{ "cells": [ { "cell_type": "markdown", "id": "c8e3063f", "metadata": {}, "source": [ "# Lesson 29: PyTorch neural network demonstration part 1\n", "## Notebook set-up\n", "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "id": "9b0ccadc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n" ] } ], "source": [ "# Third party imports\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\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": "c50a7c28", "metadata": {}, "source": [ "## 1. Load preprocessed data" ] }, { "cell_type": "code", "execution_count": 2, "id": "342e5a42", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training samples: 15480\n", "Testing samples: 5160\n", "Features: ['MedInc', 'HouseAge', 'AveRooms', 'AveBedrms', 'Population', 'AveOccup', 'Latitude', 'Longitude']\n", "Label: MedHouseVal\n" ] } ], "source": [ "data = pd.read_pickle('https://gperdrizet.github.io/FSA_devops/assets/data/unit4/preprocessed_housing_data.pkl')\n", "\n", "training_df = data['training_df']\n", "testing_df = data['testing_df']\n", "features = data['features']\n", "label = data['label']\n", "\n", "print(f'Training samples: {len(training_df)}')\n", "print(f'Testing samples: {len(testing_df)}')\n", "print(f'Features: {features}')\n", "print(f'Label: {label}')" ] }, { "cell_type": "markdown", "id": "f2e9ea1f", "metadata": {}, "source": [ "## 2. PyTorch nn.Sequential model\n", "\n", "The `nn.Sequential` container is the simplest way to build a neural network in PyTorch. It allows you to create models layer-by-layer in a linear stack, similar to Keras Sequential API.\n", "\n", "### 2.1. Prepare PyTorch tensors" ] }, { "cell_type": "code", "execution_count": 3, "id": "00ab2270", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train shape: torch.Size([15480, 8])\n", "y_train shape: torch.Size([15480, 1])\n", "X_test shape: torch.Size([5160, 8])\n", "y_test shape: torch.Size([5160, 1])\n" ] } ], "source": [ "# Convert dataframes to PyTorch tensors and move to device\n", "X_train = torch.tensor(training_df[features].values, dtype=torch.float32).to(device)\n", "y_train = torch.tensor(training_df[label].values, dtype=torch.float32).unsqueeze(1).to(device)\n", "X_test = torch.tensor(testing_df[features].values, dtype=torch.float32).to(device)\n", "y_test = torch.tensor(testing_df[label].values, dtype=torch.float32).unsqueeze(1).to(device)\n", "\n", "print(f'X_train shape: {X_train.shape}')\n", "print(f'y_train shape: {y_train.shape}')\n", "print(f'X_test shape: {X_test.shape}')\n", "print(f'y_test shape: {y_test.shape}')" ] }, { "cell_type": "markdown", "id": "0f2728de", "metadata": {}, "source": [ "### 2.2. Build model" ] }, { "cell_type": "code", "execution_count": 4, "id": "ff36c4fc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sequential(\n", " (0): Linear(in_features=8, out_features=64, bias=True)\n", " (1): ReLU()\n", " (2): Dropout(p=0.2, inplace=False)\n", " (3): Linear(in_features=64, out_features=32, bias=True)\n", " (4): ReLU()\n", " (5): Dropout(p=0.2, inplace=False)\n", " (6): Linear(in_features=32, out_features=1, bias=True)\n", ")\n" ] } ], "source": [ "sequential_model = nn.Sequential(\n", " nn.Linear(8, 64),\n", " nn.ReLU(),\n", " nn.Dropout(0.2),\n", " nn.Linear(64, 32),\n", " nn.ReLU(),\n", " nn.Dropout(0.2),\n", " nn.Linear(32, 1)\n", ").to(device)\n", "\n", "# Define loss function and optimizer\n", "criterion = nn.MSELoss()\n", "optimizer = optim.Adam(sequential_model.parameters(), lr=2e-2)\n", "\n", "print(sequential_model)" ] }, { "cell_type": "markdown", "id": "40529a77", "metadata": {}, "source": [ "### 2.3. Define training function" ] }, { "cell_type": "code", "execution_count": 5, "id": "8b012e6a", "metadata": {}, "outputs": [], "source": [ "def train_model(\n", " model: nn.Module,\n", " X_train: torch.Tensor,\n", " y_train: torch.Tensor,\n", " criterion: nn.Module,\n", " optimizer: optim.Optimizer,\n", " epochs: int = 50,\n", " print_every: int = 5\n", ") -> dict[str, list[float]]:\n", " '''Basic training loop for PyTorch model.'''\n", " \n", " history = {'loss': [], 'r2': []}\n", " \n", " for epoch in range(epochs):\n", "\n", " # Set model to training mode\n", " model.train()\n", " \n", " # Zero the gradients\n", " optimizer.zero_grad()\n", " \n", " # Forward pass\n", " predictions = model(X_train)\n", " \n", " # Calculate loss\n", " loss = criterion(predictions, y_train)\n", " \n", " # Backward pass\n", " loss.backward()\n", " \n", " # Update weights\n", " optimizer.step()\n", " \n", " # Calculate R²\n", " with torch.no_grad():\n", " ss_res = torch.sum((y_train - predictions) ** 2)\n", " ss_tot = torch.sum((y_train - torch.mean(y_train)) ** 2)\n", " r2 = 1 - (ss_res / ss_tot)\n", " \n", " # Record metrics\n", " history['loss'].append(loss.item())\n", " history['r2'].append(r2.item())\n", " \n", " # Print progress\n", " if (epoch + 1) % print_every == 0 or epoch == 0:\n", " print(f'Epoch {epoch+1}/{epochs} - loss: {loss.item():.4f} - R²: {r2.item():.4f}')\n", " \n", " print('\\nTraining complete.')\n", " return history" ] }, { "cell_type": "markdown", "id": "1e2717d6", "metadata": {}, "source": [ "### 2.4. Train model" ] }, { "cell_type": "code", "execution_count": 6, "id": "b746cb22", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100 - loss: 0.9738 - R²: 0.0262\n", "Epoch 10/100 - loss: 0.4279 - R²: 0.5721\n", "Epoch 20/100 - loss: 0.3461 - R²: 0.6539\n", "Epoch 30/100 - loss: 0.3147 - R²: 0.6853\n", "Epoch 40/100 - loss: 0.2957 - R²: 0.7043\n", "Epoch 50/100 - loss: 0.2788 - R²: 0.7212\n", "Epoch 60/100 - loss: 0.2691 - R²: 0.7309\n", "Epoch 70/100 - loss: 0.2629 - R²: 0.7371\n", "Epoch 80/100 - loss: 0.2579 - R²: 0.7421\n", "Epoch 90/100 - loss: 0.2577 - R²: 0.7423\n", "Epoch 100/100 - loss: 0.2547 - R²: 0.7453\n", "\n", "Training complete.\n", "CPU times: user 490 ms, sys: 107 ms, total: 597 ms\n", "Wall time: 589 ms\n" ] } ], "source": [ "%%time\n", "\n", "sequential_history = train_model(\n", " model=sequential_model,\n", " X_train=X_train,\n", " y_train=y_train,\n", " criterion=criterion,\n", " optimizer=optimizer,\n", " epochs=100,\n", " print_every=10\n", ")" ] }, { "cell_type": "markdown", "id": "f5f5ce43", "metadata": {}, "source": [ "### 2.5. Learning curve" ] }, { "cell_type": "code", "execution_count": 7, "id": "a3fc1868", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n", "\n", "axes[0].set_title('Sequential model: loss')\n", "axes[0].plot(sequential_history['loss'])\n", "axes[0].set_xlabel('Epoch')\n", "axes[0].set_ylabel('Loss (MSE)')\n", "\n", "axes[1].set_title('Sequential model: R²')\n", "axes[1].plot(sequential_history['r2'])\n", "axes[1].set_xlabel('Epoch')\n", "axes[1].set_ylabel('R²')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "34d9811f", "metadata": {}, "source": [ "### 2.6. Test set evaluation" ] }, { "cell_type": "code", "execution_count": 8, "id": "7883a6ad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sequential model R² on test set: 0.7670\n" ] } ], "source": [ "# Set model to evaluation mode\n", "sequential_model.eval()\n", "\n", "# Make predictions (no gradient calculation needed)\n", "with torch.no_grad():\n", " sequential_predictions = sequential_model(X_test).cpu().numpy().flatten()\n", "\n", "# Calculate R²\n", "ss_res = np.sum((testing_df[label].values - sequential_predictions) ** 2)\n", "ss_tot = np.sum((testing_df[label].values - np.mean(testing_df[label].values)) ** 2)\n", "sequential_rsquared = 1 - (ss_res / ss_tot)\n", "\n", "print(f'Sequential model R² on test set: {sequential_rsquared:.4f}')" ] }, { "cell_type": "markdown", "id": "ab47457e", "metadata": {}, "source": [ "### 2.7. Performance analysis" ] }, { "cell_type": "code", "execution_count": 9, "id": "11629fca", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(8, 4))\n", "\n", "axes[0].set_title('Sequential model predictions')\n", "axes[0].scatter(\n", " testing_df[label], sequential_predictions,\n", " c='black', s=0.5, alpha=0.5\n", ")\n", "axes[0].plot(\n", " [testing_df[label].min(), testing_df[label].max()],\n", " [testing_df[label].min(), testing_df[label].max()],\n", " color='red', linestyle='--'\n", ")\n", "axes[0].set_xlabel('True values (standardized)')\n", "axes[0].set_ylabel('Predicted values (standardized)')\n", "\n", "axes[1].set_title('Residuals vs predicted values')\n", "axes[1].scatter(\n", " sequential_predictions, testing_df[label] - sequential_predictions,\n", " c='black', s=0.5, alpha=0.5\n", ")\n", "axes[1].axhline(0, color='red', linestyle='--')\n", "axes[1].set_xlabel('Predicted values (standardized)')\n", "axes[1].set_ylabel('Residuals (standardized)')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6465b559", "metadata": {}, "source": [ "## 3. PyTorch nn.Module class-based model\n", "\n", "The `nn.Module` class provides more flexibility than `nn.Sequential`. It allows you to create models via subclassing with custom forward methods, non-linear topology, shared layers, and multiple inputs or outputs, similar to the Keras Functional API.\n", "\n", "### 3.1. Build model" ] }, { "cell_type": "code", "execution_count": 10, "id": "e420c2f1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "FunctionalMLP(\n", " (hidden_1): Linear(in_features=8, out_features=64, bias=True)\n", " (dropout_1): Dropout(p=0.2, inplace=False)\n", " (hidden_2): Linear(in_features=64, out_features=32, bias=True)\n", " (dropout_2): Dropout(p=0.2, inplace=False)\n", " (output): Linear(in_features=32, out_features=1, bias=True)\n", " (relu): ReLU()\n", ")\n" ] } ], "source": [ "class FunctionalMLP(nn.Module):\n", " '''Multi-layer perceptron using nn.Module (similar to Keras Functional API).'''\n", " \n", " def __init__(self, input_size=8):\n", "\n", " # Initialize parent class\n", " super(FunctionalMLP, self).__init__()\n", " \n", " # Define layers\n", " self.hidden_1 = nn.Linear(input_size, 64)\n", " self.dropout_1 = nn.Dropout(0.2)\n", " self.hidden_2 = nn.Linear(64, 32)\n", " self.dropout_2 = nn.Dropout(0.2)\n", " self.output = nn.Linear(32, 1)\n", " \n", " # Activation function\n", " self.relu = nn.ReLU()\n", " \n", " def forward(self, x):\n", " x = self.relu(self.hidden_1(x))\n", " x = self.dropout_1(x)\n", " x = self.relu(self.hidden_2(x))\n", " x = self.dropout_2(x)\n", " x = self.output(x)\n", " return x\n", "\n", "# Create model instance\n", "functional_model = FunctionalMLP(input_size=8).to(device)\n", "\n", "# Define loss function and optimizer\n", "functional_criterion = nn.MSELoss()\n", "functional_optimizer = optim.Adam(functional_model.parameters(), lr=2e-2)\n", "\n", "print(functional_model)" ] }, { "cell_type": "markdown", "id": "848f0d40", "metadata": {}, "source": [ "### 3.2. Train model" ] }, { "cell_type": "code", "execution_count": 11, "id": "dbabc3cc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/100 - loss: 1.0399 - R²: -0.0399\n", "Epoch 10/100 - loss: 0.4473 - R²: 0.5527\n", "Epoch 20/100 - loss: 0.3571 - R²: 0.6429\n", "Epoch 30/100 - loss: 0.3212 - R²: 0.6788\n", "Epoch 40/100 - loss: 0.3051 - R²: 0.6949\n", "Epoch 50/100 - loss: 0.2926 - R²: 0.7074\n", "Epoch 60/100 - loss: 0.2807 - R²: 0.7193\n", "Epoch 70/100 - loss: 0.2726 - R²: 0.7274\n", "Epoch 80/100 - loss: 0.2644 - R²: 0.7356\n", "Epoch 90/100 - loss: 0.2611 - R²: 0.7389\n", "Epoch 100/100 - loss: 0.2549 - R²: 0.7451\n", "\n", "Training complete.\n" ] } ], "source": [ "functional_history = train_model(\n", " model=functional_model,\n", " X_train=X_train,\n", " y_train=y_train,\n", " criterion=functional_criterion,\n", " optimizer=functional_optimizer,\n", " epochs=100,\n", " print_every=10\n", ")" ] }, { "cell_type": "markdown", "id": "92ae38b5", "metadata": {}, "source": [ "### 3.3. Learning curve" ] }, { "cell_type": "code", "execution_count": 12, "id": "659dba3c", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n", "\n", "axes[0].set_title('nn.Module model: loss')\n", "axes[0].plot(functional_history['loss'])\n", "axes[0].set_xlabel('Epoch')\n", "axes[0].set_ylabel('Loss (MSE)')\n", "\n", "axes[1].set_title('nn.Module model: R²')\n", "axes[1].plot(functional_history['r2'])\n", "axes[1].set_xlabel('Epoch')\n", "axes[1].set_ylabel('R²')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "21ac48e0", "metadata": {}, "source": [ "### 3.4. Test set evaluation" ] }, { "cell_type": "code", "execution_count": 13, "id": "0268c3a3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nn.Module model R² on test set: 0.7625\n" ] } ], "source": [ "# Set model to evaluation mode\n", "functional_model.eval()\n", "\n", "# Make predictions (no gradient calculation needed)\n", "with torch.no_grad():\n", " functional_predictions = functional_model(X_test).cpu().numpy().flatten()\n", "\n", "# Calculate R²\n", "ss_res = np.sum((testing_df[label].values - functional_predictions) ** 2)\n", "ss_tot = np.sum((testing_df[label].values - np.mean(testing_df[label].values)) ** 2)\n", "functional_rsquared = 1 - (ss_res / ss_tot)\n", "\n", "print(f'nn.Module model R² on test set: {functional_rsquared:.4f}')" ] }, { "cell_type": "markdown", "id": "8cef8e71", "metadata": {}, "source": [ "### 3.5. Performance analysis" ] }, { "cell_type": "code", "execution_count": 14, "id": "e1d2f422", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(8, 4))\n", "\n", "axes[0].set_title('nn.Module model predictions')\n", "axes[0].scatter(\n", " testing_df[label], functional_predictions,\n", " c='black', s=0.5, alpha=0.5\n", ")\n", "axes[0].plot(\n", " [testing_df[label].min(), testing_df[label].max()],\n", " [testing_df[label].min(), testing_df[label].max()],\n", " color='red', linestyle='--'\n", ")\n", "axes[0].set_xlabel('True values (standardized)')\n", "axes[0].set_ylabel('Predicted values (standardized)')\n", "\n", "axes[1].set_title('Residuals vs predicted values')\n", "axes[1].scatter(\n", " functional_predictions, testing_df[label] - functional_predictions,\n", " c='black', s=0.5, alpha=0.5\n", ")\n", "axes[1].axhline(0, color='red', linestyle='--')\n", "axes[1].set_xlabel('Predicted values (standardized)')\n", "axes[1].set_ylabel('Residuals (standardized)')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d859bf5a", "metadata": {}, "source": [ "## 4. Model comparison" ] }, { "cell_type": "code", "execution_count": 15, "id": "8da21de2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sequential model R² on test set: 0.7670\n", "nn.Module model R² on test set: 0.7625\n" ] } ], "source": [ "print(f'Sequential model R² on test set: {sequential_rsquared:.4f}')\n", "print(f'nn.Module model R² on test set: {functional_rsquared:.4f}')" ] }, { "cell_type": "code", "execution_count": 16, "id": "100ed8c4", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 2, figsize=(8, 6))\n", "\n", "# Sequential model\n", "axes[0, 0].set_title('Sequential model predictions')\n", "axes[0, 0].scatter(\n", " testing_df[label], sequential_predictions,\n", " c='black', s=0.5, alpha=0.5\n", ")\n", "\n", "axes[0, 0].plot(\n", " [testing_df[label].min(), testing_df[label].max()],\n", " [testing_df[label].min(), testing_df[label].max()],\n", " color='red', linestyle='--'\n", ")\n", "\n", "axes[0, 0].set_xlabel('True values (standardized)')\n", "axes[0, 0].set_ylabel('Predicted values (standardized)')\n", "\n", "axes[0, 1].set_title('Sequential model residuals')\n", "axes[0, 1].scatter(\n", " sequential_predictions, testing_df[label] - sequential_predictions,\n", " c='black', s=0.5, alpha=0.5\n", ")\n", "\n", "axes[0, 1].axhline(0, color='red', linestyle='--')\n", "axes[0, 1].set_xlabel('Predicted values (standardized)')\n", "axes[0, 1].set_ylabel('Residuals (standardized)')\n", "\n", "# nn.Module model\n", "axes[1, 0].set_title('nn.Module model predictions')\n", "axes[1, 0].scatter(\n", " testing_df[label], functional_predictions,\n", " c='black', s=0.5, alpha=0.5\n", ")\n", "\n", "axes[1, 0].plot(\n", " [testing_df[label].min(), testing_df[label].max()],\n", " [testing_df[label].min(), testing_df[label].max()],\n", " color='red', linestyle='--'\n", ")\n", "\n", "axes[1, 0].set_xlabel('True values (standardized)')\n", "axes[1, 0].set_ylabel('Predicted values (standardized)')\n", "\n", "axes[1, 1].set_title('nn.Module model residuals')\n", "axes[1, 1].scatter(\n", " functional_predictions, testing_df[label] - functional_predictions,\n", " c='black', s=0.5, alpha=0.5\n", ")\n", "\n", "axes[1, 1].axhline(0, color='red', linestyle='--')\n", "axes[1, 1].set_xlabel('Predicted values (standardized)')\n", "axes[1, 1].set_ylabel('Residuals (standardized)')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] } ], "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 }