{ "cells": [ { "cell_type": "markdown", "id": "8a97d117", "metadata": {}, "source": [ "# PyTorch CNN model\n", "\n", "In this notebook, we build a convolutional neural network (CNN) classifier for the CIFAR-10 dataset using PyTorch's `nn.Sequential` module.\n", "\n", "## Notebook set-up\n", "\n", "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "041d3264", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n" ] } ], "source": [ "# Standard library imports\n", "from pathlib import Path\n", "\n", "# Third party imports\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", "\n", "from sklearn.metrics import (\n", " confusion_matrix, roc_curve, auc, \n", " precision_recall_curve, average_precision_score\n", ")\n", "\n", "from sklearn.preprocessing import label_binarize\n", "from torchvision import datasets, transforms\n", "from torch.utils.data import DataLoader\n", "\n", "# Set random seeds for reproducibility\n", "torch.manual_seed(315)\n", "np.random.seed(315)\n", "\n", "# Check for GPU availability\n", "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", "print(f'Using device: {device}')" ] }, { "cell_type": "markdown", "id": "1dd13b0f", "metadata": {}, "source": [ "### Configuration" ] }, { "cell_type": "code", "execution_count": 2, "id": "1018d3d8", "metadata": {}, "outputs": [], "source": [ "# Make sure data directory exists\n", "data_dir = Path('../data')\n", "data_dir.mkdir(parents=True, exist_ok=True)" ] }, { "cell_type": "markdown", "id": "35d44b72", "metadata": {}, "source": [ "### Hyperparameters" ] }, { "cell_type": "code", "execution_count": 3, "id": "26de3062", "metadata": {}, "outputs": [], "source": [ "batch_size = 1000 # Training images come in 5 batches of 10,000\n", "learning_rate = 1e-3\n", "epochs = 100\n", "print_every = 10 # Print training progress every n epochs\n", "\n", "# CIFAR-10 class names in class order\n", "class_names = [\n", " 'airplane', 'automobile', 'bird', 'cat', 'deer',\n", " 'dog', 'frog', 'horse', 'ship', 'truck'\n", "]" ] }, { "cell_type": "markdown", "id": "01ea5a8b", "metadata": {}, "source": [ "## 1. Load and preprocess CIFAR-10 data\n", "\n", "CIFAR-10 contains 32x32 color images (3 channels) across 10 classes. We convert the images to grayscale for this demonstration.\n", "\n", "### 1.1. Load datasets" ] }, { "cell_type": "code", "execution_count": null, "id": "1a4112b9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Files already downloaded and verified\n", "Files already downloaded and verified\n", "\n", "Training samples: 50000\n", "Test samples: 10000\n", "Image shape: torch.Size([1, 32, 32])\n", "Number of classes: 10\n" ] } ], "source": [ "# Data preprocessing: convert to grayscale, tensor, and normalize\n", "transform = transforms.Compose([\n", " transforms.Grayscale(num_output_channels=1),\n", " transforms.ToTensor(),\n", " transforms.Normalize((0.5,), (0.5,))\n", "])\n", "\n", "# Use the fast BrainChip mirror for downloading CIFAR-10\n", "datasets.CIFAR10.url = 'https://data.brainchip.com/dataset-mirror/cifar10/cifar-10-python.tar.gz'\n", "\n", "# Load training and test datasets\n", "train_dataset = datasets.CIFAR10(\n", " root=data_dir,\n", " train=True,\n", " download=True,\n", " transform=transform\n", ")\n", "\n", "test_dataset = datasets.CIFAR10(\n", " root=data_dir,\n", " train=False,\n", " download=True,\n", " transform=transform\n", ")\n", "\n", "print(f'\\nTraining samples: {len(train_dataset)}')\n", "print(f'Test samples: {len(test_dataset)}')\n", "print(f'Image shape: {train_dataset[0][0].shape}')\n", "print(f'Number of classes: {len(class_names)}')" ] }, { "cell_type": "markdown", "id": "6c3aad08", "metadata": {}, "source": [ "### 1.2. Visualize sample images" ] }, { "cell_type": "code", "execution_count": 5, "id": "10c3b8ce", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot first 10 images from the training dataset\n", "ncols = 5\n", "nrows = 2\n", "\n", "fig, axes = plt.subplots(nrows=nrows, ncols=ncols, figsize=(ncols*1.5, nrows*1.5))\n", "axes = axes.flatten()\n", "\n", "for i, ax in enumerate(axes):\n", " # Get image and label from dataset\n", " img, label = train_dataset[i]\n", " \n", " # Unnormalize and squeeze for plotting\n", " img = img * 0.5 + 0.5\n", " img = img.numpy().squeeze()\n", " ax.set_title(class_names[label])\n", " ax.imshow(img, cmap='gray')\n", " ax.axis('off')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9b5a77a6", "metadata": {}, "source": [ "### 1.3. Create training, validation and testing tensors" ] }, { "cell_type": "code", "execution_count": 6, "id": "4e1cff44", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train shape: torch.Size([40000, 1, 32, 32]), device: cuda:0\n", "y_train shape: torch.Size([40000]), device: cuda:0\n", "X_val shape: torch.Size([10000, 1, 32, 32]), device: cuda:0\n", "y_val shape: torch.Size([10000]), device: cuda:0\n", "X_test shape: torch.Size([10000, 1, 32, 32]), device: cuda:0\n", "y_test shape: torch.Size([10000]), device: cuda:0\n" ] } ], "source": [ "# Reshape and preload entire dataset to device for faster training\n", "X_train_full = torch.stack([img for img, _ in train_dataset]).to(device)\n", "y_train_full = torch.tensor([label for _, label in train_dataset]).to(device)\n", "\n", "X_test = torch.stack([img for img, _ in test_dataset]).to(device)\n", "y_test = torch.tensor([label for _, label in test_dataset]).to(device)\n", "\n", "# Split training data into train and validation sets (80/20 split)\n", "n_train = int(0.8 * len(X_train_full))\n", "indices = torch.randperm(len(X_train_full))\n", "\n", "X_train = X_train_full[indices[:n_train]]\n", "y_train = y_train_full[indices[:n_train]]\n", "X_val = X_train_full[indices[n_train:]]\n", "y_val = y_train_full[indices[n_train:]]\n", "\n", "print(f'X_train shape: {X_train.shape}, device: {X_train.device}')\n", "print(f'y_train shape: {y_train.shape}, device: {y_train.device}')\n", "print(f'X_val shape: {X_val.shape}, device: {X_val.device}')\n", "print(f'y_val shape: {y_val.shape}, device: {y_val.device}')\n", "print(f'X_test shape: {X_test.shape}, device: {X_test.device}')\n", "print(f'y_test shape: {y_test.shape}, device: {y_test.device}')" ] }, { "cell_type": "markdown", "id": "ac80fde1", "metadata": {}, "source": [ "### 1.4. Create `DataLoader()` objects" ] }, { "cell_type": "code", "execution_count": 7, "id": "e4760746", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training batches: 40\n", "Validation batches: 10\n", "Test batches: 10\n" ] } ], "source": [ "# Create TensorDatasets\n", "train_tensor_dataset = torch.utils.data.TensorDataset(X_train, y_train)\n", "val_tensor_dataset = torch.utils.data.TensorDataset(X_val, y_val)\n", "test_tensor_dataset = torch.utils.data.TensorDataset(X_test, y_test)\n", "\n", "# Create DataLoaders\n", "train_loader = DataLoader(\n", " train_tensor_dataset,\n", " batch_size=batch_size,\n", " shuffle=True\n", ")\n", "\n", "val_loader = DataLoader(\n", " val_tensor_dataset,\n", " batch_size=batch_size,\n", " shuffle=False\n", ")\n", "\n", "test_loader = DataLoader(\n", " test_tensor_dataset,\n", " batch_size=batch_size,\n", " shuffle=False\n", ")\n", "\n", "print(f'Training batches: {len(train_loader)}')\n", "print(f'Validation batches: {len(val_loader)}')\n", "print(f'Test batches: {len(test_loader)}')" ] }, { "cell_type": "markdown", "id": "dae5aa25", "metadata": {}, "source": [ "## 2. Build CNN classifier with nn.Sequential\n", "\n", "We build a convolutional neural network using `nn.Sequential`. The CNN uses convolutional layers to extract spatial features from the 32x32x1 grayscale images before classification.\n", "\n", "### 2.1. Define model architecture" ] }, { "cell_type": "code", "execution_count": 8, "id": "763963f8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sequential(\n", " (0): Conv2d(1, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (2): ReLU()\n", " (3): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n", " (4): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (5): ReLU()\n", " (6): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " (7): Dropout(p=0.5, inplace=False)\n", " (8): Flatten(start_dim=1, end_dim=-1)\n", " (9): Linear(in_features=8192, out_features=128, bias=True)\n", " (10): ReLU()\n", " (11): Dropout(p=0.5, inplace=False)\n", " (12): Linear(in_features=128, out_features=10, bias=True)\n", ")\n", "\n", "Total parameters: 1,059,690\n", "Parameter memory: 4.0 MB\n", "Gradient memory: 4.0 MB\n", "Adam optimizer memory: 8.1 MB (m + v moments)\n", "Peak activation memory: 125.0 MB (batch 1000 × 32×32×32)\n", "Estimated total: 141.2 MB\n" ] } ], "source": [ "# Input: 1 x 32 x 32 (grayscale)\n", "num_classes = 10\n", "\n", "model = nn.Sequential(\n", "\n", " # Conv block: 1 -> 32 channels, 32 x 32 -> 16 x 16\n", " nn.Conv2d(1, 32, kernel_size=3, padding=1),\n", " nn.BatchNorm2d(32),\n", " nn.ReLU(),\n", " nn.Conv2d(32, 32, kernel_size=3, padding=1),\n", " nn.BatchNorm2d(32),\n", " nn.ReLU(),\n", " nn.MaxPool2d(2, 2),\n", " nn.Dropout(0.5),\n", " \n", " # Classifier\n", " nn.Flatten(),\n", " nn.Linear(32 * 16 * 16, 128),\n", " nn.ReLU(),\n", " nn.Dropout(0.5),\n", " nn.Linear(128, num_classes)\n", ").to(device)\n", "\n", "trainable_params = sum(p.numel() for p in model.parameters() if p.requires_grad)\n", "\n", "# Estimate static GPU memory (float32 = 4 bytes)\n", "param_mb = trainable_params * 4 / 1024**2\n", "grad_mb = param_mb # one gradient tensor per parameter\n", "adam_mb = 2 * param_mb # Adam stores m and v moment vectors\n", "static_mb = param_mb + grad_mb + adam_mb\n", "\n", "# Peak activation: conv layers retain full spatial maps (B x 32 x 32 x 32) for backprop\n", "peak_activation_mb = batch_size * 32 * 32 * 32 * 4 / 1024**2\n", "\n", "print(model)\n", "print(f'\\nTotal parameters: {trainable_params:>10,}')\n", "print(f'Parameter memory: {param_mb:>8.1f} MB')\n", "print(f'Gradient memory: {grad_mb:>8.1f} MB')\n", "print(f'Adam optimizer memory: {adam_mb:>8.1f} MB (m + v moments)')\n", "print(f'Peak activation memory: {peak_activation_mb:>8.1f} MB (batch {batch_size} × 32×32×32)')\n", "print(f'Estimated total: {static_mb + peak_activation_mb:>8.1f} MB')\n" ] }, { "cell_type": "markdown", "id": "96a88a92", "metadata": {}, "source": [ "### 2.2. Define loss function and optimizer" ] }, { "cell_type": "code", "execution_count": 9, "id": "5eb64318", "metadata": {}, "outputs": [], "source": [ "criterion = nn.CrossEntropyLoss()\n", "optimizer = optim.Adam(model.parameters(), lr=learning_rate)" ] }, { "cell_type": "markdown", "id": "8eb281d6", "metadata": {}, "source": [ "### 2.3. Train model" ] }, { "cell_type": "code", "execution_count": 10, "id": "b5f22f21", "metadata": {}, "outputs": [], "source": [ "def train_model(\n", " model: nn.Module,\n", " train_loader: DataLoader,\n", " val_loader: DataLoader,\n", " criterion: nn.Module,\n", " optimizer: optim.Optimizer,\n", " epochs: int = 10,\n", " print_every: int = 1\n", ") -> dict[str, list[float]]:\n", " '''Training loop for PyTorch classification model.\n", " \n", " Note: Assumes data is already on the correct device.\n", " '''\n", "\n", " history = {'train_loss': [], 'val_loss': [], 'train_accuracy': [], 'val_accuracy': []}\n", "\n", " for epoch in range(epochs):\n", "\n", " # Training phase\n", " model.train()\n", " running_loss = 0.0\n", " correct = 0\n", " total = 0\n", "\n", " for images, labels in train_loader:\n", "\n", " # Forward pass\n", " optimizer.zero_grad()\n", " outputs = model(images)\n", " loss = criterion(outputs, labels)\n", "\n", " # Backward pass\n", " loss.backward()\n", " optimizer.step()\n", "\n", " # Track metrics\n", " running_loss += loss.item()\n", " _, predicted = torch.max(outputs.data, 1)\n", " total += labels.size(0)\n", " correct += (predicted == labels).sum().item()\n", "\n", " # Calculate training metrics\n", " train_loss = running_loss / len(train_loader)\n", " train_accuracy = 100 * correct / total\n", "\n", " # Validation phase\n", " model.eval()\n", " val_running_loss = 0.0\n", " val_correct = 0\n", " val_total = 0\n", "\n", " with torch.no_grad():\n", "\n", " for images, labels in val_loader:\n", "\n", " outputs = model(images)\n", " loss = criterion(outputs, labels)\n", "\n", " val_running_loss += loss.item()\n", " _, predicted = torch.max(outputs.data, 1)\n", " val_total += labels.size(0)\n", " val_correct += (predicted == labels).sum().item()\n", "\n", " val_loss = val_running_loss / len(val_loader)\n", " val_accuracy = 100 * val_correct / val_total\n", "\n", " # Record metrics\n", " history['train_loss'].append(train_loss)\n", " history['val_loss'].append(val_loss)\n", " history['train_accuracy'].append(train_accuracy)\n", " history['val_accuracy'].append(val_accuracy)\n", "\n", " # Print progress\n", " if (epoch + 1) % print_every == 0 or epoch == 0:\n", "\n", " print(\n", " f'Epoch {epoch+1}/{epochs} - ' +\n", " f'loss: {train_loss:.4f} - ' +\n", " f'accuracy: {train_accuracy:.2f}% - ' +\n", " f'val_loss: {val_loss:.4f} - ' +\n", " f'val_accuracy: {val_accuracy:.2f}%'\n", " )\n", "\n", " print('\\nTraining complete.')\n", "\n", " return history" ] }, { "cell_type": "code", "execution_count": 11, "id": "873f2d4a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100 - loss: 2.1527 - accuracy: 20.61% - val_loss: 1.9458 - val_accuracy: 30.25%\n", "Epoch 10/100 - loss: 1.4592 - accuracy: 45.67% - val_loss: 1.2043 - val_accuracy: 59.24%\n", "Epoch 20/100 - loss: 1.3731 - accuracy: 49.23% - val_loss: 1.1406 - val_accuracy: 61.01%\n", "Epoch 30/100 - loss: 1.3293 - accuracy: 50.40% - val_loss: 1.1534 - val_accuracy: 60.74%\n", "Epoch 40/100 - loss: 1.2930 - accuracy: 51.13% - val_loss: 1.0877 - val_accuracy: 63.15%\n", "Epoch 50/100 - loss: 1.2681 - accuracy: 52.30% - val_loss: 1.0666 - val_accuracy: 63.82%\n", "Epoch 60/100 - loss: 1.2425 - accuracy: 53.23% - val_loss: 1.0395 - val_accuracy: 64.29%\n", "Epoch 70/100 - loss: 1.2262 - accuracy: 53.41% - val_loss: 1.0374 - val_accuracy: 64.62%\n", "Epoch 80/100 - loss: 1.1957 - accuracy: 54.24% - val_loss: 1.0076 - val_accuracy: 65.78%\n", "Epoch 90/100 - loss: 1.1812 - accuracy: 54.95% - val_loss: 1.0087 - val_accuracy: 66.20%\n", "Epoch 100/100 - loss: 1.1633 - accuracy: 55.47% - val_loss: 1.0115 - val_accuracy: 65.63%\n", "\n", "Training complete.\n", "CPU times: user 9min 11s, sys: 7.18 s, total: 9min 18s\n", "Wall time: 9min 14s\n" ] } ], "source": [ "%%time\n", "\n", "history = train_model(\n", " model=model,\n", " train_loader=train_loader,\n", " val_loader=val_loader,\n", " criterion=criterion,\n", " optimizer=optimizer,\n", " epochs=epochs,\n", " print_every=print_every\n", ")" ] }, { "cell_type": "markdown", "id": "9106ffd4", "metadata": {}, "source": [ "### 2.5. Learning curves" ] }, { "cell_type": "code", "execution_count": 12, "id": "2f5d53e5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n", "\n", "axes[0].set_title('Loss')\n", "axes[0].plot(history['train_loss'], label='Train')\n", "axes[0].plot(history['val_loss'], label='Validation')\n", "axes[0].set_xlabel('Epoch')\n", "axes[0].set_ylabel('Loss (cross-entropy)')\n", "axes[0].legend(loc='best')\n", "\n", "axes[1].set_title('Accuracy')\n", "axes[1].plot(history['train_accuracy'], label='Train')\n", "axes[1].plot(history['val_accuracy'], label='Validation')\n", "axes[1].set_xlabel('Epoch')\n", "axes[1].set_ylabel('Accuracy (%)')\n", "axes[1].legend(loc='best')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5181cdc2", "metadata": {}, "source": [ "## 3. Evaluate model on test set\n", "\n", "### 3.1. Calculate test accuracy" ] }, { "cell_type": "code", "execution_count": 13, "id": "59bdd8c6", "metadata": {}, "outputs": [], "source": [ "def evaluate_model(\n", " model: nn.Module,\n", " test_loader: DataLoader\n", ") -> tuple[float, np.ndarray, np.ndarray]:\n", " '''Evaluate model on test set.\n", " \n", " Note: Assumes data is already on the correct device.\n", " '''\n", "\n", " model.eval()\n", " correct = 0\n", " total = 0\n", " all_predictions = []\n", " all_labels = []\n", "\n", " with torch.no_grad():\n", "\n", " for images, labels in test_loader:\n", "\n", " outputs = model(images)\n", " _, predicted = torch.max(outputs.data, 1)\n", "\n", " total += labels.size(0)\n", " correct += (predicted == labels).sum().item()\n", "\n", " all_predictions.extend(predicted.cpu().numpy())\n", " all_labels.extend(labels.cpu().numpy())\n", "\n", " accuracy = 100 * correct / total\n", " return accuracy, np.array(all_predictions), np.array(all_labels)" ] }, { "cell_type": "code", "execution_count": 14, "id": "8ad4007b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test accuracy: 65.17%\n" ] } ], "source": [ "test_accuracy, predictions, true_labels = evaluate_model(model, test_loader)\n", "print(f'Test accuracy: {test_accuracy:.2f}%')" ] }, { "cell_type": "markdown", "id": "e39a7521", "metadata": {}, "source": [ "### 3.2. Per-class accuracy" ] }, { "cell_type": "code", "execution_count": 15, "id": "83199dee", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Per-class accuracy:\n", "------------------------------\n", "airplane : 70.80%\n", "automobile : 74.30%\n", "bird : 48.90%\n", "cat : 42.10%\n", "deer : 56.10%\n", "dog : 66.80%\n", "frog : 63.90%\n", "horse : 72.60%\n", "ship : 74.50%\n", "truck : 81.70%\n" ] } ], "source": [ "# Calculate per-class accuracy\n", "class_correct = {name: 0 for name in class_names}\n", "class_total = {name: 0 for name in class_names}\n", "\n", "for pred, true in zip(predictions, true_labels):\n", "\n", " class_name = class_names[true]\n", " class_total[class_name] += 1\n", "\n", " if pred == true:\n", " class_correct[class_name] += 1\n", "\n", "print('Per-class accuracy:')\n", "print('-' * 30)\n", "\n", "for name in class_names:\n", " acc = 100 * class_correct[name] / class_total[name]\n", " print(f'{name:12s}: {acc:.2f}%')" ] }, { "cell_type": "markdown", "id": "34c71064", "metadata": {}, "source": [ "### 3.4. Confusion matrix" ] }, { "cell_type": "code", "execution_count": 16, "id": "a39efd36", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute confusion matrix\n", "cm = confusion_matrix(true_labels, predictions)\n", "\n", "fig, ax = plt.subplots(figsize=(8, 8))\n", "\n", "ax.set_title('Confusion matrix')\n", "im = ax.imshow(cm, cmap='Blues')\n", "\n", "# Add labels\n", "ax.set_xticks(range(len(class_names)))\n", "ax.set_yticks(range(len(class_names)))\n", "ax.set_xticklabels(class_names, rotation=45, ha='right')\n", "ax.set_yticklabels(class_names)\n", "ax.set_xlabel('Predicted label')\n", "ax.set_ylabel('True label')\n", "\n", "# Add text annotations\n", "for i in range(len(class_names)):\n", "\n", " for j in range(len(class_names)):\n", " color = 'white' if cm[i, j] > cm.max() / 2 else 'black'\n", " ax.text(j, i, str(cm[i, j]), ha='center', va='center', color=color)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "3ffa5ebe", "metadata": {}, "source": [ "### 3.5. Predicted class probability distributions" ] }, { "cell_type": "code", "execution_count": 17, "id": "1fe7ea38", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get predicted probabilities for all test samples\n", "model.eval()\n", "all_probs = []\n", "\n", "with torch.no_grad():\n", " for images, _ in test_loader:\n", " outputs = model(images)\n", " probs = torch.softmax(outputs, dim=1)\n", " all_probs.append(probs.cpu().numpy())\n", "\n", "all_probs = np.concatenate(all_probs, axis=0)\n", "\n", "# Plot probability distributions for each class\n", "fig, axes = plt.subplots(nrows=2, ncols=5, figsize=(12, 4))\n", "\n", "fig.suptitle('Predicted probability distributions by class', fontsize=14, y=1.02)\n", "fig.supxlabel('Predicted probability', fontsize=12)\n", "fig.supylabel('Count', fontsize=12)\n", "\n", "axes = axes.flatten()\n", "\n", "for i, (ax, class_name) in enumerate(zip(axes, class_names)):\n", "\n", " # Get probabilities for this class across all samples\n", " class_probs = all_probs[:, i]\n", " \n", " # Plot density using histogram with density normalization\n", " ax.hist(class_probs, bins=50, color='black')\n", " ax.set_title(class_name)\n", " ax.set_xlim(0, 1)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "73cdc456", "metadata": {}, "source": [ "### 3.6. Evaluation curves" ] }, { "cell_type": "code", "execution_count": 18, "id": "f574d9eb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Binarize true labels for one-vs-rest evaluation\n", "y_test_bin = label_binarize(true_labels, classes=range(len(class_names)))\n", "\n", "# Create figure with ROC and PR curves side by side\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "# Plot ROC curves for each class\n", "ax1.set_title('ROC curves (one-vs-rest)')\n", "\n", "for i, class_name in enumerate(class_names):\n", " fpr, tpr, _ = roc_curve(y_test_bin[:, i], all_probs[:, i])\n", " roc_auc = auc(fpr, tpr)\n", " ax1.plot(fpr, tpr, label=class_name)\n", "\n", "ax1.plot([0, 1], [0, 1], 'k--', label='Random classifier')\n", "ax1.set_xlabel('False positive rate')\n", "ax1.set_ylabel('True positive rate')\n", "ax1.legend(loc='lower right', fontsize=12)\n", "ax1.set_xlim([0, 1])\n", "ax1.set_ylim([0, 1.05])\n", "\n", "# Plot Precision-Recall curves for each class\n", "ax2.set_title('Precision-recall curves (one-vs-rest)')\n", "\n", "for i, class_name in enumerate(class_names):\n", " precision, recall, _ = precision_recall_curve(y_test_bin[:, i], all_probs[:, i])\n", " ap = average_precision_score(y_test_bin[:, i], all_probs[:, i])\n", " ax2.plot(recall, precision)\n", "\n", "# Random classifier baseline (horizontal line at class prevalence = 1/num_classes)\n", "baseline = 1 / len(class_names)\n", "ax2.axhline(y=baseline, color='k', linestyle='--')\n", "\n", "ax2.set_xlabel('Recall')\n", "ax2.set_ylabel('Precision')\n", "ax2.set_xlim([0, 1])\n", "ax2.set_ylim([0, 1.05])\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e7652023", "metadata": {}, "source": [ "## 4. Save model for inference" ] }, { "cell_type": "code", "execution_count": 19, "id": "6743f566", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model saved to: /workspaces/pytorch-demo/models/cifar10_cnn_model.pth\n" ] } ], "source": [ "# Define model save path\n", "model_dir = Path('../models')\n", "model_dir.mkdir(parents=True, exist_ok=True)\n", "model_path = model_dir / 'cifar10_cnn_model.pth'\n", "\n", "# Save the model state dict (recommended for inference)\n", "torch.save(model.state_dict(), model_path)\n", "print(f'Model saved to: {model_path.resolve()}')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }