diff --git "a/resnet2.ipynb" "b/resnet2.ipynb" new file mode 100644--- /dev/null +++ "b/resnet2.ipynb" @@ -0,0 +1,939 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "f61265de-954e-4835-8e48-765913aa556f", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.optim as optim\n", + "from torch.utils.data import DataLoader, SubsetRandomSampler\n", + "from torchvision import datasets, transforms, models\n", + "from sklearn.model_selection import KFold\n", + "from sklearn.metrics import accuracy_score\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "07512104-78ca-4b7f-9b06-f8cd3c87a46f", + "metadata": {}, + "outputs": [], + "source": [ + "!pip install torch torchvision timm datasets --quiet" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d56c9c47-1cec-4b1c-ab15-4e1db38ac120", + "metadata": {}, + "outputs": [], + "source": [ + "import timm" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1a6ca6c1-9c7f-41d1-8147-f287d1f24717", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: hf_xet in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (1.1.10)\n" + ] + } + ], + "source": [ + "!pip install hf_xet\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "7ccb4a70-5dbe-42a9-8b4e-35cae6aee45b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "fatal: destination path 'sickle-cell-classification-dataset' already exists and is not an empty directory.\n" + ] + } + ], + "source": [ + "# Clone the dataset repo from Hugging Face\n", + "!git clone https://huggingface.co/datasets/rjaditya/sickle-cell-classification-dataset\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "44240e66-a499-40fe-bde3-128534766a30", + "metadata": {}, + "outputs": [], + "source": [ + "train_transform = transforms.Compose([\n", + " transforms.Resize((224, 224)),\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(224, 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", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "97c942c3-ebff-4e0c-b7ad-ff1612e8197a", + "metadata": {}, + "outputs": [], + "source": [ + "val_transform = transforms.Compose([\n", + " transforms.Resize((224, 224)),\n", + " transforms.CenterCrop(224),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize(mean=[0.485, 0.456, 0.406],\n", + " std=[0.229, 0.224, 0.225]),\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2936c2a2-6251-47f2-9293-cae527428fa8", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "947a7eab983448e7bf391cf43aef21bc", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Resolving data files: 0%| | 0/2789 [00:00\n", + "\n", + "\n" + ] + } + ], + "source": [ + "from torch.utils.data import DataLoader\n", + "\n", + "BATCH_SIZE = 32\n", + "\n", + "train_loader = DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True, num_workers=2)\n", + "val_loader = DataLoader(val_dataset, batch_size=BATCH_SIZE, shuffle=False, num_workers=2)\n", + "test_loader = DataLoader(test_dataset, batch_size=BATCH_SIZE, shuffle=False, num_workers=2)\n", + "\n", + "print(\"DataLoaders created:\")\n", + "print(train_loader)\n", + "print(val_loader)\n", + "print(test_loader)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8fd5f089-d076-403a-a11d-2897ec312227", + "metadata": {}, + "outputs": [], + "source": [ + "# Example: your dataset has 3 classes\n", + "classes = [\"sickle\", \"non_sickle\", \"AIN\"]\n", + "num_classes = len(classes)\n", + "\n", + "# Fix model\n", + "from torchvision.models import resnet50, ResNet50_Weights\n", + "model = resnet50(weights=ResNet50_Weights.DEFAULT) # modern way\n", + "model.fc = nn.Linear(model.fc.in_features, num_classes)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8f7b6b89-773f-41b7-966b-ea35eb113566", + "metadata": {}, + "outputs": [], + "source": [ + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = optim.AdamW(model.parameters(), lr=1e-4, weight_decay=1e-4)\n", + "scheduler = optim.lr_scheduler.CosineAnnealingLR(optimizer, T_max=10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "63c25e59-328f-4ae3-965e-dc6bbcac1040", + "metadata": {}, + "outputs": [], + "source": [ + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "model = model.to(device)\n", + "\n", + "num_classes = len(dataset[\"train\"].features[\"label\"].names)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d9557691-8111-40cc-9578-31a6af29a49d", + "metadata": {}, + "outputs": [], + "source": [ + "train_transform = transforms.Compose([\n", + " transforms.Resize((224, 224)),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize(mean=[0.485, 0.456, 0.406], # ImageNet stats\n", + " std=[0.229, 0.224, 0.225])\n", + "])\n", + "\n", + "val_transform = transforms.Compose([\n", + " transforms.Resize((224, 224)),\n", + " transforms.ToTensor(),\n", + " transforms.Normalize(mean=[0.485, 0.456, 0.406],\n", + " std=[0.229, 0.224, 0.225])\n", + "])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5461e372-0fdb-4adb-bdda-418ab0b509a5", + "metadata": {}, + "outputs": [], + "source": [ + "def apply_train_transform(batch):\n", + " batch[\"pixel_values\"] = [train_transform(img) for img in batch[\"image\"]]\n", + " return {\"pixel_values\": batch[\"pixel_values\"], \"label\": batch[\"label\"]}\n", + "\n", + "def apply_val_transform(batch):\n", + " batch[\"pixel_values\"] = [val_transform(img) for img in batch[\"image\"]]\n", + " return {\"pixel_values\": batch[\"pixel_values\"], \"label\": batch[\"label\"]}\n", + "\n", + "train_dataset = dataset[\"train\"].with_transform(apply_train_transform)\n", + "val_dataset = dataset[\"test\"].with_transform(apply_val_transform)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a6a61c1a-cacf-4775-91eb-3547ad593b2a", + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "\n", + "def collate_fn(batch):\n", + " \"\"\"\n", + " Combines a list of dataset examples into a batch.\n", + " Each example should have 'pixel_values' (image tensor) and 'label'.\n", + " \"\"\"\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" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "8afe9ea6-b161-4999-b679-5007bf0fb432", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using device: cpu\n" + ] + } + ], + "source": [ + "from torch.utils.data import DataLoader\n", + "import torch\n", + "\n", + "# Safe Windows + CPU settings\n", + "num_workers = 0 # safest on Windows\n", + "batch_size = 32\n", + "\n", + "train_loader = DataLoader(\n", + " train_dataset,\n", + " batch_size=batch_size,\n", + " shuffle=True,\n", + " collate_fn=collate_fn,\n", + " num_workers=num_workers # prefetch_factor removed\n", + ")\n", + "\n", + "val_loader = DataLoader(\n", + " val_dataset,\n", + " batch_size=batch_size,\n", + " shuffle=False,\n", + " collate_fn=collate_fn,\n", + " num_workers=num_workers # prefetch_factor removed\n", + ")\n", + "\n", + "device = torch.device(\"cpu\")\n", + "print(\"Using device:\", device)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "df8b6332-2f14-40fc-851c-15331d911ccb", + "metadata": {}, + "outputs": [], + "source": [ + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "model = models.resnet50(weights=models.ResNet50_Weights.IMAGENET1K_V1)\n", + "model = model.to(device)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "e81e344f-9034-4ffc-ab9e-d7646033f27f", + "metadata": {}, + "outputs": [], + "source": [ + "model.fc = nn.Sequential(\n", + " nn.Dropout(0.5),\n", + " nn.Linear(model.fc.in_features, num_classes)\n", + ")\n", + "\n", + "model = model.to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "7062dd8d-1227-4ad6-af59-950d65fb44a2", + "metadata": {}, + "outputs": [], + "source": [ + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = optim.Adam(model.parameters(), lr=1e-4)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "ce2572e0-362b-4b2c-b003-f3056efdffd9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using device: cpu\n" + ] + } + ], + "source": [ + "import torch\n", + "\n", + "device = torch.device(\"cpu\")\n", + "print(\"Using device:\", device)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "eac3f369-9fc6-4a52-b671-98d1934021c9", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch [10/10] Train Loss: 0.0061, Train Acc: 99.93% | Val Loss: 0.6524, Val Acc: 86.38%\n" + ] + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "from IPython.display import clear_output\n", + "from tqdm import tqdm\n", + "\n", + "num_epochs = 10\n", + "train_losses, val_losses = [], []\n", + "train_accs, val_accs = [], []\n", + "\n", + "for epoch in range(num_epochs):\n", + " # --- Training ---\n", + " model.train()\n", + " train_loss, correct, total = 0, 0, 0\n", + "\n", + " for images, labels in tqdm(train_loader, desc=f\"Epoch {epoch+1}/{num_epochs} [Train]\"):\n", + " images, labels = images.to(device), labels.to(device)\n", + " optimizer.zero_grad()\n", + " outputs = model(images)\n", + " loss = criterion(outputs, labels)\n", + " loss.backward()\n", + " optimizer.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", + " avg_train_loss = train_loss / len(train_loader)\n", + " train_acc = 100. * correct / total\n", + "\n", + " # --- Validation ---\n", + " model.eval()\n", + " val_loss, val_correct, val_total = 0, 0, 0\n", + " with torch.no_grad():\n", + " for images, labels in tqdm(val_loader, desc=f\"Epoch {epoch+1}/{num_epochs} [Val]\"):\n", + " images, labels = images.to(device), labels.to(device)\n", + " outputs = model(images)\n", + " loss = criterion(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", + " avg_val_loss = val_loss / len(val_loader)\n", + " val_acc = 100. * val_correct / val_total\n", + "\n", + " # --- Save metrics ---\n", + " train_losses.append(avg_train_loss)\n", + " val_losses.append(avg_val_loss)\n", + " train_accs.append(train_acc)\n", + " val_accs.append(val_acc)\n", + "\n", + " # --- Live plot (epoch-level) ---\n", + " clear_output(wait=True)\n", + " plt.figure(figsize=(10,4))\n", + "\n", + " # Loss\n", + " plt.subplot(1,2,1)\n", + " plt.plot(train_losses, label='Train Loss')\n", + " plt.plot(val_losses, label='Val Loss')\n", + " plt.title('Loss')\n", + " plt.xlabel('Epoch')\n", + " plt.ylabel('Loss')\n", + " plt.legend()\n", + "\n", + " # Accuracy\n", + " plt.subplot(1,2,2)\n", + " plt.plot(train_accs, label='Train Acc')\n", + " plt.plot(val_accs, label='Val Acc')\n", + " plt.title('Accuracy')\n", + " plt.xlabel('Epoch')\n", + " plt.ylabel('Accuracy (%)')\n", + " plt.legend()\n", + "\n", + " plt.show()\n", + "\n", + " # --- Epoch summary ---\n", + " print(f\"Epoch [{epoch+1}/{num_epochs}] \"\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}%\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "4ecafdbc-a2c6-45ff-a89b-49e52f145492", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "✅ Entire model saved as resnet_sickle_full.pth\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Evaluating Val: 100%|██████████████████████████████████████████████████████████████████| 14/14 [00:44<00:00, 3.14s/it]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "📊 Final Validation Accuracy: 86.38%\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " AIN 0.77 0.87 0.82 140\n", + " non_sickle 0.81 0.79 0.80 135\n", + " sickle 1.00 0.91 0.95 173\n", + "\n", + " accuracy 0.86 448\n", + " macro avg 0.86 0.86 0.86 448\n", + "weighted avg 0.87 0.86 0.87 448\n", + "\n" + ] + }, + { + "data": { + "image/png": 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SElTmffPNNwIAYc+ePe98r0QVjUwQBEGsJISIiIjExTUCREREEsZEgIiISMKYCBAREUkYEwEiIiIJYyJAREQkYUwEiIiIJIyJABERkYRVySsL2n75q9ghUDk6Of/d1/+nqsPSWP7uSVRl6JbxXym9Vl+qbV+Zl1arbV/lqUomAkRERCUiY2GcnwAREZGEsSJARETSVcpbUFdFTASIiEi62Bpga4CIiEjKWBEgIiLpYmuAiQAREUkYWwNsDRAREUkZKwJERCRdbA0wESAiIglja4CtASIiIiljRYCIiKSLrQEmAkREJGFsDbA1QEREJGWsCBARkXSxNcBEgIiIJIytAbYGiIiIpIwVASIiki62BpgIEBGRhLE1wNYAERGRlLEiQERE0sWKABMBIiKSMA2uEWAqREREJGGsCBARkXSxNcBEgIiIJIynD7I1QEREJGWsCBARkXSxNcBEgIiIJIytAbYGiIiIpIwVASIiki62BpgIEBGRhLE1wNYAERGRlLEiQERE0sXWABMBIiKSMLYG2BogIiKSMlYEiIhIutgaYCJAREQSxtYAWwNERERSxooAERFJF1sDrAgQEZGEyTTU9yiFEydOoH///rCxsYFMJsPevXuLnTt+/HjIZDIEBwerjCsUCkyaNAnm5uYwMDDAgAED8OjRo1J/BEwEiIiIyll6ejpatGiB1atXv3Xe3r17cfbsWdjY2BTa5uvriz179mDnzp04efIk0tLS0K9fP+Tl5ZUqFrYGiIhIutS4WFChUEChUKiMyeVyyOXyQnM9PDzg4eHx1v09fvwYX375JQ4dOoS+ffuqbEtJScHGjRuxdetWdO/eHQCwbds22Nra4vDhw+jVq1eJ42ZFgIiIpEuNrYHAwEAYGxurPAIDA98rrPz8fIwcORIzZsxAkyZNCm2Pjo5GTk4OevbsqRyzsbFB06ZNERUVVapjsSJARESkBv7+/pg2bZrKWFHVgJJYunQptLS0MHny5CK3JyYmQkdHByYmJirjlpaWSExMLNWxmAgQEZF0qbE1UFwboLSio6OxYsUKXLx4EbJSxicIQqlfw9YAERFJl0hnDbzNX3/9haSkJNSuXRtaWlrQ0tLC/fv3MX36dNjZ2QEArKyskJ2djeTkZJXXJiUlwdLSslTHYyJARERUgYwcORJXrlxBTEyM8mFjY4MZM2bg0KFDAIA2bdpAW1sbkZGRytclJCTg2rVrcHFxKdXx2BogIiLpEukSw2lpabhz547yeXx8PGJiYmBqaoratWvDzMxMZb62tjasrKzQsGFDAICxsTHGjBmD6dOnw8zMDKampvjqq6/QrFkz5VkEJcVEgIiIJKu0/XR1uXDhArp27ap8XrDIcNSoUQgLCyvRPpYvXw4tLS0MGjQImZmZcHd3R1hYGDQ1NUsVi0wQBKFUr6gEbL/8VewQqBydnN9b7BCoHFkaf/hiLKo8dMv456r+x5vUtq+Mn33Utq/yxIoAERFJllgVgYqEiQAREUkX8wCeNUBERCRlrAgQEZFksTUgYiKwYMGCEs2bO3duGUdCRERSxURAxERgz549xW6TyWS4efMmsrKymAgQERGVIdESgUuXLhU5HhMTg1mzZuHatWsYN25cOUdFRERSwopABVosGB8fjxEjRqBt27YwNjZGbGws1q1bJ3ZYRERUhclkMrU9KivRFws+e/YM8+fPR0hICDp16oSoqCi0bdtW7LAqjPb1zDC+e300r10dlsa6GBtyFoeuvL7FpJaGDDP6N0a3JpaobaaP1Kxc/HXjKZbsu45/UrIAANX1tTGtbyN0aWQBGxNdvEjLxqErifh2fxxSs3LFfGtUAlcuXcCPO8Jw+2YcXjx7ioDAYHR07abcnpmRgY1rgxF14ihepaTA0toGXp8MQ3/vwSJGTeq2K3w7wkI34tnTp6hX3wF+s/6L1m2cxA6LqgjRKgLp6emYP38+6tWrh6ioKPz22284cuQIk4A36Mk1Efc4BV/vvlJ4m44mmtoaY8WBm/BYehzjNpxDXQsDbBrfXjnH0lgXlsa6WLjnGnosPoZp2y7BzdEC3wxvVZ5vg95TVlYm6tZviC+n+Re5fd2KIFw4cwozAwLxQ/heeA8eie+XL0HUiWPlHCmVlYMH/kDQkkCM+88E7PppL1q3boOJ48ch4ckTsUOrGmRqfFRSolUE6tWrh9TUVEyaNAlDhw6FTCbDlSuF/9g1b95chOgqjj+vJ+HP60lFbkvNysXw1adVxub+eBX7/VxhY6KHJ8mZuJmQivE/nFduv/8sA0G/xWHFp62hqSFDXn6Vu8J0ldLOuTPaOXcudvv1a5fRvc8AtGj9OoHu6zUQv//6I27diIVLl67Fvo4qj62bQ/HRxx/De+AnAAA//9mIijqJ3bvCMWXqdJGjq/wqc0lfXURLBJKSXv9xCwoKwjfffIN/3/JAJpNBEATIZDLk5eWJFWKlZKinjfx8Aa8yc4qfo6uFtKxcJgFVQNMWrXHmrz/Ru58XzMwtcPnieTx+eB9OvjPFDo3UICc7G3HXY+Ez9j8q484uHXE5pugF10SlJVoiEB8fr5b9KBQKKBQKlTEhLwcyTW217L8ykWtpwN/TEXsvPEJaMf3/6gbamOLRENtP3Svf4KhMTJw6C8uXzMMwzx7Q1NSChoYMU2fNQ9MWrcUOjdQg+WUy8vLyCt2S1szMHM+ePRUpqqqFFQERE4E6deqoZT+BgYGYP3++yphh28EwbjdULfuvLLQ0ZPj+MyfIZMDsItYTAEA1XS1s/rwDbiekYvkfN8s5QioLe3/cjhuxVzA/aCUsrWxwNSYaq75bBFPzGmjdtoPY4ZGavPnHqqBiSh+On6OIiUBR6wGK8q41Av7+/sr7OBdwnBnx3nFVRloaMqwd0xa2ZvoYvOpUkdUAA7kWtk50RroiD+M2nEMu2wKVnkKRhdB1KxEQGIz2HbsAAOrWb4C7t2/gpx1hTASqAJPqJtDU1MSzZ89Uxl+8eA4zM3ORoqKqRrREoGXLlsq1AMUpyRoBuVwOuVz1/uRSagsUJAH2NQwwaOUpvEwvvDagmq4Wtn3hjOzcfPisPwtFbr4IkZK65ebmIjc3FzIN1V80GhqayGeiVyVo6+igsWMTnIk6BffuPZTjZ6Ki4NbNXcTIqg5WBCr4GoHk5ORyiKRi09fRhF0NA+VzWzN9ONY0wsuMHPyTkoX1Y9uiqW11jF53BpoyGWoYvk6KXmZkIydPgIFcC9u/cIaejiambI6Goa4WDHVff+3P0xTg34uKLTMjA08ePVA+T0x4jLu3bsDQyBgWVtZo3soJG1Yvg1yuCwsra1y9FI3DB37D+MlfiRg1qdPIUZ9h9iw/ODZtihYtWuHnH3chISEBnwweInZoVQPzAMiEt/0kF0FKSgq2b9+OjRs3IiYm5r3OGrD98tcyiEwcHRzM8OOUToXGfzzzAMv+uIHTC3oW+bpPVpzEmdvPi309ADjPjcCjF5lqjVcMJ+f3FjuEMnP54nnM+HJMofEefQZgxtcL8eL5M2xauwLR504j9VUKLKys0cdzID4eMrLK/tKxNJa/e1IVsyt8O8I2bcTTp0mo79AAM2b6o42TNK65olvGP1fNRoWrbV/PN1fOtWkVJhE4evQoNm3ahF9++QV16tTBxx9/jI8//hitWpX+wjdVKRGgd6vKiQAVJsVEQMrKOhEwH71Tbft6FlY5qzSiXmL40aNHCAsLw6ZNm5Ceno5BgwYhJycHP//8MxwdHcUMjYiIJKCqVs5KQ7RLDPfp0weOjo64fv06Vq1ahSdPnmDVqlVihUNERCRJolUEIiIiMHnyZEyYMAEODg5ihUFERBLGioCIFYG//voLqampcHJyQvv27bF69Wo8fcorZRERUTniTYfESwScnZ2xYcMGJCQkYPz48di5cydq1qyJ/Px8REZGIjU1VazQiIiIJEO0RKCAvr4+fHx8cPLkSVy9ehXTp0/HkiVLYGFhgQEDBogdHhERVWEymUxtj8pK9ETg3xo2bIigoCA8evQI4eHqO7eTiIioKEwEKlgiUEBTUxNeXl7Yt2+f2KEQERFVaaJeR4CIiEhMlfmXvLowESAiIsliIlBBWwNERERUPlgRICIi6WJBgIkAERFJF1sDbA0QERFJGisCREQkWawIMBEgIiIJYyLA1gAREZGksSJARETSxYIAKwJERCRdYt1r4MSJE+jfvz9sbGwgk8mwd+9e5bacnBzMnDkTzZo1g4GBAWxsbPDpp5/iyZMnKvtQKBSYNGkSzM3NYWBggAEDBuDRo0el/gyYCBAREZWz9PR0tGjRAqtXry60LSMjAxcvXsScOXNw8eJF/PLLL7h161ahO/L6+vpiz5492LlzJ06ePIm0tDT069cPeXl5pYqFrQEiIpIssRYLenh4wMPDo8htxsbGiIyMVBlbtWoV2rVrhwcPHqB27dpISUnBxo0bsXXrVnTv3h0AsG3bNtja2uLw4cPo1atXiWNhRYCIiCRLna0BhUKBV69eqTwUCoVa4kxJSYFMJkP16tUBANHR0cjJyUHPnj2Vc2xsbNC0aVNERUWVat9MBIiIiNQgMDAQxsbGKo/AwMAP3m9WVhZmzZqFYcOGwcjICACQmJgIHR0dmJiYqMy1tLREYmJiqfbP1gAREUmWOlsD/v7+mDZtmsqYXC7/oH3m5ORgyJAhyM/Px5o1a945XxCEUr8nJgJERCRdalwiIJfLP/gP/7/l5ORg0KBBiI+Px9GjR5XVAACwsrJCdnY2kpOTVaoCSUlJcHFxKdVx2BogIiKqYAqSgNu3b+Pw4cMwMzNT2d6mTRtoa2urLCpMSEjAtWvXSp0IsCJARESSJdZZA2lpabhz547yeXx8PGJiYmBqagobGxsMHDgQFy9exP79+5GXl6fs+5uamkJHRwfGxsYYM2YMpk+fDjMzM5iamuKrr75Cs2bNlGcRlBQTASIikiyxEoELFy6ga9euyucFawtGjRqFefPmYd++fQCAli1bqrzu2LFjcHNzAwAsX74cWlpaGDRoEDIzM+Hu7o6wsDBoamqWKhYmAkREROXMzc0NgiAUu/1t2wro6upi1apVWLVq1QfFwkSAiIgkizcfZCJAREQSxtsQ86wBIiIiSWNFgIiIJIsFASYCREQkYWwNsDVAREQkaawIEBGRZLEgwESAiIgkTEODmQBbA0RERBLGigAREUkWWwNMBIiISMJ41gBbA0RERJLGigAREUkWCwJMBIiISMLYGmBrgIiISNJYESAiIsliRYCJABERSRjzALYGiIiIJI0VASIikiy2BpgIEBGRhDEPYGuAiIhI0lgRICIiyWJrgIkAERFJGPMAtgaIiIgkjRUBIiKSLLYGmAgQEZGEMQ9ga4CIiEjSWBEgIiLJYmuAiQAREUkY84Aqmggc9O8udghUjgauOy12CFSO/prpJnYIRFVKlUwEiIiISoKtASYCREQkYcwDeNYAERGRpLEiQEREksXWABMBIiKSMOYBbA0QERFJGisCREQkWWwNMBEgIiIJYyLA1gAREVG5O3HiBPr37w8bGxvIZDLs3btXZbsgCJg3bx5sbGygp6cHNzc3xMbGqsxRKBSYNGkSzM3NYWBggAEDBuDRo0eljoWJABERSZZMpr5HaaSnp6NFixZYvXp1kduDgoKwbNkyrF69GufPn4eVlRV69OiB1NRU5RxfX1/s2bMHO3fuxMmTJ5GWloZ+/fohLy+vVLGwNUBERJIlVmvAw8MDHh4eRW4TBAHBwcGYPXs2vL29AQCbN2+GpaUlduzYgfHjxyMlJQUbN27E1q1b0b3768vqb9u2Dba2tjh8+DB69epV4lhYESAiIlIDhUKBV69eqTwUCkWp9xMfH4/ExET07NlTOSaXy+Hq6oqoqCgAQHR0NHJyclTm2NjYoGnTpso5JcVEgIiIJEudrYHAwEAYGxurPAIDA0sdU2JiIgDA0tJSZdzS0lK5LTExETo6OjAxMSl2TkmxNUBERJKlztaAv78/pk2bpjIml8vfe39vxiYIwjvjLcmcN7EiQEREpAZyuRxGRkYqj/dJBKysrACg0C/7pKQkZZXAysoK2dnZSE5OLnZOSTERICIiyRLrrIG3sbe3h5WVFSIjI5Vj2dnZOH78OFxcXAAAbdq0gba2tsqchIQEXLt2TTmnpNgaICIiydIQ6ayBtLQ03LlzR/k8Pj4eMTExMDU1Re3ateHr64vFixfDwcEBDg4OWLx4MfT19TFs2DAAgLGxMcaMGYPp06fDzMwMpqam+Oqrr9CsWTPlWQQlxUSAiIionF24cAFdu3ZVPi9YWzBq1CiEhYXBz88PmZmZmDhxIpKTk9G+fXtERETA0NBQ+Zrly5dDS0sLgwYNQmZmJtzd3REWFgZNTc1SxSITBEFQz9uqOGIfp4sdApWj0WHnxQ6BytFfM93EDoHKkW4Z/1zt+f0Zte0r4osOattXeWJFgIiIJIv3GuBiQSIiIkljRYCIiCRLgwUBJgJERCRdbA2wNUBERCRprAgQEZFksSDARICIiCRMBmYCbA0QERFJGCsCREQkWTxrgIkAERFJGM8aYGuAiIhI0lgRICIiyWJBoAJVBHJzc3H48GGsX78eqampAIAnT54gLS1N5MiIiKiq0pDJ1PaorCpEReD+/fvo3bs3Hjx4AIVCgR49esDQ0BBBQUHIysrCunXrxA6RiIioSqoQFYEpU6bAyckJycnJ0NPTU45/9NFHOHLkiIiRERFRVSaTqe9RWVWIisDJkydx6tQp6OjoqIzXqVMHjx8/FikqIiKiqq9CJAL5+fnIy8srNP7o0SMYGhqKEBEREUkBTx+sIK2BHj16IDg4WPlcJpMhLS0NAQEB6NOnj3iBERFRlcbWQAWpCCxfvhxdu3aFo6MjsrKyMGzYMNy+fRvm5uYIDw8XOzwiIqIqq0IkAjY2NoiJiUF4eDguXryI/Px8jBkzBsOHD1dZPEhERKROlfm0P3WpEIkAAOjp6cHHxwc+Pj5ih0JERBLBNEDERGDfvn0lnjtgwIAyjISIiEi6REsEvLy8SjRPJpMVeUYBERHRh+JZAyImAvn5+WIdmoiICABvQwxUkNMHHz58WOy2M2fOlGMkRERE0lIhEoEePXrg+fPnhcZPnTqF3r17ixARERFJgUwmU9ujsqoQiUDnzp3Rs2dP5V0HAeDEiRPo06cPAgICRIyMiIiqMl5QqIIkAiEhIbC3t0ffvn2RlZWFY8eOoW/fvliwYAGmTp0qdnhERERVVoVIBGQyGcLDw6Grqwt3d3cMGDAAgYGBmDJlitihERFRFcbWgIhnDVy5cqXQWEBAAIYOHYoRI0agS5cuyjnNmzcv7/CIiEgCeNaAiIlAy5YtIZPJIAiCcqzg+fr16xESEgJBEHgdASIiojIkWiIQHx8v1qGJiIgA8IJCwHsmAlu3bsW6desQHx+P06dPo06dOggODoa9vT08PT1LtI86deq8z6GJiIjUhmnAeywWXLt2LaZNm4Y+ffrg5cuXyrJ99erVERwc/F5BBAYGYtOmTYXGN23ahKVLl77XPomIiOjdSp0IrFq1Chs2bMDs2bOhqampHHdycsLVq1ffK4j169ejUaNGhcabNGmCdevWvdc+iYiI3kVDJlPbo7IqdWsgPj4erVq1KjQul8uRnp7+XkEkJibC2tq60HiNGjWQkJDwXvskIiJ6l0r891ttSl0RsLe3R0xMTKHxAwcOwNHR8b2CsLW1xalTpwqNnzp1CjY2Nu+1TyIiInq3UlcEZsyYgS+++AJZWVkQBAHnzp1DeHg4AgMD8cMPP7xXEGPHjoWvry9ycnLQrVs3AMCRI0fg5+eH6dOnv9c+iYiI3oVnDbxHIvDZZ58hNzcXfn5+yMjIwLBhw1CzZk2sWLECQ4YMea8g/Pz88OLFC0ycOBHZ2dkAAF1dXcycORP+/v7vtU8iIqJ3ESsPyM3Nxbx587B9+3Zle3z06NH4+uuvoaHxulgvCALmz5+PkJAQJCcno3379vj+++/RpEkTtcbyXqcPjhs3DuPGjcOzZ8+Qn58PCwuLDwpCJpNh6dKlmDNnDuLi4qCnpwcHBwfI5fIP2m9V9POOTTjz11E8fnAPOnI5GjVpgZHjJqNmbTvlnMzMDGwLWYmzp/5E2qsU1LCyRt+PhqK35yfiBU4l0srWGCOdbdHIyhA1DOX46sdrOH7rmcqccZ3t8FEraxjqaiH2SSqCDt7C388yAADWxrrY92WHIvc96+dYHLnxtMzfA6nfrvDtCAvdiGdPn6JefQf4zfovWrdxEjss+gBLly7FunXrsHnzZjRp0gQXLlzAZ599BmNjY+Xl9YOCgrBs2TKEhYWhQYMGWLhwIXr06IGbN2/C0NBQbbF80AWFzM3N1RUHAKBatWpo27atWvdZ1cRejoaH5yDUb9gEefl52LFxNeb7TcTK0J+hq6cHAAj9/jtcizkP3/8uhIWVDWIunEZI8BKYmtdAu45u4r4Beis9HU3c+icdv11ORNDApoW2f+psi2Hta2HBbzfw4EUmfDrWwephLTBw3TlkZOfhn1dZ6B0cpfKaj1pZY6RzbUTdfVFeb4PU6OCBPxC0JBCz5wSgZavW+Gn3TkwcPw579v0Oa66h+mBirfY/ffo0PD090bdvXwCAnZ0dwsPDceHCBQCvqwHBwcGYPXs2vL29AQCbN2+GpaUlduzYgfHjx6stllInAvb29m/tqfz9998l2o+3tzfCwsJgZGSkfJPF+eWXX0oVY1U2d+n3Ks+/9JuPz7zdcffWdTRp0QYAcPP6Fbj16o+mLV//YujZ72NE/PYz7ty8zkSggou6++Ktf7CHtquF0FP3cezm6yrBvN/icMi3I3o1scCeSwnIF4Dn6dkqr3FraI7I60nIzOGluiujrZtD8dHHH8N74OuKnp//bERFncTuXeGYMpVrqD6UOvMAhUIBhUKhMiaXy4usbnfq1Anr1q3DrVu30KBBA1y+fBknT55UXo8nPj4eiYmJ6Nmzp8q+XF1dERUVJW4i4Ovrq/I8JycHly5dwsGDBzFjxowS78fY2FiZUBgbG5c2DPr/MtJTAQDVjP7vM2zcrCXORx2He29PmJrXwLWYC3jy6AHGfOksVpikBjWr68K8mhxn/k5WjuXkCbj44CWa1zLGnkuFT7VtZFUNDa0MEXTwdnmGSmqSk52NuOux8Bn7H5VxZ5eOuBxzSaSoqDiBgYGYP3++ylhAQADmzZtXaO7MmTORkpKCRo0aQVNTE3l5eVi0aBGGDh0K4PVp9QBgaWmp8jpLS0vcv39frXGXOhEo7tbA33//vbKkURKhoaFF/nNpFZWBZStyoSOB9QWCICB0zTI0btYSdezrK8fHfOmHtd/9D+MG94amphZkGjJMnD4HjZsVvv4DVR5mBjoAgBdv/OJ/kZ4NKyPdIl/j2dIafz9Nx5XHr8o8PlK/5JfJyMvLg5mZmcq4mZk5nj3jeg91UOdZA/7+/pg2bZrKWHFr3Xbt2oVt27Zhx44daNKkCWJiYuDr6wsbGxuMGjWq2PgKbsanTqW+jkBxPDw88PPPP7/XazMzM5GRkaF8fv/+fQQHByMiIuKdrw0MDISxsbHKY8Pqb98rjspmw8oluP/3bUz9OlBl/PdfwnHr+lX4L1yOb9Ztw+jPpyJkxRJcjj4rUqSkTsIbz4v7T4JcSwO9mlhi32VelKuyK48/BlKlocaHXC6HkZGRyqO4RGDGjBmYNWsWhgwZgmbNmmHkyJGYOnUqAgNf//fcysoKwP9VBgokJSUVqhJ8KLUlAj/99BNMTU3f67Wenp7YsmULAODly5do164dvvvuO3h6emLt2rVvfa2/vz9SUlJUHuO+/Oq94qhMNqxcivNRJ7BgWQjMa/zfvxQKRRZ2bFyN0ROnoa2LK+zqNUCfj4agY9ee+HX3FhEjpg9V0PsvqAwUMDHQKbQuAAC6NaoBXW0N/H71n3KJj9TPpLoJNDU18eyZ6pkjL148h5mZehdrU/nKyMhQniZYQFNTE/n5+QBer8ezsrJCZGSkcnt2djaOHz8OFxcXtcZS6tZAq1atVDJRQRCQmJiIp0+fYs2aNe8VxMWLF7F8+XIArxMKKysrXLp0CT///DPmzp2LCRMmFPvaohZi6KS+36WOKwNBEPDDyqU4e/IYFizfAEvrmirb83JzkZubCw2Z6r9gGhoaEPLf/C1Jlcnjl1l4lqZAe3sT3PonDQCgpSFD69rVsero3ULzPVta48St53iZkVPeoZKaaOvooLFjE5yJOgX37j2U42eiouDWzV3EyKoOsSor/fv3x6JFi1C7dm00adIEly5dwrJly+Dj46OMy9fXF4sXL4aDgwMcHBywePFi6OvrY9iwYWqNpdSJgJeXl8pzDQ0N1KhRA25ubkXeOKgkMjIylOdERkREwNvbGxoaGujQoYPaF0VUdiErluCvIwfgv3A59PT1kfzi9S8FfYNqkMt1oW9QDU1atMHm9cHQkctRw9IasZejcTzid4yeMO0deyex6WlrwtZUT/ncprouGlhWQ0pmDv55pUD4uUf4rGMdPEzOxMMXmRjtUhtZOXk4FJuksp9aJnpoVdsYvjvf70ZgVHGMHPUZZs/yg2PTpmjRohV+/nEXEhIS8Mng97uAG6nSEKnDsmrVKsyZMwcTJ05EUlISbGxsMH78eMydO1c5x8/PD5mZmZg4caLygkIRERFqvYYAAMgEQSjxz8Tc3Fxs374dvXr1UvYv1KF58+YYO3YsPvroIzRt2hQHDx6Es7MzoqOj0bdv30I9kneJfVx1KwLe3VoXOf6l3zx06z0AAJD84hm2bViFyxfOIC31FWpYWqNHP2/0Hzi8SvYVR4edFzsEtWlduzrWj2xZaHz/5UTM338DwOsLCnm3toahrjZiH79C0KHbuPtU9d/5iW726NPMEv1XnSm0pqCy+2umm9ghlLtd4dsRtmkjnj5NQn2HBpgx0x9tnKRxzRXdD7razbv5/npDbfsK9ny/H8NiK1UiAAD6+vqIi4tDnTp11BbETz/9hGHDhiEvLw/u7u7KRYKBgYE4ceIEDhw4UKr9VeVEgAqrSokAvZsUEwEpK+tEYNo+9SUCywZUzkSg1B9x+/btcenSJbUmAgMHDkSnTp2QkJCAFi1aKMfd3d3x0UcfKZ8/evQINjY2hRZYEBERvY+qWCUtrVInAhMnTsT06dPx6NEjtGnTBgYGBirbmzdv/l6BWFlZFWo3tGvXTuW5o6MjYmJiULdu3fc6BhEREakqcSLg4+OD4OBgDB48GAAwefJk5TaZTKY8rzUvr+wuY1rKLgYREdFbibVYsCIpcSKwefNmLFmyBPHx8WUZDxERUblhZ6AUiUDBr3F1rg0gIiIicZVqjQAXVRARUVUi1m2IK5JSJQINGjR4ZzLw4kXZ3fOciQgREakTz0ErZSIwf/58UW8ZzMWCRERE6lWqRGDIkCGwsLAoq1je6fr167CxsRHt+EREVLWw0FyKRKAsy/Lp6elYsmQJjhw5gqSkJOXdlwr8/fffAABbW9syi4GIiKSHawTe46yBsjB27FgcP34cI0eOhLW1NdcCEBERlZMSJwJv/kpXpwMHDuD3339Hx44dy+wYREREb+Lvzve4xHBZMDExgampqdhhEBGRxPDKghXkzIn//e9/mDt3LjIyMsQOhYiISFIqREXgu+++w927d2FpaQk7Oztoa2urbL948aJIkRERUVXGxYIVJBHw8vISOwQiIpIg5gEVJBEICAgQOwQiIiJJqhCJQIHo6GjExcVBJpPB0dERrVq1EjskIiKqwrhYsIIkAklJSRgyZAj+/PNPVK9eHYIgICUlBV27dsXOnTtRo0YNsUMkIqIqSAZmAhXirIFJkybh1atXiI2NxYsXL5CcnIxr167h1atXmDx5stjhERERVVkVoiJw8OBBHD58GI0bN1aOOTo64vvvv0fPnj1FjIyIiKoytgYqSCKQn59f6JRBANDW1i7TKxoSEZG0MRGoIK2Bbt26YcqUKXjy5Ily7PHjx5g6dSrc3d1FjIyIiKhqqxCJwOrVq5Gamgo7OzvUq1cP9evXh52dHVJTU7Fy5UqxwyMioipKJpOp7VFZVYjWgK2tLS5evIjDhw8jLi4OgiDA0dER3bt3Fzs0IiKqwtgaqCCJAAAcOXIER48eRVJSEvLz8xETE4MdO3YAADZt2iRydERERFVThUgE5s+fjwULFsDJyQnW1taVusRCRESVB//cVJBEYN26dQgLC8PIkSPFDoWIiCSENx2qIIsFs7Oz4eLiInYYREREklMhEoGxY8cq1wMQERGVFw2Z+h6VVYVoDWRlZSEkJASHDx9G8+bNC11caNmyZSJFRkREVRk7AxUkEbhy5QpatmwJALh27ZrKNi4cJCIiKjsVIhE4duyY2CEQEZEEafDugxUjESAiIhIDi84VZLEgERERiYMVASIikqzKvNpfXZgIEBGRZPGCQmwNEBERieLx48cYMWIEzMzMoK+vj5YtWyI6Olq5XRAEzJs3DzY2NtDT04ObmxtiY2PVHgcTASIikiyZTH2P0khOTkbHjh2hra2NAwcO4Pr16/juu+9QvXp15ZygoCAsW7YMq1evxvnz52FlZYUePXogNTVVrZ8BWwNERCRZ6mwNKBQKKBQKlTG5XA65XF5o7tKlS2Fra4vQ0FDlmJ2dnfKfBUFAcHAwZs+eDW9vbwDA5s2bYWlpiR07dmD8+PFqi5sVASIiIjUIDAyEsbGxyiMwMLDIufv27YOTkxM++eQTWFhYoFWrVtiwYYNye3x8PBITE9GzZ0/lmFwuh6urK6KiotQaNxMBIiKSLHW2Bvz9/ZGSkqLy8Pf3L/K4f//9N9auXQsHBwccOnQIn3/+OSZPnowtW7YAABITEwEAlpaWKq+ztLRUblMXtgaIiEiy1PlruLg2QFHy8/Ph5OSExYsXAwBatWqF2NhYrF27Fp9++qly3puX2RcEQe2X3mdFgIiIqJxZW1vD0dFRZaxx48Z48OABAMDKygoACv36T0pKKlQl+FBMBIiISLJkMpnaHqXRsWNH3Lx5U2Xs1q1bqFOnDgDA3t4eVlZWiIyMVG7Pzs7G8ePH4eLi8uFv/F/YGiAiIskS63JCU6dOhYuLCxYvXoxBgwbh3LlzCAkJQUhIyOu4ZDL4+vpi8eLFcHBwgIODAxYvXgx9fX0MGzZMrbEwESAiIipnbdu2xZ49e+Dv748FCxbA3t4ewcHBGD58uHKOn58fMjMzMXHiRCQnJ6N9+/aIiIiAoaGhWmORCYIgqHWPFUDs43SxQ6ByNDrsvNghUDn6a6ab2CFQOdIt45+r26IfqW1fI9rUUtu+yhMrAkREJFm80wAXCxIREUkaKwJERCRZvPkgEwEiIpIwdV+cpzJia4CIiEjCWBEgIiLJ4q9hJgJERCRhbA0wGSIiIpI0VgSIiEiyWA9gIkBERBLG1kAVTQRsTHTFDoHKUcTUzmKHQOXIpO2XYodA5Sjz0mqxQ6jyqmQiQEREVBJcKMdEgIiIJIytASZDREREksaKABERSRbrAUwEiIhIwtgZYGuAiIhI0lgRICIiydJgc4CJABERSRdbA2wNEBERSRorAkREJFkytgaYCBARkXSxNcDWABERkaSxIkBERJLFswaYCBARkYSxNcDWABERkaSxIkBERJLFigATASIikjCePsjWABERkaSxIkBERJKlwYIAEwEiIpIutgbYGiAiIpI0VgSIiEiyeNYAEwEiIpIwtgbYGiAiIpI0VgSIiEiyeNYAEwEiIpIwtgbYGiAiIhJVYGAgZDIZfH19lWOCIGDevHmwsbGBnp4e3NzcEBsbWybHZyJARESSJZOp7/E+zp8/j5CQEDRv3lxlPCgoCMuWLcPq1atx/vx5WFlZoUePHkhNTVXDu1bFRICIiCRLpsZHaaWlpWH48OHYsGEDTExMlOOCICA4OBizZ8+Gt7c3mjZtis2bNyMjIwM7dux437daLCYCREREaqBQKPDq1SuVh0KhKHb+F198gb59+6J79+4q4/Hx8UhMTETPnj2VY3K5HK6uroiKilJ73EwEiIhIsjRkMrU9AgMDYWxsrPIIDAws8rg7d+7ExYsXi9yemJgIALC0tFQZt7S0VG5TJ541QEREkqXOcwb8/f0xbdo0lTG5XF5o3sOHDzFlyhRERERAV1e3+NjeWHggCEKhMXVgIkBERKQGcrm8yD/8b4qOjkZSUhLatGmjHMvLy8OJEyewevVq3Lx5E8DryoC1tbVyTlJSUqEqgTqwNUBERNIlwmpBd3d3XL16FTExMcqHk5MThg8fjpiYGNStWxdWVlaIjIxUviY7OxvHjx+Hi4vLB7/lN7EiQEREkiXGBYUMDQ3RtGlTlTEDAwOYmZkpx319fbF48WI4ODjAwcEBixcvhr6+PoYNG6b2eJgIEBERVTB+fn7IzMzExIkTkZycjPbt2yMiIgKGhoZqP5ZMEARB7XsVWXJGntghEFEZsek4RewQqBxlXlpdpvs/93eK2vbVrq6x2vZVnlgRICIiyeKdBrhYkIiISNJYESAiIuliSYCJABERSRdvQ8zWABERkaSxIkBERJJVBlfsrXSYCBARkWQxD2BrgIiISNJYESAiIuliSYCJABERSRfPGqggrYHc3FwcPnwY69evR2pqKgDgyZMnSEtLEzkyIiKiqk30isD9+/fRu3dvPHjwAAqFAj169IChoSGCgoKQlZWFdevWiR0iERFVUTxroAJUBKZMmQInJyckJydDT09POf7RRx/hyJEjIkZGRERVnUyNj8pK9IrAyZMncerUKejo6KiM16lTB48fPxYpKiIiImkQPRHIz89HXl7h2wY/evSoTO67TEREpFSZf8qrieitgR49eiA4OFj5XCaTIS0tDQEBAejTp494gRERUZUnU+P/KivRKwLLly9H165d4ejoiKysLAwbNgy3b9+Gubk5wsPDxQ6PiIioShM9EbCxsUFMTAzCw8Nx8eJF5OfnY8yYMRg+fLjK4kEiIiJ141kDgEwQBEHsINQtOaPwmgMiqhpsOk4ROwQqR5mXVpfp/q89Ut/1aprWqqa2fZUnUSoC+/btK/HcAQMGlGEkRERE0iZKIuDl5VWieTKZrMgzCoiIiNSCrQFxEoH8/HwxDlsl5ebm4of13+PQH/vx4vkzmJnXQN/+Xvhs3OfQ0BD9pBBSM68+3ZGY8KTQ+MeDhmKG/xwRIqIP0bF1PUz9tDtaO9aGdQ1jDJoagt/+vKLcHjJ/BEYO6KDymnNX4uE66jvlc0szQyz2/QjdOjSCoYEct+4l4ZtNh7DncEx5vY1KrTKv9lcX0RcLPnz4ELa2tkVuO3PmDDp06FDkNnpta9gP2PPTLsxdEAj7evVxI/YaFs6bjWqGhhg8bKTY4ZGahW7bjfz8/6uS3b1zG5MnjEW3Hr1EjIrel4GeHFdvPcbWfWew87txRc45dCoW4wO2KZ9n56hWSTcuHAXjarr4xHc9nr1Mw2APJ2xd4oOOw4Nw+eajMo2fqgbRE4EePXrg1KlTMDMzUxk/deoU+vbti5cvX4oTWCVx7cpldHHtho6dXQEANjY1EXHwD8RdvyZyZFQWTExNVZ5vCf0BtWxt0bpNW5Eiog8Rceo6Ik5df+uc7Oxc/PM8tdjt7ZvbY/LinbgQex8AsPSHQ5g0vBtaNrZlIlACPGugAlxQqHPnzujZs6fyroMAcOLECfTp0wcBAQEiRlY5tGjZGufPncGD+/cAALdv3sDlmItw6dhF3MCozOXkZOPgH7+hn6c3ZPyvWZXV2ckB948E4sreufh+zlDUMFFdmR516S4G9mwDEyN9yGQyfNKrDeQ6Wjhx4bZIEVcuvNdABagIhISE4JNPPkHfvn0RERGB06dPY8CAAVi4cCGmTHn3aUIKhQIKhUJ1LE8Lcrm8rEKuUEZ+NhZpaakY/FFfaGhqIj8vD59/MQU9PfqKHRqVsePHjiAtNRV9+38kdihURiJOXccvkZfwIOEF7GqaYe7EfjgQMhkuw4KQnZMLABg5axO2LvHBk+NByMnJQ0ZWNgZP24D4R89Ejp4qC9ErAjKZDOHh4dDV1YW7uzsGDBiAwMDAEiUBABAYGAhjY2OVx/Jvl5Rx1BXH4UMHcPCP/Viw+Bts3vET5i4IxPatofh9316xQ6My9tveX9ChY2fUsLAQOxQqIz9FXMTBk7G4fjcBf5y4Bq8v18ChjgU8OjdRzpn3RX+YGOnDY/xKdBwRhJXbjmL7Nz5oUt9GxMgrEZYExKkIXLlypdBYQEAAhg4dihEjRqBLly7KOc2bN3/rvvz9/TFt2jSVsYw80Qsd5WZV8Lf49LOx6NH79X0Z6js0QELCE2wJ3YC+A7zEDY7KTMKTxzh/9jSWfLtC7FCoHCU+e4UHCS9Qv3YNAIB9LXNMGOKK1h8vRNzfiQCAq7ceo2Prehg/uAsmL9opZriVAs8aECkRaNmyJWQyGf59UcOC5+vXr0dISAgEQSjRdQTkcnmhNkCehK4smJWVCZlMtbCjqaHBUzSruP379sDE1BQu/3+RKEmDqbEBalmaIOHZKwCAvu7r27fnv3GB2Lw8ARpcN0IlJEoiEB8fL8Zhq6ROXboibON6WFlbw75efdy6EYfwbZvRz8tb7NCojOTn5+P3X/egTz8vaGlJp/pVFRno6aCebQ3lc7uaZmjeoCaSX2XgRUo6vv68L/YeiUHC0xTUsTHDgkn98fxlGvYdvQwAuHkvEXceJGH110Phv2wPnqekY0DX5nDv0BDeU9aJ9bYqFeZLvNdApZeeno6QNStx/OhhJCe/gHkNC/To3Qdj/jMB2to6YodHZeDs6VOYMnEcdu/9A7Xr2IkdTrmrSvca6NzGARE/FH4/W/edweTFu7B72X/QolEtVDfUQ+KzVzh+/hYWrNmPR/+8VM6tV7sGFk72hHPLuqimL8fdh08RvOUIwn8/X47vpOyU9b0GbiVmqG1fDaz01bav8iR6IhAYGAhLS0v4+PiojG/atAlPnz7FzJkzS71PKSUCRFJTlRIBejcmAmVP9LMG1q9fj0aNGhUab9KkCdatY2mLiIjKEM8aEP86AomJibC2ti40XqNGDSQkJIgQERERSQXPGqgAFQFbW1ucOnWq0PipU6dgY8PzYImIiMqS6BWBsWPHwtfXFzk5OejWrRsA4MiRI/Dz88P06dNFjo6IiKoynjVQARIBPz8/vHjxAhMnTkR2djYAQFdXFzNnzoS/v7/I0RERUVXGPKACnDVQIC0tDXFxcdDT04ODg8MH3SuAZw0QVV08a0BayvqsgbtJmWrbVz0LPbXtqzyJvkagQLVq1dC2bVs0bdpUMjcMIiIikYl01kBgYCDatm0LQ0NDWFhYwMvLCzdv3lSZIwgC5s2bBxsbG+jp6cHNzQ2xsbHv/VaLI0prwNvbG2FhYTAyMoK399uvgPfLL7+UU1RERCQ1Yp01cPz4cXzxxRdo27YtcnNzMXv2bPTs2RPXr1+HgYEBACAoKAjLli1DWFgYGjRogIULF6JHjx64efMmDA0N1RaLKImAsbGx8v7pxsbGYoRAREQkmoMHD6o8Dw0NhYWFBaKjo9GlSxcIgoDg4GDMnj1b+YN58+bNsLS0xI4dOzB+/Hi1xSJKIhAaGqr85zVr1iA/P1+ZAd27dw979+5F48aN0atXLzHCIyIiiVDnWQMKhQIKhUJlrKgb4xUlJSUFAGBqagrg9T15EhMT0bNnT5V9ubq6IioqSq2JgOhrBDw9PbF161YAwMuXL9GhQwd899138PLywtq1a0WOjoiIqjJ1LhEIDAyEsbGxyiMwMPCdMQiCgGnTpqFTp05o2rQpgNcX2wMAS0tLlbmWlpbKbeoieiJw8eJFdO7cGQDw008/wdLSEvfv38eWLVuwcuVKkaMjIiIqGX9/f6SkpKg8SnIa/JdffokrV64gPDy80DbZGyULQRAKjX0o0a8jkJGRoVz0EBERAW9vb2hoaKBDhw64f/++yNEREVGVpsa/qSVtA/zbpEmTsG/fPpw4cQK1atVSjltZWQEofBn+pKSkQlWCDyV6RaB+/frYu3cvHj58iEOHDin7IUlJSTAyMhI5OiIiqspkavxfaQiCgC+//BK//PILjh49Cnt7e5Xt9vb2sLKyQmRkpHIsOzsbx48fh4uLi1reewHRE4G5c+fiq6++gp2dHdq3bw9nZ2cAr6sDrVq1Ejk6IiIi9fviiy+wbds27NixA4aGhkhMTERiYiIyM19f4Egmk8HX1xeLFy/Gnj17cO3aNYwePRr6+voYNmyYWmOpEFcWTExMREJCAlq0aAENjde5yblz52BkZFTkLYrfhVcWJKq6eGVBaSnrKws+eKF496QSqm1a8rZAcX3+0NBQjB49GsDrqsH8+fOxfv16JCcno3379vj++++VCwrVpUIkAurGRICo6mIiIC1lnQg8VGMiYFuKRKAiEb01QEREROIR/awBIiIisfA2xEwEiIhI0pgJsDVAREQkYawIEBGRZLE1wESAiIgkjHkAWwNERESSxooAERFJFlsDTASIiEjCSnuPgKqIrQEiIiIJY0WAiIikiwUBVgSIiIikjBUBIiKSLBYEmAgQEZGE8awBtgaIiIgkjRUBIiKSLJ4+yESAiIikjHkAWwNERERSxooAERFJFgsCTASIiEjCeNYAWwNERESSxooAERFJFs8aYCJAREQSxtYAWwNERESSxkSAiIhIwtgaICIiyWJrgBUBIiIiSWNFgIiIJItnDTARICIiCWNrgK0BIiIiSWNFgIiIJIsFASYCREQkZcwE2BogIiKSMlYEiIhIsnjWABMBIiKSMJ41wNYAERGRpLEiQEREksWCABMBIiKSMmYCbA0QERGJZc2aNbC3t4euri7atGmDv/76q9xjYCJARESSJVPj/0pr165d8PX1xezZs3Hp0iV07twZHh4eePDgQRm80+LJBEEQyvWI5SA5I0/sEIiojNh0nCJ2CFSOMi+tLtP9Z+Wqb1+6pWy2t2/fHq1bt8batWuVY40bN4aXlxcCAwPVF9g7sCJARESkBgqFAq9evVJ5KBSKIudmZ2cjOjoaPXv2VBnv2bMnoqKiyiNcpSq5WNBEX1PsEMqdQqFAYGAg/P39IZfLxQ6HypiUv++y/oVYEUn5+y5rpf0V/zbzFgZi/vz5KmMBAQGYN29eobnPnj1DXl4eLC0tVcYtLS2RmJiovqBKoEq2BqTo1atXMDY2RkpKCoyMjMQOh8oYv29p4fddOSgUikIVALlcXmTy9uTJE9SsWRNRUVFwdnZWji9atAhbt27FjRs3yjzeAlWyIkBERFTeivujXxRzc3NoamoW+vWflJRUqEpQ1rhGgIiIqJzp6OigTZs2iIyMVBmPjIyEi4tLucbCigAREZEIpk2bhpEjR8LJyQnOzs4ICQnBgwcP8Pnnn5drHEwEqgi5XI6AgAAuJJIIft/Swu+7aho8eDCeP3+OBQsWICEhAU2bNsUff/yBOnXqlGscXCxIREQkYVwjQEREJGFMBIiIiCSMiQAREZGEMREgqkJGjx4NLy+vEs29d+8eZDIZYmJiip0jk8mwd+9etcRGhfH7ooqAiUAlEhUVBU1NTfTu3Vtl/M3/QBQ8t7CwQGpqqsrcli1bFnm5S6oaVqxYgbCwMLHDoBLi90UVAROBSmTTpk2YNGkSTp48WaLbVKampuLbb78th8ioojA2Nkb16tXFDoNKiN8XVQRMBCqJ9PR07N69GxMmTEC/fv1K9Cti0qRJWLZsGZKSkso+QAlxc3PD5MmT4efnB1NTU1hZWalUWR48eABPT09Uq1YNRkZGGDRoEP755x/l9nnz5qFly5bYunUr7OzsYGxsjCFDhhSq3hTnp59+QrNmzaCnpwczMzN0794d6enpAAqXmvPz87F06VLUr18fcrkctWvXxqJFi4rcb35+PsaNG4cGDRrg/v37Rc55/PgxBg8eDBMTE5iZmcHT0xP37t0rUdxSVtx3xu+LKgImApXErl270LBhQzRs2BAjRoxAaGgo3nUJiKFDh6J+/fpYsGBBOUUpHZs3b4aBgQHOnj2LoKAgLFiwAJGRkRAEAV5eXnjx4gWOHz+OyMhI3L17F4MHD1Z5/d27d7F3717s378f+/fvx/Hjx7FkyZJ3HjchIQFDhw6Fj48P4uLi8Oeff8Lb27vYfxf8/f2xdOlSzJkzB9evX8eOHTuKvI55dnY2Bg0ahAsXLuDkyZNFXtAkIyMDXbt2RbVq1XDixAmcPHkS1apVQ+/evZGdnV3CT056SvOd8fsiUQhUKbi4uAjBwcGCIAhCTk6OYG5uLkRGRgqCIAjx8fECAOHSpUuFnh88eFDQ1tYW7ty5IwiCILRo0UIICAgQ4y1UGa6urkKnTp1Uxtq2bSvMnDlTiIiIEDQ1NYUHDx4ot8XGxgoAhHPnzgmCIAgBAQGCvr6+8OrVK+WcGTNmCO3bt3/nsaOjowUAwr1794rcPmrUKMHT01MQBEF49eqVIJfLhQ0bNhQ5t+Dfk7/++kvo3r270LFjR+Hly5cqcwAIe/bsEQRBEDZu3Cg0bNhQyM/PV25XKBSCnp6ecOjQoXfGLlVv+874fVFFwIpAJXDz5k2cO3cOQ4YMAQBoaWlh8ODB2LRp0ztf26tXL3Tq1Alz5swp6zAlpXnz5irPra2tkZSUhLi4ONja2sLW1la5zdHREdWrV0dcXJxyzM7ODoaGhoVe/y4tWrSAu7s7mjVrhk8++QQbNmxAcnJykXPj4uKgUCjg7u7+1n0OHToUaWlpiIiIgLGxcbHzoqOjcefOHRgaGqJatWqoVq0aTE1NkZWVhbt3774zdqkq6XfG74vEwnsNVAIbN25Ebm4uatasqRwTBAHa2trF/hH4tyVLlsDZ2RkzZswoyzAlRVtbW+W5TCZDfn4+BEGATCYrNP/N8eJe/y6ampqIjIxEVFQUIiIisGrVKsyePRtnz56Fvb29ylw9Pb0SvZc+ffpg27ZtOHPmDLp161bsvPz8fLRp0wbbt28vtK1GjRolOpYUve07+zd+XyQWVgQquNzcXGzZsgXfffcdYmJilI/Lly+jTp06Rf6f/E3t2rWDt7c3Zs2aVQ4RS5ujoyMePHiAhw8fKseuX7+OlJQUNG7cWC3HkMlk6NixI+bPn49Lly5BR0cHe/bsKTTPwcEBenp6OHLkyFv3N2HCBCxZsgQDBgzA8ePHi53XunVr3L59GxYWFqhfv77K422/TKlk3xm/LxILKwIV3P79+5GcnIwxY8YU+j/vwIEDsXHjRvTr1++d+1m0aBGaNGkCLS1+5WWpe/fuaN68OYYPH47g4GDk5uZi4sSJcHV1hZOT0wfv/+zZszhy5Ah69uwJCwsLnD17Fk+fPi0yydDV1cXMmTPh5+cHHR0ddOzYEU+fPkVsbCzGjBmjMnfSpEnIy8tDv379cODAAXTq1KnQ/oYPH45vvvkGnp6eWLBgAWrVqoUHDx7gl19+wYwZM1CrVq0Pfn9V0du+sytXrijn8fsisfCvQgW3ceNGdO/evcgM/uOPP8bixYvx4sWLd+6nQYMG8PHxQUhISFmESf9fwZXdJk2ahC5dukBDQwO9e/fGqlWr1LJ/IyMjnDhxAsHBwXj16hXq1KmD7777Dh4eHkXOnzNnDrS0tDB37lw8efIE1tbWxd7r3NfXF/n5+ejTpw8OHjwIFxcXle36+vo4ceIEZs6cCW9vb6SmpqJmzZpwd3eHkZGRWt5fVfS272zXrl0qc/l9kRh4G2IiIiIJ4xoBIiIiCWMiQFSBPHjwQHmqV1GPklxamoioNNgaIKpAcnNz33oJWDs7Oy74JCK1YiJAREQkYWwNEBERSRgTASIiIgljIkBERCRhTASIiIgkjIkAUSUwb948tGzZUvl89OjR8PLyKvc47t27B5lMhpiYmHI/NhGVDSYCRB9g9OjRkMlkkMlk0NbWRt26dfHVV18hPT29TI+7YsUKhIWFlWgu/3gT0dvwhGSiD9S7d2+EhoYiJycHf/31F8aOHYv09HSsXbtWZV5OTk6h2w+/L949jojUhRUBog8kl8thZWUFW1tbDBs2DMOHD8fevXuV5fxNmzahbt26kMvlEAQBKSkp+M9//gMLCwsYGRmhW7duuHz5sso+lyxZAktLSxgaGmLMmDHIyspS2f5mayA/Px9Lly5F/fr1IZfLUbt2bSxatAgAYG9vDwBo1aoVZDIZ3NzclK8LDQ1F48aNoauri0aNGmHNmjUqxzl37hxatWoFXV1dODk54dKlS2r85IioImBFgEjN9PT0kJOTAwC4c+cOdu/ejZ9//hmampoAgL59+8LU1BR//PEHjI2NsX79eri7u+PWrVswNTXF7t27ERAQgO+//x6dO3fG1q1bsXLlStStW7fYY/r7+2PDhg1Yvnw5OnXqhISEBNy4cQPA6z/m7dq1w+HDh9GkSRPo6OgAADZs2ICAgACsXr0arVq1wqVLlzBu3DgYGBhg1KhRSE9PR79+/dCtWzds27YN8fHxmDJlShl/ekRU7gQiem+jRo0SPD09lc/Pnj0rmJmZCYMGDRICAgIEbW1tISkpSbn9yJEjgpGRkZCVlaWyn3r16gnr168XBEEQnJ2dhc8//1xle/v27YUWLVoUedxXr14Jcrlc2LBhQ5ExxsfHCwCES5cuqYzb2toKO3bsUBn73//+Jzg7OwuCIAjr168XTE1NhfT0dOX2tWvXFrkvIqq82Bog+kD79+9HtWrVoKurC2dnZ3Tp0gWrVq0CANSpUwc1atRQzo2OjkZaWhrMzMxUbiYUHx+Pu3fvAgDi4uLg7Oyscow3n/9bXFwcFAoF3N3dSxzz06dP8fDhQ4wZM0YljoULF6rE0aJFC+jr65coDiKqnNgaIPpAXbt2xdq1a6GtrQ0bGxuVBYEGBgYqc/Pz82FtbY0///yz0H6qV6/+XsfX09Mr9Wvy8/MBvG4PtG/fXmVbQQtD4G1IiCSBiQDRBzIwMED9+vVLNLd169ZITEyElpYW7OzsipzTuHFjnDlzBp9++qly7MyZM8Xu08HBAXp6ejhy5AjGjh1baHvBmoC8vDzlmKWlJWrWrIm///4bw4cPL3K/jo6O2Lp1KzIzM5XJxtviIKLKia0BonLUvXt3ODs7w8vLC4cOHcK9e/cQFRWFr7/+GhcuXAAATJkyBZs2bcKmTZtw69YtBAQEIDY2tth96urqYubMmfDz88OWLVtw9+5dnDlzBhs3bgQAWFhYQE9PDwcPHsQ///yDlJQUAK8vUhQYGIgVK1bg1q1buHr1KkJDQ7Fs2TIAwLBhw6ChoYExY8bg+vXr+OOPP/Dtt9+W8SdEROWNiQBROZLJZPjjjz/QpUsX+Pj4oEGDBhgyZAju3bsHS0tLAMDgwYMxd+5czJw5E23atMH9+/cxYcKEt+53zpw5mD59OubOnYvGjRtj8ODBSEpKAgBoaWlh5cqVWL9+PWxsbODp6QkAGDt2LH744QeEhYWhWbNmcHV1RVhYmPJ0w2rVquG3337D9evX0apVK8yePRtLly4tw0+HiMQgE9gIJCIikixWBIiIiCSMiQAREZGEMREgIiKSMCYCREREEsZEgIiISMKYCBAREUkYEwEiIiIJYyJAREQkYUwEiIiIJIyJABERkYQxESAiIpKw/weZkYCPlWj9aQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import torch\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.metrics import confusion_matrix, classification_report\n", + "from tqdm import tqdm\n", + "import numpy as np\n", + "\n", + "# --- 1. Save the trained model ---\n", + "import torch\n", + "\n", + "# Save the entire model\n", + "torch.save(model, \"resnet_sickle_full.pth\")\n", + "print(\"✅ Entire model saved as resnet_sickle_full.pth\")\n", + "\n", + "\n", + "\n", + "# --- 2. Evaluation function with predictions ---\n", + "def evaluate_with_preds(model, data_loader, device, split_name=\"Eval\"):\n", + " model.eval()\n", + " total, correct = 0, 0\n", + " all_preds, all_labels = [], []\n", + " with torch.no_grad():\n", + " for images, labels in tqdm(data_loader, desc=f\"Evaluating {split_name}\"):\n", + " images, labels = images.to(device), labels.to(device)\n", + " outputs = model(images)\n", + " _, predicted = outputs.max(1)\n", + "\n", + " total += labels.size(0)\n", + " correct += predicted.eq(labels).sum().item()\n", + "\n", + " all_preds.extend(predicted.cpu().numpy())\n", + " all_labels.extend(labels.cpu().numpy())\n", + "\n", + " accuracy = 100. * correct / total\n", + " return accuracy, np.array(all_preds), np.array(all_labels)\n", + "\n", + "\n", + "# --- 3. Run evaluation on validation set ---\n", + "val_acc, preds, labels = evaluate_with_preds(model, val_loader, device, split_name=\"Val\")\n", + "\n", + "print(f\"\\n📊 Final Validation Accuracy: {val_acc:.2f}%\")\n", + "print(\"\\nClassification Report:\")\n", + "print(classification_report(labels, preds, target_names=dataset[\"train\"].features[\"label\"].names))\n", + "\n", + "\n", + "# --- 4. Confusion matrix heatmap ---\n", + "cm = confusion_matrix(labels, preds)\n", + "plt.figure(figsize=(6, 5))\n", + "sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\",\n", + " xticklabels=dataset[\"train\"].features[\"label\"].names,\n", + " yticklabels=dataset[\"train\"].features[\"label\"].names)\n", + "plt.xlabel(\"Predicted\")\n", + "plt.ylabel(\"True\")\n", + "plt.title(\"Resnet Confusion Matrix\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "94f32e31-c8b1-47f3-bb3e-59aff6fc37c9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-1.8267832..2.5702832].\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-1.843908..2.3088455].\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-1.980906..2.535425].\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-2.0151556..2.186841].\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). Got range [-1.9637812..2.5702832].\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import random\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Pick 5 random samples from validation set\n", + "indices = random.sample(range(len(val_dataset)), 5)\n", + "\n", + "for idx in indices:\n", + " img = val_dataset[idx][\"pixel_values\"].unsqueeze(0).to(device) # add batch dim\n", + " label = val_dataset[idx][\"label\"]\n", + " with torch.no_grad():\n", + " output = model(img)\n", + " pred = output.argmax(1).item()\n", + "\n", + " plt.imshow(val_dataset[idx][\"pixel_values\"].permute(1,2,0).cpu()) # CHW -> HWC\n", + " plt.title(f\"True: {classes[label]} | Pred: {classes[pred]}\")\n", + " plt.axis('off')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "5e2b959f-bb05-40b4-89d0-1a8bd6cc003d", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting grad-cam\n", + " Downloading grad-cam-1.5.5.tar.gz (7.8 MB)\n", + " ---------------------------------------- 0.0/7.8 MB ? eta -:--:--\n", + " --------- ------------------------------ 1.8/7.8 MB 11.2 MB/s eta 0:00:01\n", + " --------------------- ------------------ 4.2/7.8 MB 10.9 MB/s eta 0:00:01\n", + " ------------------------------------ --- 7.1/7.8 MB 11.8 MB/s eta 0:00:01\n", + " ---------------------------------------- 7.8/7.8 MB 11.4 MB/s 0:00:00\n", + " Installing build dependencies: started\n", + " Installing build dependencies: finished with status 'done'\n", + " Getting requirements to build wheel: started\n", + " Getting requirements to build wheel: finished with status 'done'\n", + " Preparing metadata (pyproject.toml): started\n", + " Preparing metadata (pyproject.toml): finished with status 'done'\n", + "Requirement already satisfied: numpy in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from grad-cam) (2.0.2)\n", + "Requirement already satisfied: Pillow in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from grad-cam) (9.4.0)\n", + "Requirement already satisfied: torch>=1.7.1 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from grad-cam) (2.5.1)\n", + "Requirement already satisfied: torchvision>=0.8.2 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from grad-cam) (0.20.1)\n", + "Collecting ttach (from grad-cam)\n", + " Downloading ttach-0.0.3-py3-none-any.whl.metadata (5.2 kB)\n", + "Requirement already satisfied: tqdm in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from grad-cam) (4.67.1)\n", + "Collecting opencv-python (from grad-cam)\n", + " Using cached opencv_python-4.12.0.88-cp37-abi3-win_amd64.whl.metadata (19 kB)\n", + "Requirement already satisfied: matplotlib in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from grad-cam) (3.9.4)\n", + "Requirement already satisfied: scikit-learn in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from grad-cam) (1.6.1)\n", + "Requirement already satisfied: filelock in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from torch>=1.7.1->grad-cam) (3.19.1)\n", + "Requirement already satisfied: typing-extensions>=4.8.0 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from torch>=1.7.1->grad-cam) (4.14.1)\n", + "Requirement already satisfied: networkx in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from torch>=1.7.1->grad-cam) (3.2.1)\n", + "Requirement already satisfied: jinja2 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from torch>=1.7.1->grad-cam) (3.1.6)\n", + "Requirement already satisfied: fsspec in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from torch>=1.7.1->grad-cam) (2025.9.0)\n", + "Requirement already satisfied: sympy==1.13.1 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from torch>=1.7.1->grad-cam) (1.13.1)\n", + "Requirement already satisfied: mpmath<1.4,>=1.1.0 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from sympy==1.13.1->torch>=1.7.1->grad-cam) (1.3.0)\n", + "Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from jinja2->torch>=1.7.1->grad-cam) (3.0.2)\n", + "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from matplotlib->grad-cam) (1.3.0)\n", + "Requirement already satisfied: cycler>=0.10 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from matplotlib->grad-cam) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from matplotlib->grad-cam) (4.59.1)\n", + "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from matplotlib->grad-cam) (1.4.7)\n", + "Requirement already satisfied: packaging>=20.0 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from matplotlib->grad-cam) (25.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from matplotlib->grad-cam) (3.2.3)\n", + "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from matplotlib->grad-cam) (2.9.0.post0)\n", + "Requirement already satisfied: importlib-resources>=3.2.0 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from matplotlib->grad-cam) (6.5.2)\n", + "Requirement already satisfied: zipp>=3.1.0 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from importlib-resources>=3.2.0->matplotlib->grad-cam) (3.23.0)\n", + "Requirement already satisfied: six>=1.5 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from python-dateutil>=2.7->matplotlib->grad-cam) (1.17.0)\n", + "Requirement already satisfied: scipy>=1.6.0 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from scikit-learn->grad-cam) (1.13.1)\n", + "Requirement already satisfied: joblib>=1.2.0 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from scikit-learn->grad-cam) (1.5.1)\n", + "Requirement already satisfied: threadpoolctl>=3.1.0 in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from scikit-learn->grad-cam) (3.6.0)\n", + "Requirement already satisfied: colorama in c:\\users\\adity\\miniconda3\\envs\\dl_cpu\\lib\\site-packages (from tqdm->grad-cam) (0.4.6)\n", + "Using cached opencv_python-4.12.0.88-cp37-abi3-win_amd64.whl (39.0 MB)\n", + "Downloading ttach-0.0.3-py3-none-any.whl (9.8 kB)\n", + "Building wheels for collected packages: grad-cam\n", + " Building wheel for grad-cam (pyproject.toml): started\n", + " Building wheel for grad-cam (pyproject.toml): finished with status 'done'\n", + " Created wheel for grad-cam: filename=grad_cam-1.5.5-py3-none-any.whl size=44339 sha256=e3ad01b60d3b48424ed0cec19fa89602e99ac60322277e938c272b3dffcbc1dd\n", + " Stored in directory: c:\\users\\adity\\appdata\\local\\pip\\cache\\wheels\\04\\e1\\f6\\1c65b156ed8aaddabf0ef7f91334f7cdb11f43f84abf403138\n", + "Successfully built grad-cam\n", + "Installing collected packages: ttach, opencv-python, grad-cam\n", + "\n", + " ------------- -------------------------- 1/3 [opencv-python]\n", + " ------------- -------------------------- 1/3 [opencv-python]\n", + " ------------- -------------------------- 1/3 [opencv-python]\n", + " ------------- -------------------------- 1/3 [opencv-python]\n", + " -------------------------- ------------- 2/3 [grad-cam]\n", + " -------------------------- ------------- 2/3 [grad-cam]\n", + " ---------------------------------------- 3/3 [grad-cam]\n", + "\n", + "Successfully installed grad-cam-1.5.5 opencv-python-4.12.0.88 ttach-0.0.3\n", + "Note: you may need to restart the kernel to use updated packages.\n" + ] + } + ], + "source": [ + "pip install grad-cam\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "43e11163-5fcf-424d-8b87-a3bc33927028", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import torch\n", + "from pytorch_grad_cam import GradCAM\n", + "from pytorch_grad_cam.utils.model_targets import ClassifierOutputTarget\n", + "from pytorch_grad_cam.utils.image import show_cam_on_image\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Pick a sample image\n", + "img_tensor = val_dataset[0][\"pixel_values\"].unsqueeze(0).to(device) # add batch dim\n", + "img_np = img_tensor.squeeze().permute(1,2,0).cpu().numpy() # HWC\n", + "img_np = (img_np - img_np.min()) / (img_np.max() - img_np.min()) # normalize to [0,1]\n", + "\n", + "target_class = val_dataset[0][\"label\"]\n", + "\n", + "# Grad-CAM setup (latest API)\n", + "target_layers = [model.layer4[-1]] # last block of layer4\n", + "cam = GradCAM(model=model, target_layers=target_layers)\n", + "\n", + "# Generate Grad-CAM mask\n", + "grayscale_cam = cam(input_tensor=img_tensor, targets=[ClassifierOutputTarget(target_class)])[0]\n", + "\n", + "# Overlay CAM on image\n", + "cam_image = show_cam_on_image(img_np, grayscale_cam, use_rgb=True)\n", + "\n", + "plt.imshow(cam_image)\n", + "plt.axis('off')\n", + "plt.title(f\"Grad-CAM for class: {dataset['train'].features['label'].names[target_class]}\")\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "978502b0-f3c6-46ad-9ac9-855c7ee4dc4f", + "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": "3.9.23" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}