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"id": "75adf64d" }, "source": [ "# from huggingface_hub import notebook_login\n", "\n", "# notebook_login()" ], "execution_count": 28, "outputs": [] }, { "cell_type": "code", "source": [ "# dataset = load_dataset(\"rjaditya/sickle-cell-classification-dataset\")\n" ], "metadata": { "id": "-pSMTwYUQH9K" }, "execution_count": 29, "outputs": [] }, { "cell_type": "code", "source": [ "#Define transformations for InceptionV3 (requires 299x299 input)\n", "train_transform_inception = transforms.Compose([\n", " transforms.Resize((299, 299)),\n", " transforms.RandomHorizontalFlip(),\n", " transforms.RandomRotation(15),\n", " transforms.ColorJitter(brightness=0.2, contrast=0.2, saturation=0.2, hue=0.2),\n", " transforms.RandomResizedCrop(299, scale=(0.8, 1.0)),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406],\n", " std=[0.229, 0.224, 0.225]),\n", "])\n", "\n", "val_transform_inception = transforms.Compose([\n", " transforms.Resize((299, 299)),\n", " transforms.CenterCrop(299),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406],\n", " std=[0.229, 0.224, 0.225]),\n", "])" ], "metadata": { "id": "fuWViCi6QXFz" }, "execution_count": 30, "outputs": [] }, { "cell_type": "code", "source": [ "# Apply transformations to the dataset splits for InceptionV3\n", "def apply_train_transform_inception(batch):\n", " batch[\"pixel_values\"] = [train_transform_inception(img) for img in batch[\"image\"]]\n", " return {\"pixel_values\": batch[\"pixel_values\"], \"label\": batch[\"label\"]}\n", "\n", "def apply_val_transform_inception(batch):\n", " batch[\"pixel_values\"] = [val_transform_inception(img) for img in batch[\"image\"]]\n", " return {\"pixel_values\": batch[\"pixel_values\"], \"label\": batch[\"label\"]}\n", "\n", "train_dataset_inception = dataset[\"train\"].with_transform(apply_train_transform_inception)\n", "val_dataset_inception = dataset[\"test\"].with_transform(apply_val_transform_inception)\n" ], "metadata": { "id": "1Mc1IqirSqov" }, "execution_count": 31, "outputs": [] }, { "cell_type": "code", "source": [ "# Create DataLoaders for InceptionV3\n", "BATCH_SIZE = 32 # Assuming BATCH_SIZE is already defined\n", "\n", "def collate_fn_inception(batch):\n", " pixel_values = torch.stack([example[\"pixel_values\"] for example in batch])\n", " labels = torch.tensor([example[\"label\"] for example in batch])\n", " return pixel_values, labels\n", "\n", "train_loader_inception = DataLoader(train_dataset_inception, batch_size=BATCH_SIZE, shuffle=True, collate_fn=collate_fn_inception)\n", "val_loader_inception = DataLoader(val_dataset_inception, batch_size=BATCH_SIZE, shuffle=False, collate_fn=collate_fn_inception)\n", "\n", "print(\"Data loading and preprocessing for InceptionV3 complete.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vdhBakBBSsra", "outputId": "2f56a92f-ce86-4dff-9d5b-7bf380cada35" }, "execution_count": 32, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Data loading and preprocessing for InceptionV3 complete.\n" ] } ] }, { "cell_type": "code", "source": [ "# --- Model Definition ---\n", "# Define the number of classes\n", "num_classes = len(dataset[\"train\"].features[\"label\"].names)\n", "\n", "# Load a pre-trained InceptionV3 model\n", "model_inception = timm.create_model(\"inception_v3\", pretrained=True)\n", "\n", "# Modify the classifier head with a Dropout layer\n", "num_ftrs = model_inception.fc.in_features\n", "model_inception.fc = nn.Sequential(\n", " nn.Dropout(0.5), # Add Dropout layer with dropout probability of 0.5\n", " nn.Linear(num_ftrs, num_classes)\n", ")\n", "\n", "# Move the model to the appropriate device\n", "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "model_inception = model_inception.to(device)\n", "\n", "print(\"InceptionV3 model loaded and modified with Dropout.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4UVH4BGZS4jK", "outputId": "2a038230-e45e-4816-89ca-058663c4c7f7" }, "execution_count": 33, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "InceptionV3 model loaded and modified with Dropout.\n" ] } ] }, { "cell_type": "code", "source": [ "criterion_inception = nn.CrossEntropyLoss()\n", "optimizer_inception = optim.AdamW(model_inception.parameters(), lr=1e-4, weight_decay=1e-4)\n", "scheduler_inception = optim.lr_scheduler.CosineAnnealingLR(optimizer_inception, T_max=10)\n", "print(\"Loss function, optimizer, and scheduler for InceptionV3 are set up.\")\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "drqEkyMrS8UX", "outputId": "b9d523ac-6b48-4bb4-940a-c78cbc52ef7d" }, "execution_count": 34, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Loss function, optimizer, and scheduler for InceptionV3 are set up.\n" ] } ] }, { "cell_type": "code", "source": [ "num_epochs_inception = 10\n", "train_losses_inception, val_losses_inception = [], []\n", "train_accs_inception, val_accs_inception = [], []\n", "\n", "from tqdm.auto import tqdm\n", "\n", "for epoch in range(num_epochs_inception):\n", " # --- Training ---\n", " model_inception.train()\n", " train_loss, correct, total = 0, 0, 0\n", "\n", " train_loop = tqdm(train_loader_inception, leave=True)\n", " for images, labels in train_loop:\n", " images, labels = images.to(device), labels.to(device)\n", " optimizer_inception.zero_grad()\n", "\n", " outputs = model_inception(images)\n", "\n", " if isinstance(outputs, tuple):\n", " outputs, aux_outputs = outputs\n", " loss1 = criterion_inception(outputs, labels)\n", " loss2 = criterion_inception(aux_outputs, labels)\n", " loss = loss1 + 0.4 * loss2\n", " else:\n", " loss = criterion_inception(outputs, labels)\n", "\n", "\n", " loss.backward()\n", " optimizer_inception.step()\n", "\n", " train_loss += loss.item()\n", " _, predicted = outputs.max(1)\n", " total += labels.size(0)\n", " correct += predicted.eq(labels).sum().item()\n", "\n", " train_loop.set_description(f\"Epoch {epoch+1}/{num_epochs_inception}\")\n", " train_loop.set_postfix(loss=train_loss/(train_loop.n+1), acc=100. * correct / total)\n", "\n", "\n", " avg_train_loss = train_loss / len(train_loader_inception)\n", " train_acc = 100. * correct / total\n", "\n", " # --- Validation ---\n", " model_inception.eval()\n", " val_loss, val_correct, val_total = 0, 0, 0\n", " with torch.no_grad():\n", " val_loop = tqdm(val_loader_inception, leave=True)\n", " for images, labels in val_loop:\n", " images, labels = images.to(device), labels.to(device)\n", " outputs = model_inception(images)\n", " loss = criterion_inception(outputs, labels)\n", " val_loss += loss.item()\n", " _, predicted = outputs.max(1)\n", " val_total += labels.size(0)\n", " val_correct += predicted.eq(labels).sum().item()\n", "\n", " val_loop.set_description(f\"Epoch {epoch+1}/{num_epochs_inception} (Validation)\")\n", " val_loop.set_postfix(loss=val_loss/(val_loop.n+1), acc=100. * val_correct / val_total)\n", "\n", "\n", " avg_val_loss = val_loss / len(val_loader_inception)\n", " val_acc = 100. * val_correct / val_total\n", "\n", " # --- Save metrics ---\n", " train_losses_inception.append(avg_train_loss)\n", " val_losses_inception.append(avg_val_loss)\n", " train_accs_inception.append(train_acc)\n", " val_accs_inception.append(val_acc)\n", "\n", " # --- Update learning rate scheduler ---\n", " scheduler_inception.step()\n", "\n", " # --- Epoch summary ---\n", " print(f\"Epoch [{epoch+1}/{num_epochs_inception}] \"\n", " f\"Train Loss: {avg_train_loss:.4f}, Train Acc: {train_acc:.2f}% | \"\n", " f\"Val Loss: {avg_val_loss:.4f}, Val Acc: {val_acc:.2f}%\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 831, "referenced_widgets": [ "c4eb7b56473140cf8500940c4723b1bd", "e9242c90f0a94ad6822e614ef0a82bb6", "50bdf6963d5a48ab9ff7f53e1dcfafe6", "e457918b1aa846ef82eaf737efcd2277", 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"outputId": "988b5e8c-b038-4499-d7c3-bdef4c376128" }, "execution_count": 35, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c4eb7b56473140cf8500940c4723b1bd", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/88 [00:00" ], "image/png": 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "Confusion Matrix generated.\n" ] } ] }, { "cell_type": "code", "source": [ "# --- Classification Report ---\n", "print(\"\\nClassification Report (InceptionV3):\")\n", "print(classification_report(all_labels_inception, all_preds_inception, target_names=classes))\n", "\n", "\n", "# --- ROC Curve ---\n", "num_classes = len(classes)\n", "all_labels_onehot_inception = label_binarize(all_labels_inception, classes=range(num_classes))\n", "\n", "plt.figure(figsize=(8,6))\n", "colors = ['blue', 'green', 'red'] # Adjust colors if you have more classes\n", "\n", "for i in range(num_classes):\n", " fpr, tpr, _ = roc_curve(all_labels_onehot_inception[:, i], all_probs_inception[:, i])\n", " roc_auc = auc(fpr, tpr)\n", " plt.plot(fpr, tpr, color=colors[i], lw=2, label=f'{classes[i]} (AUC = {roc_auc:.4f})')\n", "\n", "plt.plot([0, 1], [0, 1], color='gray', lw=1, linestyle='--') # random guess line\n", "plt.xlim([0.0, 1.0])\n", "plt.ylim([0.0, 1.05])\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('ROC Curve per Class (InceptionV3)')\n", "plt.legend(loc=\"lower right\")\n", "plt.grid(True)\n", "plt.show()\n", "\n", "print(\"\\nROC Curve generated.\")\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 807 }, "id": "wdSxzqtGUnA6", "outputId": "e674bf03-5cc6-4997-ea26-bc7a83bee6f8" }, "execution_count": 42, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Classification Report (InceptionV3):\n", " precision recall f1-score support\n", "\n", " AIN 0.74 0.81 0.78 140\n", " non_sickle 0.74 0.75 0.74 135\n", " sickle 1.00 0.91 0.95 173\n", "\n", " accuracy 0.83 448\n", " macro avg 0.83 0.82 0.82 448\n", "weighted avg 0.84 0.83 0.83 448\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "ROC Curve generated.\n" ] } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "6eea2b0a", "outputId": "25cac589-2e5c-4e42-d675-9afad6fe5d6d" }, "source": [ "# --- Visualize Training and Validation Metrics ---\n", "plt.figure(figsize=(12, 5))\n", "\n", "# Plot Loss\n", "plt.subplot(1, 2, 1)\n", "plt.plot(range(1, num_epochs_inception + 1), train_losses_inception, label='Train Loss')\n", "plt.plot(range(1, num_epochs_inception + 1), val_losses_inception, label='Validation Loss')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Loss')\n", "plt.title('Training and Validation Loss')\n", "plt.legend()\n", "plt.grid(True)\n", "\n", "# Plot Accuracy\n", "plt.subplot(1, 2, 2)\n", "plt.plot(range(1, num_epochs_inception + 1), train_accs_inception, label='Train Accuracy')\n", "plt.plot(range(1, num_epochs_inception + 1), val_accs_inception, label='Validation Accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy (%)')\n", "plt.title('Training and Validation Accuracy')\n", "plt.legend()\n", "plt.grid(True)\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(\"\\nTraining and validation metrics visualized.\")" ], "execution_count": 43, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "Training and validation metrics visualized.\n" ] } ] }, { "cell_type": "code", "source": [ "# --- Overfitting Check ---\n", "# If train_accs_inception and val_accs_inception are available:\n", "if train_accs_inception and val_accs_inception:\n", " final_train_acc = train_accs_inception[-1]\n", " final_val_acc = val_accs_inception[-1]\n", " print(f\"\\nFinal Training Accuracy: {final_train_acc:.2f}%\")\n", " print(f\"Final Validation Accuracy: {final_val_acc:.2f}%\")\n", "\n", " if final_train_acc > final_val_acc + 5: # A heuristic to flag potential issues\n", " print(\"\\nWarning: Training accuracy is significantly higher than validation accuracy. This could indicate overfitting.\")\n", " else:\n", " print(\"\\nTraining and validation accuracies are relatively close. Model does not appear to be significantly overfit.\")\n", "else:\n", " print(\"\\nTraining and validation accuracies not available to check for overfitting.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-25zOkPQVNPk", "outputId": "f100ecc9-b629-4ccf-b211-f063cd7c5920" }, "execution_count": 44, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Final Training Accuracy: 98.96%\n", "Final Validation Accuracy: 83.04%\n", "\n", "Warning: Training accuracy is significantly higher than validation accuracy. This could indicate overfitting.\n" ] } ] } ] }