{ "cells": [ { "cell_type": "markdown", "id": "5d48e2ad", "metadata": {}, "source": [ "## Setup\n", "\n", "This notebook needs PyTorch, Pillow, and Matplotlib." ] }, { "cell_type": "markdown", "id": "86fb9bf5", "metadata": {}, "source": [ "# Cats vs dogs: logistic regression in PyTorch\n", "\n", "A PyTorch version of `cat_regression.ipynb`, adapted from François Chollet's image-classification example. Each grayscale pixel is a feature; there are no hidden layers. For this binary task, cat is class 0 and dog is class 1. The output is the probability of dog." ] }, { "cell_type": "code", "execution_count": 17, "id": "601dee3e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using mps device\n", "PetImages\n" ] } ], "source": [ "from pathlib import Path\n", "import random\n", "\n", "import matplotlib.pyplot as plt\n", "from PIL import Image, ImageOps\n", "import torch\n", "from torch import nn\n", "from torch.utils.data import DataLoader, Dataset\n", "\n", "SEED = 1337\n", "random.seed(SEED)\n", "torch.manual_seed(SEED)\n", "\n", "DATA_DIR = \"PetImages\"\n", "IMAGE_SIZE = (180, 180) # height, width\n", "BATCH_SIZE = 32\n", "EPOCHS = 10\n", "LEARNING_RATE = 1e-4\n", "VALIDATION_SPLIT = 0.2\n", "USE_AUGMENTATION = True\n", "CLASS_NAMES = [\"cat\", \"dog\"]\n", "\n", "\n", "def get_device():\n", " if torch.cuda.is_available():\n", " return torch.device(\"cuda\")\n", " if torch.backends.mps.is_available():\n", " return torch.device(\"mps\")\n", " return torch.device(\"cpu\")\n", "\n", "\n", "device = get_device()\n", "print(f\"Using {device} device\")\n", "print(DATA_DIR)" ] }, { "cell_type": "markdown", "id": "02cecc9e", "metadata": {}, "source": [ "## Load and split the data\n", "\n", "Decode the images to detect corrupt files and skip them without deleting anything. Split each class separately into 80% training and 20% validation using a fixed seed. Validation examples are held out from training." ] }, { "cell_type": "code", "execution_count": 18, "id": "46b78b32", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Skipped 0 unreadable images (no files deleted).\n", "Training: 12819; validation: 3203\n" ] } ], "source": [ "train_samples = []\n", "val_samples = []\n", "num_skipped = 0\n", "split_rng = random.Random(SEED)\n", "for label, folder_name in enumerate((\"SmallCat\", \"SmallDog\")):\n", " folder = Path(DATA_DIR) / folder_name\n", " if not folder.is_dir():\n", " raise FileNotFoundError(f\"Expected {folder}; change DATA_DIR to your PetImages folder.\")\n", " valid_samples = []\n", " for path in sorted(folder.iterdir()):\n", " if path.suffix.lower() not in {\".jpg\", \".jpeg\", \".png\"}:\n", " continue\n", " try:\n", " with Image.open(path) as image:\n", " image.convert(\"L\").load()\n", " except (OSError, ValueError, Image.DecompressionBombError):\n", " num_skipped += 1\n", " continue\n", " valid_samples.append((path, label))\n", " if len(valid_samples) < 2:\n", " raise ValueError(f\"Need at least two readable images in {folder}.\")\n", " split_rng.shuffle(valid_samples)\n", " val_count = min(len(valid_samples) - 1, max(1, int(len(valid_samples) * VALIDATION_SPLIT)))\n", " val_samples.extend(valid_samples[:val_count])\n", " train_samples.extend(valid_samples[val_count:])\n", "\n", "print(f\"Skipped {num_skipped} unreadable images (no files deleted).\")\n", "print(f\"Training: {len(train_samples)}; validation: {len(val_samples)}\")" ] }, { "cell_type": "markdown", "id": "e66e4f88", "metadata": {}, "source": [ "## Prepare images and data loaders\n", "\n", "Resize to 180 × 180, convert to grayscale, divide pixel values by 255, and flatten into 32,400 features. Training optionally uses random horizontal flips and rotations up to 36 degrees. Validation and inference only resize and scale. Set `USE_AUGMENTATION = False` for a baseline without augmentation." ] }, { "cell_type": "code", "execution_count": null, "id": "93128b6c", "metadata": {}, "outputs": [], "source": [ "def prepare_image(image, augment=False):\n", " image = image.convert(\"L\").resize(\n", " (IMAGE_SIZE[1], IMAGE_SIZE[0]), Image.Resampling.BILINEAR\n", " )\n", " if augment:\n", " if random.random() < 0.5:\n", " image = ImageOps.mirror(image)\n", " image = image.rotate(random.uniform(-36, 36), resample=Image.Resampling.BILINEAR)\n", " return torch.tensor(list(image.getdata()), dtype=torch.float32) / 255.0\n", "\n", "\n", "class PetImageDataset(Dataset):\n", " def __init__(self, samples, augment=False):\n", " self.samples = samples\n", " self.augment = augment\n", "\n", " def __len__(self):\n", " return len(self.samples)\n", "\n", " def __getitem__(self, index):\n", " path, label = self.samples[index]\n", " with Image.open(path) as image:\n", " features = prepare_image(image, augment=self.augment)\n", " # BCELoss expects floating labels shaped like the binary output.\n", " return features, torch.tensor([label], dtype=torch.float32)\n", "\n", "\n", "train_dataset = PetImageDataset(train_samples, augment=USE_AUGMENTATION)\n", "val_dataset = PetImageDataset(val_samples)\n", "train_loader = DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True, num_workers=0)\n", "val_loader = DataLoader(val_dataset, batch_size=BATCH_SIZE, num_workers=0)" ] }, { "cell_type": "markdown", "id": "9a5638ca", "metadata": {}, "source": [ "## Visualize training images\n", "\n", "This preview uses the same optional augmentation as training. Cat is 0; dog is 1." ] }, { "cell_type": "code", "execution_count": 19, "id": "bbc411f7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "features, labels = next(iter(train_loader))\n", "plt.figure(figsize=(9, 9))\n", "for index in range(min(9, len(features))):\n", " plt.subplot(3, 3, index + 1)\n", " plt.imshow(features[index].reshape(IMAGE_SIZE).numpy(), cmap=\"gray\", vmin=0, vmax=1)\n", " plt.title(CLASS_NAMES[int(labels[index].item())])\n", " plt.axis(\"off\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "14bb4a9a", "metadata": {}, "source": [ "## Define the model\n", "\n", "Define the model structure: `nn.Module`, a `classifier` linear layer, and a sigmoid/softmax branch in `forward`. The inputs here are flattened pixels.\n", "\n", "Two classes use one sigmoid output and binary cross entropy (`BCELoss`). The softmax branch supports a model with more classes, as in HW5; that task would also need integer labels and a corresponding multiclass loss. The training loops below are for the binary cats/dogs task." ] }, { "cell_type": "code", "execution_count": 20, "id": "23e78562", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ImageClassifier(\n", " (classifier): Linear(in_features=32400, out_features=1, bias=True)\n", ")\n", "Trainable parameters: 32,401\n" ] } ], "source": [ "class ImageClassifier(nn.Module):\n", " \"\"\"A single linear layer for logistic regression on image pixels.\"\"\"\n", "\n", " def __init__(self, num_features, num_classes=2):\n", " super().__init__()\n", " if num_classes == 2:\n", " self.activation = \"sigmoid\"\n", " units = 1\n", " else:\n", " self.activation = \"softmax\"\n", " units = num_classes\n", " self.classifier = nn.Linear(num_features, units)\n", "\n", " def forward(self, features):\n", " outputs = self.classifier(features)\n", " if self.activation == \"sigmoid\":\n", " return torch.sigmoid(outputs)\n", " return torch.log_softmax(outputs, dim=1)\n", "\n", "\n", "def make_model(num_features, num_classes):\n", " return ImageClassifier(num_features, num_classes)\n", "\n", "# Set up model, loss function, and optimizer\n", "model = make_model(IMAGE_SIZE[0] * IMAGE_SIZE[1], num_classes=2).to(device)\n", "optimizer = torch.optim.Adam(model.parameters(), lr=LEARNING_RATE)\n", "loss_function = nn.BCELoss()\n", "print(model)\n", "print(f\"Trainable parameters: {sum(p.numel() for p in model.parameters()):,}\")" ] }, { "cell_type": "markdown", "id": "caa3f403", "metadata": {}, "source": [ "## Train and evaluate\n", "\n", "At each training step, clear gradients, compute the loss, backpropagate, and update parameters. Evaluation uses `model.eval()` and `torch.inference_mode()`. A dog probability of at least 0.5 predicts class 1.\n", "\n", "Training metrics average over batches as the model updates and include augmentation when enabled. Validation metrics use the model at the end of the epoch." ] }, { "cell_type": "code", "execution_count": 22, "id": "40fc98ea", "metadata": {}, "outputs": [], "source": [ "def train(model, data_loader, optimizer, loss_function, device):\n", " model.train()\n", " total_loss = 0.0\n", " total_correct = 0\n", " total_items = 0\n", " for features, labels in data_loader:\n", " features = features.to(device)\n", " labels = labels.to(device)\n", " # Zero out the optimizer\n", " optimizer.zero_grad(set_to_none=True)\n", " \n", " # Get the model predictions\n", " predictions = model(features)\n", " \n", " # Compute the loss\n", " loss = loss_function(predictions, labels)\n", " \n", " # Use the loss to update the weights\n", " loss.backward()\n", " optimizer.step()\n", " \n", " # Compute statistics\n", " total_loss += loss.item() * labels.size(0)\n", " total_correct += ((predictions >= 0.5) == labels.bool()).sum().item()\n", " total_items += labels.size(0)\n", " return total_loss / total_items, total_correct / total_items\n", "\n", "\n", "def evaluate(model, data_loader, loss_function, device):\n", " model.eval()\n", " total_loss = 0.0\n", " total_correct = 0\n", " total_items = 0\n", " with torch.inference_mode():\n", " for features, labels in data_loader:\n", " features = features.to(device)\n", " labels = labels.to(device)\n", " \n", " # Get predictions\n", " predictions = model(features)\n", " \n", " # Compute loss\n", " loss = loss_function(predictions, labels)\n", " \n", " # Compute statistics\n", " total_loss += loss.item() * labels.size(0)\n", " total_correct += ((predictions >= 0.5) == labels.bool()).sum().item()\n", " total_items += labels.size(0)\n", " return total_loss / total_items, total_correct / total_items" ] }, { "cell_type": "code", "execution_count": 23, "id": "020bc719", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10 - train_loss: 0.7058 - train_accuracy: 0.5348 - val_loss: 0.6940 - val_accuracy: 0.5236\n", "Epoch 2/10 - train_loss: 0.7062 - train_accuracy: 0.5326 - val_loss: 0.7044 - val_accuracy: 0.5111\n", "Epoch 3/10 - train_loss: 0.7093 - train_accuracy: 0.5394 - val_loss: 0.6881 - val_accuracy: 0.5576\n", "Epoch 4/10 - train_loss: 0.7065 - train_accuracy: 0.5475 - val_loss: 0.7035 - val_accuracy: 0.5404\n", "Epoch 5/10 - train_loss: 0.7029 - train_accuracy: 0.5419 - val_loss: 0.7173 - val_accuracy: 0.5011\n", "Epoch 6/10 - train_loss: 0.7068 - train_accuracy: 0.5367 - val_loss: 0.7007 - val_accuracy: 0.5448\n", "Epoch 7/10 - train_loss: 0.7103 - train_accuracy: 0.5364 - val_loss: 0.6891 - val_accuracy: 0.5442\n", "Epoch 8/10 - train_loss: 0.7066 - train_accuracy: 0.5401 - val_loss: 0.6871 - val_accuracy: 0.5645\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "Input \u001b[0;32mIn [23]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;66;03m# Training loop\u001b[39;00m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m epoch \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m1\u001b[39m, EPOCHS \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m):\n\u001b[0;32m----> 5\u001b[0m train_loss, train_accuracy \u001b[38;5;241m=\u001b[39m \u001b[43mtrain\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtrain_loader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptimizer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mloss_function\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 6\u001b[0m val_loss, val_accuracy \u001b[38;5;241m=\u001b[39m evaluate(model, val_loader, loss_function, device)\n\u001b[1;32m 7\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m key, value \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mzip\u001b[39m(history, (train_loss, train_accuracy, val_loss, val_accuracy)):\n", "Input \u001b[0;32mIn [22]\u001b[0m, in \u001b[0;36mtrain\u001b[0;34m(model, data_loader, optimizer, loss_function, device)\u001b[0m\n\u001b[1;32m 4\u001b[0m total_correct \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m 5\u001b[0m total_items \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m----> 6\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m features, labels \u001b[38;5;129;01min\u001b[39;00m data_loader:\n\u001b[1;32m 7\u001b[0m features \u001b[38;5;241m=\u001b[39m features\u001b[38;5;241m.\u001b[39mto(device)\n\u001b[1;32m 8\u001b[0m labels \u001b[38;5;241m=\u001b[39m labels\u001b[38;5;241m.\u001b[39mto(device)\n", "File \u001b[0;32m~/miniforge3/lib/python3.9/site-packages/torch/utils/data/dataloader.py:733\u001b[0m, in \u001b[0;36m_BaseDataLoaderIter.__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 730\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sampler_iter \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 731\u001b[0m \u001b[38;5;66;03m# TODO(https://github.com/pytorch/pytorch/issues/76750)\u001b[39;00m\n\u001b[1;32m 732\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reset() \u001b[38;5;66;03m# type: ignore[call-arg]\u001b[39;00m\n\u001b[0;32m--> 733\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_next_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 734\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 735\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[1;32m 736\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_dataset_kind \u001b[38;5;241m==\u001b[39m _DatasetKind\u001b[38;5;241m.\u001b[39mIterable\n\u001b[1;32m 737\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_IterableDataset_len_called \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 738\u001b[0m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m>\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_IterableDataset_len_called\n\u001b[1;32m 739\u001b[0m ):\n", "File \u001b[0;32m~/miniforge3/lib/python3.9/site-packages/torch/utils/data/dataloader.py:789\u001b[0m, in \u001b[0;36m_SingleProcessDataLoaderIter._next_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 787\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_next_data\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 788\u001b[0m index \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_next_index() \u001b[38;5;66;03m# may raise StopIteration\u001b[39;00m\n\u001b[0;32m--> 789\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dataset_fetcher\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# may raise StopIteration\u001b[39;00m\n\u001b[1;32m 790\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory:\n\u001b[1;32m 791\u001b[0m data \u001b[38;5;241m=\u001b[39m _utils\u001b[38;5;241m.\u001b[39mpin_memory\u001b[38;5;241m.\u001b[39mpin_memory(data, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory_device)\n", "File \u001b[0;32m~/miniforge3/lib/python3.9/site-packages/torch/utils/data/_utils/fetch.py:52\u001b[0m, in \u001b[0;36m_MapDatasetFetcher.fetch\u001b[0;34m(self, possibly_batched_index)\u001b[0m\n\u001b[1;32m 50\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset\u001b[38;5;241m.\u001b[39m__getitems__(possibly_batched_index)\n\u001b[1;32m 51\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 52\u001b[0m data \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[idx] \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m possibly_batched_index]\n\u001b[1;32m 53\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 54\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[possibly_batched_index]\n", "File \u001b[0;32m~/miniforge3/lib/python3.9/site-packages/torch/utils/data/_utils/fetch.py:52\u001b[0m, in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 50\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset\u001b[38;5;241m.\u001b[39m__getitems__(possibly_batched_index)\n\u001b[1;32m 51\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 52\u001b[0m data \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdataset\u001b[49m\u001b[43m[\u001b[49m\u001b[43midx\u001b[49m\u001b[43m]\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m possibly_batched_index]\n\u001b[1;32m 53\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 54\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[possibly_batched_index]\n", "Input \u001b[0;32mIn [5]\u001b[0m, in \u001b[0;36mPetImageDataset.__getitem__\u001b[0;34m(self, index)\u001b[0m\n\u001b[1;32m 21\u001b[0m path, label \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msamples[index]\n\u001b[1;32m 22\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Image\u001b[38;5;241m.\u001b[39mopen(path) \u001b[38;5;28;01mas\u001b[39;00m image:\n\u001b[0;32m---> 23\u001b[0m features \u001b[38;5;241m=\u001b[39m \u001b[43mprepare_image\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimage\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maugment\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43maugment\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 24\u001b[0m \u001b[38;5;66;03m# BCELoss expects floating labels shaped like the binary output.\u001b[39;00m\n\u001b[1;32m 25\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m features, torch\u001b[38;5;241m.\u001b[39mtensor([label], dtype\u001b[38;5;241m=\u001b[39mtorch\u001b[38;5;241m.\u001b[39mfloat32)\n", "Input \u001b[0;32mIn [5]\u001b[0m, in \u001b[0;36mprepare_image\u001b[0;34m(image, augment)\u001b[0m\n\u001b[1;32m 7\u001b[0m image \u001b[38;5;241m=\u001b[39m ImageOps\u001b[38;5;241m.\u001b[39mmirror(image)\n\u001b[1;32m 8\u001b[0m image \u001b[38;5;241m=\u001b[39m image\u001b[38;5;241m.\u001b[39mrotate(random\u001b[38;5;241m.\u001b[39muniform(\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m36\u001b[39m, \u001b[38;5;241m36\u001b[39m), resample\u001b[38;5;241m=\u001b[39mImage\u001b[38;5;241m.\u001b[39mResampling\u001b[38;5;241m.\u001b[39mBILINEAR)\n\u001b[0;32m----> 9\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtensor\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgetdata\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdtype\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfloat32\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;241m/\u001b[39m \u001b[38;5;241m255.0\u001b[39m\n", "\u001b[0;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "history = {\"train_loss\": [], \"train_accuracy\": [], \"val_loss\": [], \"val_accuracy\": []}\n", "\n", "# Training loop\n", "for epoch in range(1, EPOCHS + 1):\n", " train_loss, train_accuracy = train(model, train_loader, optimizer, loss_function, device)\n", " val_loss, val_accuracy = evaluate(model, val_loader, loss_function, device)\n", " for key, value in zip(history, (train_loss, train_accuracy, val_loss, val_accuracy)):\n", " history[key].append(value)\n", " print(\n", " f\"Epoch {epoch}/{EPOCHS} - train_loss: {train_loss:.4f} - \"\n", " f\"train_accuracy: {train_accuracy:.4f} - val_loss: {val_loss:.4f} - \"\n", " f\"val_accuracy: {val_accuracy:.4f}\"\n", " )\n", "\n", "# Optional: save learned parameters in the regression folder.\n", "# torch.save(model.state_dict(), IMAGE_DIR / \"cat_regression_pytorch.pt\")" ] }, { "cell_type": "markdown", "id": "3323220b", "metadata": {}, "source": [ "## Inspect learning curves\n", "\n", "A linear layer has limited ability to capture spatial patterns. Compare training and validation accuracy to assess generalization; results depend on the learning rate and training duration. If you use validation to tune settings, use a separate test set for a final performance estimate." ] }, { "cell_type": "code", "execution_count": 24, "id": "91baf534", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n", "epoch_numbers = range(1, len(history[\"train_loss\"]) + 1)\n", "for axis, metric, title in zip(axes, (\"loss\", \"accuracy\"), (\"Loss\", \"Accuracy\")):\n", " axis.plot(epoch_numbers, history[f\"train_{metric}\"], label=\"Training\")\n", " axis.plot(epoch_numbers, history[f\"val_{metric}\"], label=\"Validation\")\n", " axis.set_xlabel(\"Epoch\")\n", " axis.set_title(title)\n", " axis.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f9396da9", "metadata": {}, "source": [ "## Run inference on a new image\n", "\n", "Inference uses the same grayscale conversion, resizing, and scaling as validation, without augmentation." ] }, { "cell_type": "code", "execution_count": 28, "id": "cf1f6067", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This image is 54.45 percent cat and 45.55 percent dog.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def predict(model, features):\n", " device = next(model.parameters()).device\n", " features = torch.as_tensor(features, dtype=torch.float32, device=device)\n", " model.eval()\n", " with torch.inference_mode():\n", " return model(features).cpu()\n", "\n", "\n", "IMAGE_PATH = Path(\"examples\") / \"bertie.jpeg\"\n", "with Image.open(IMAGE_PATH) as image:\n", " features = prepare_image(image).unsqueeze(0) # Add the batch dimension.\n", " preview = image.convert(\"L\").resize((IMAGE_SIZE[1], IMAGE_SIZE[0]))\n", "\n", "score = predict(model, features)[0, 0].item()\n", "print(f\"This image is {100 * (1 - score):.2f} percent cat and {100 * score:.2f} percent dog.\")\n", "plt.imshow(preview, cmap=\"gray\")\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "0c1566fa-035d-4d88-b036-58ba253692f5", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }