/40894464 with acc 97.14\n", + "Dice score: 0.6334189176559448\n", + "Current epoch 0\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 312/312 [02:42<00:00, 1.93it/s, loss=0.0704]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "=> Saving checkpoint\n", + "Checkpoint saved for epoch 0\n", + "Got 39742151/40894464 with acc 97.18\n", + "Dice score: 0.583346426486969\n", + "Current epoch 1\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 312/312 [02:44<00:00, 1.90it/s, loss=0.0598]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "=> Saving checkpoint\n", + "Checkpoint saved for epoch 1\n", + "Got 39780137/40894464 with acc 97.28\n", + "Dice score: 0.6473280191421509\n", + "Current epoch 2\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 312/312 [02:36<00:00, 1.99it/s, loss=0.0558]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "=> Saving checkpoint\n", + "Checkpoint saved for epoch 2\n", + "Got 39807912/40894464 with acc 97.34\n", + "Dice score: 0.6505206227302551\n", + "Current epoch 3\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 312/312 [02:38<00:00, 1.96it/s, loss=0.0523]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "=> Saving checkpoint\n", + "Checkpoint saved for epoch 3\n", + "Got 39767128/40894464 with acc 97.24\n", + "Dice score: 0.6565942764282227\n", + "Current epoch 4\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "100%|██████████| 312/312 [02:37<00:00, 1.98it/s, loss=0.0385]\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "=> Saving checkpoint\n", + "Checkpoint saved for epoch 4\n", + "Got 39795322/40894464 with acc 97.31\n", + "Dice score: 0.6418423652648926\n" + ] + } + ], + "source": [ + "import torch.optim as optim\n", + "from tqdm import tqdm\n", + "\n", + "\n", + "LEARNING_RATE = 1e-4\n", + "NUM_EPOCHS= 5\n", + "LOAD_CHECKPOINT= True\n", + "\n", + "model = UNET(in_channels=3, out_channels=1).to('cuda')\n", + "loss_fn = nn.BCEWithLogitsLoss()\n", + "optimizer = optim.Adam(model.parameters(), lr=LEARNING_RATE)\n", + "\n", + "if LOAD_CHECKPOINT:\n", + " print(\"loading checkpoints\")\n", + " load_checkpoint(torch.load(\"gdrive/MyDrive/best_checkpoint.pth.tar\"), model)\n", + " print(\"loaed checkpoint from gdrive\")\n", + "\n", + "check_accuracy(val_loader, model, device='cuda')\n", + "scaler = torch.cuda.amp.GradScaler()\n", + "for epoch in range(NUM_EPOCHS):\n", + " print(f\"Current epoch {epoch}\")\n", + " train_fn(train_loader, model, optimizer, loss_fn, scaler)\n", + "\n", + " checkpoint = {\n", + " \"state_dict\": model.state_dict(),\n", + " \"optimizer\":optimizer.state_dict(),\n", + " }\n", + "\n", + " save_checkpoint(checkpoint, filename=f'checkpoints/epoch_{epoch}_checkpoint.pth.tar')\n", + " print(f\"Checkpoint saved for epoch {epoch}\")\n", + "\n", + " # check accuracy\n", + " check_accuracy(val_loader, model, device='cuda')\n", + "\n", + " # print some examples to a folder\n", + " save_predictions_as_imgs(\n", + " val_loader, model, folder=\"saved_images\", device='cuda'\n", + " )\n", + "\n" + ] + }, + { + "cell_type": "code", + "source": [ + "os.mkdir('saved_images')" + ], + "metadata": { + "id": "f82SRKZ5552U" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from PIL import Image\n", + "image = Image.open('vit1 (1).jpg')" + ], + "metadata": { + "id": "-ShjW424FaK-" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from torchvision.transforms import v2\n", + "\n", + "trans = v2.PILToTensor()\n", + "img_tensor = trans(image)" + ], + "metadata": { + "id": "6zdUs0hjF7hV" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "img_tensor.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NFMbVsA6G1__", + "outputId": "baab3564-a39a-40b2-b49a-8e0296eeebc5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "torch.Size([3, 821, 1753])" + ] + }, + "metadata": {}, + "execution_count": 122 + } + ] + }, + { + "cell_type": "code", + "source": [ + "import torch\n", + "from torchvision import transforms\n", + "import matplotlib.pyplot as plt\n", + "\n", + "%matplotlib inline\n", + "\n", + "transt = transforms.ToTensor()\n", + "transp = transforms.ToPILImage()\n", + "img_t = transt(Image.open('vit1 (1).jpg'))\n", + "\n", + "#torch.Tensor.unfold(dimension, size, step)\n", + "#slices the images into 8*8 size patches\n", + "patches = img_t.data.unfold(0, 3, 3).unfold(1, 8, 8).unfold(2, 8, 8)\n", + "\n", + "\n", + "print(patches[0][0][0].shape)\n", + "\n", + "def visualize(patches):\n", + " \"\"\"Imshow for Tensor.\"\"\"\n", + " fig = plt.figure(figsize=(4, 4))\n", + " for i in range(4):\n", + " for j in range(4):\n", + " inp = transt(patches[0][i][j])\n", + " inp = np.array(inp)\n", + "\n", + " ax = fig.add_subplot(4, 4, ((i*4)+j)+1, xticks=[], yticks=[])\n", + " plt.imshow(inp)\n", + "\n", + "visualize(patches)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 591 + }, + "id": "uY3tLbe9GEen", + "outputId": "ef02826a-4081-49c4-dc2c-7b7368443850" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "torch.Size([3, 255, 255])\n" + ] + }, + { + "output_type": "error", + "ename": "IndexError", + "evalue": "index 3 is out of bounds for dimension 0 with size 3", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 28\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 29\u001b[0;31m \u001b[0mvisualize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpatches\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m\u001b[0m in \u001b[0;36mvisualize\u001b[0;34m(patches)\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m4\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m \u001b[0minp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtransp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpatches\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 24\u001b[0m \u001b[0minp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mIndexError\u001b[0m: index 3 is out of bounds for dimension 0 with size 3" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "bruh = img_t.data.unfold(0, 3, 3)" + ], + "metadata": { + "id": "_bosJPSkH1TR" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "bruh.unfold(1, 8, 8).shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cdWtRGUPIyP8", + "outputId": "4abd74a8-f623-44d2-d9ad-1a61faea0e37" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "torch.Size([1, 102, 1753, 3, 8])" + ] + }, + "metadata": {}, + "execution_count": 134 + } + ] + }, + { + "cell_type": "code", + "source": [ + "img_t.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JAdtqvDsI01O", + "outputId": "9ccdb74e-cadd-4c31-bfca-5453eecb9e74" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "torch.Size([3, 821, 1753])" + ] + }, + "metadata": {}, + "execution_count": 136 + } + ] + }, + { + "cell_type": "code", + "source": [ + "import torch\n", + "\n", + "# Your original tensor\n", + "original_tensor = torch.randn(3, 821, 1753)\n", + "\n", + "# Specify block size\n", + "block_size = (256, 256)\n", + "\n", + "# Use unfold to create a view of the tensor as blocks\n", + "unfolded_tensor = original_tensor.unfold(1, block_size[0], block_size[0]).unfold(2, block_size[1], block_size[1])\n", + "\n", + "# Get the size of the unfolded tensor\n", + "unfolded_size = unfolded_tensor.size()\n", + "\n", + "# Reshape the unfolded tensor to get the final result\n", + "result_tensor = unfolded_tensor.reshape(unfolded_size[0], unfolded_size[1], unfolded_size[2], block_size[0], block_size[1])\n", + "\n", + "# Check the size of the result tensor\n", + "print(result_tensor.size())\n", + "\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sBLfwY1LLUDF", + "outputId": "ddcf39bf-239d-4462-f4f5-c359e4c4c863" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "torch.Size([3, 3, 6, 256, 256])\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import torch\n", + "\n", + "# Assuming result_tensor is your unfolded tensor\n", + "result_tensor = torch.randn(3, 3, 6, 256, 256)\n", + "\n", + "# Get the dimensions of the unfolded tensor\n", + "num_channels, num_blocks_dim1, num_blocks_dim2, block_size_dim1, block_size_dim2 = result_tensor.size()\n", + "\n", + "# Iterate over each dimension to extract each block\n", + "for channel_idx in range(num_channels):\n", + " for block_idx_dim1 in range(num_blocks_dim1):\n", + " for block_idx_dim2 in range(num_blocks_dim2):\n", + " # Extract a single block\n", + " block = result_tensor[channel_idx, block_idx_dim1, block_idx_dim2, :, :]\n", + "\n", + " # Now 'block' is a tensor of size (256, 256), representing one block of the original tensor\n", + " # You can perform operations on 'block' or store it as needed\n", + " print(f\"Channel {channel_idx}, Block {block_idx_dim1}, {block_idx_dim2}:\\n\", block.shape)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sSFW1iUjMos0", + "outputId": "eb958d1f-17d6-44fb-f56c-6036492c2a61" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Channel 0, Block 0, 0:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 0, 1:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 0, 2:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 0, 3:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 0, 4:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 0, 5:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 1, 0:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 1, 1:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 1, 2:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 1, 3:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 1, 4:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 1, 5:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 2, 0:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 2, 1:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 2, 2:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 2, 3:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 2, 4:\n", + " torch.Size([256, 256])\n", + "Channel 0, Block 2, 5:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 0, 0:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 0, 1:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 0, 2:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 0, 3:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 0, 4:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 0, 5:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 1, 0:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 1, 1:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 1, 2:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 1, 3:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 1, 4:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 1, 5:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 2, 0:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 2, 1:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 2, 2:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 2, 3:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 2, 4:\n", + " torch.Size([256, 256])\n", + "Channel 1, Block 2, 5:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 0, 0:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 0, 1:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 0, 2:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 0, 3:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 0, 4:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 0, 5:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 1, 0:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 1, 1:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 1, 2:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 1, 3:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 1, 4:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 1, 5:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 2, 0:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 2, 1:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 2, 2:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 2, 3:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 2, 4:\n", + " torch.Size([256, 256])\n", + "Channel 2, Block 2, 5:\n", + " torch.Size([256, 256])\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "num_blocks = tuple((original_tensor.size(i) - block_size[i] + 1) // block_size[i] for i in range(1, 3))" + ], + "metadata": { + "id": "0MGRITSCJE8A" + }, + "execution_count": null, + "outputs": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/utils.py b/utils.py index 7c5f4a3..792cb6e 100644 --- a/utils.py +++ b/utils.py @@ -48,7 +48,7 @@ def organise_data(input_dir = 'road-detection/train', split_ratio =(.8, 0.1,0.1) def train_fn(loader, model, optimizer, loss_fn, scaler): loop = tqdm(loader) - for batch_idx, (data, targets) in enumerate(loop): + for i, (data, targets) in enumerate(loop): data = data.to(device='cuda') targets = targets.float().unsqueeze(1).to(device='cuda')