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بنجاح.\\n\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KqGDh3B3EDr1","executionInfo":{"status":"ok","timestamp":1767209079872,"user_tz":-180,"elapsed":120353,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"babc802c-7e50-403e-f8b7-efb7e04f5c09"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 3] فك ضغط مجموعة البيانات ---\n","تم فك ضغط البيانات بنجاح.\n","\n"]}]},{"cell_type":"code","source":["print(\"--- [الخلية 4] استيراد المكتبات الرئيسية ---\")\n","import os, random, joblib, io\n","import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from tqdm.notebook import tqdm\n","from PIL import Image\n","\n","import torch\n","import torch.nn as nn\n","import torch.optim as optim\n","from torch.utils.data import DataLoader, Subset\n","from torchvision import datasets, transforms, models\n","\n","import optuna\n","from pytorch_grad_cam import GradCAM\n","from pytorch_grad_cam.utils.image import show_cam_on_image\n","from pytorch_grad_cam.utils.model_targets import ClassifierOutputTarget\n","\n","import gradio as gr\n","from sklearn.model_selection import StratifiedKFold\n","from sklearn.metrics import classification_report, confusion_matrix\n","print(\"تم استيراد المكتبات بنجاح.\\n\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"71up5AHREswz","executionInfo":{"status":"ok","timestamp":1767208857124,"user_tz":-180,"elapsed":41,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"2898bd74-3560-4f29-955b-6f05a81d9145"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 4] استيراد المكتبات الرئيسية ---\n","تم استيراد المكتبات بنجاح.\n","\n"]}]},{"cell_type":"code","source":["print(\"--- [الخلية 5] إعداد البارامترات العامة وتثبيت البذور ---\")\n","DATA_DIR = \"/content/dataset/chest_xray/chest_xray\"\n","IMG_SIZE = (224, 224)\n","BATCH_SIZE = 32\n","N_TRIALS_OPTUNA = 5\n","EPOCHS_OPTUNA = 2\n","EPOCHS_FINAL = 15\n","PATIENCE = 5\n","N_SPLITS = 5\n","UNFREEZE_EPOCH = 5\n","LR_FINETUNE = 1e-5\n","\n","MODEL_PIPELINE_PATH = \"/content/drive/MyDrive/pneumonia_pipeline_kfold.pth\"\n","RESULTS_PATH = \"/content/drive/MyDrive/training_results_kfold.joblib\"\n","\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","print(f\"استخدام الجهاز: {device}\")\n","\n","def set_seed(seed=42):\n","    random.seed(seed)\n","    np.random.seed(seed)\n","    torch.manual_seed(seed)\n","    if torch.cuda.is_available():\n","        torch.cuda.manual_seed_all(seed)\n","        torch.backends.cudnn.deterministic = True\n","        torch.backends.cudnn.benchmark = False\n","set_seed()\n","print(\"تم تثبيت البذور بنجاح.\\n\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5bye1jccE50n","executionInfo":{"status":"ok","timestamp":1767209266143,"user_tz":-180,"elapsed":18,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"6cd5ab49-551d-4855-f06e-1a9eed958ee0"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 5] إعداد البارامترات العامة وتثبيت البذور ---\n","استخدام الجهاز: cuda\n","تم تثبيت البذور بنجاح.\n","\n"]}]},{"cell_type":"code","source":["print(\"--- [الخلية 6] معالجة البيانات وعرض توزيعها ---\")\n","train_transforms = transforms.Compose([\n","    transforms.Resize(IMG_SIZE),\n","    transforms.RandomHorizontalFlip(p=0.5),\n","    transforms.RandomRotation(15),\n","    transforms.ColorJitter(brightness=0.2, contrast=0.2),\n","    transforms.ToTensor(),\n","    transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n","])\n","\n","val_test_transforms = transforms.Compose([\n","    transforms.Resize(IMG_SIZE),\n","    transforms.ToTensor(),\n","    transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n","])\n","\n","full_train_dataset = datasets.ImageFolder(os.path.join(DATA_DIR, \"train\"), transform=train_transforms)\n","val_dataset_original = datasets.ImageFolder(os.path.join(DATA_DIR, \"val\"), transform=val_test_transforms)\n","combined_dataset = torch.utils.data.ConcatDataset([full_train_dataset, val_dataset_original])\n","test_dataset = datasets.ImageFolder(os.path.join(DATA_DIR, \"test\"), transform=val_test_transforms)\n","test_loader = DataLoader(test_dataset, batch_size=BATCH_SIZE, shuffle=False)\n","\n","def visualize_data_distribution(dataset, title):\n","    if isinstance(dataset, torch.utils.data.ConcatDataset):\n","        targets = np.concatenate([d.targets for d in dataset.datasets])\n","        class_names = dataset.datasets[0].classes\n","    else:\n","        targets = dataset.targets\n","        class_names = dataset.classes\n","    class_counts = np.bincount(targets)\n","    fig = plt.figure(figsize=(8, 5))\n","    sns.barplot(x=class_names, y=class_counts, palette='mako')\n","    plt.title(title)\n","    plt.ylabel('عدد الصور')\n","    plt.show()\n","    return fig\n","\n","dist_plot_fig = visualize_data_distribution(combined_dataset, \"توزيع الفئات المدمجة\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":571},"id":"FphuZZn2E8z6","executionInfo":{"status":"ok","timestamp":1767209271916,"user_tz":-180,"elapsed":415,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"534f7663-7ffb-45b3-e2c9-4daaccdcf5cf"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 6] معالجة البيانات وعرض توزيعها ---\n"]},{"output_type":"stream","name":"stderr","text":["/tmp/ipython-input-874285349.py:32: FutureWarning: \n","\n","Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n","\n","  sns.barplot(x=class_names, y=class_counts, palette='mako')\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x500 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["print(\"--- [الخلية 7] تعريف دوال التدريب والتقييم ---\")\n","def train_one_epoch(model, loader, criterion, optimizer, device):\n","    model.train()\n","    running_loss, correct_train = 0, 0\n","    for images, labels in tqdm(loader, desc=\"Training\", leave=False):\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","        running_loss += loss.item() * images.size(0)\n","        correct_train += (outputs.argmax(1) == labels).sum().item()\n","    return running_loss / len(loader.dataset), correct_train / len(loader.dataset)\n","\n","def validate_one_epoch(model, loader, criterion, device):\n","    model.eval()\n","    running_loss_val, correct_val = 0, 0\n","    with torch.no_grad():\n","        for images, labels in tqdm(loader, desc=\"Validation\", leave=False):\n","            images, labels = images.to(device), labels.to(device)\n","            outputs = model(images)\n","            loss = criterion(outputs, labels)\n","            running_loss_val += loss.item() * images.size(0)\n","            correct_val += (outputs.argmax(1) == labels).sum().item()\n","    return running_loss_val / len(loader.dataset), correct_val / len(loader.dataset)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hz9Rh8w7Fqgm","executionInfo":{"status":"ok","timestamp":1767196029836,"user_tz":-180,"elapsed":53,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"49439441-2db8-4f42-88d3-8384ea189134"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 7] تعريف دوال التدريب والتقييم ---\n"]}]},{"cell_type":"code","source":["print(\"--- [الخلية 8] تعريف دوال بناء النموذج والتحكم بالطبقات ---\")\n","def get_model(model_name, pretrained=True):\n","    weights = 'DEFAULT' if pretrained else None\n","    if model_name == \"resnet50\":\n","        model = models.resnet50(weights=weights)\n","        model.fc = nn.Linear(model.fc.in_features, 2)\n","    elif model_name == \"efficientnet_b0\":\n","        model = models.efficientnet_b0(weights=weights)\n","        model.classifier[1] = nn.Linear(model.classifier[1].in_features, 2)\n","    elif model_name == \"densenet121\":\n","        model = models.densenet121(weights=weights)\n","        model.classifier = nn.Linear(model.classifier.in_features, 2)\n","    else:\n","        raise ValueError(\"Model name not recognized\")\n","    return model\n","\n","def set_trainable_layers(model, model_name, trainable):\n","    for param in model.parameters():\n","        param.requires_grad = False\n","\n","    if model_name == \"resnet50\":\n","        if trainable:\n","            for param in model.layer4.parameters(): param.requires_grad = True\n","        for param in model.fc.parameters(): param.requires_grad = True\n","    elif model_name == \"efficientnet_b0\":\n","        if trainable:\n","            for param in model.features[-2:].parameters(): param.requires_grad = True\n","        for param in model.classifier.parameters(): param.requires_grad = True\n","    elif model_name == \"densenet121\":\n","        if trainable:\n","            for param in model.features.denseblock4.parameters(): param.requires_grad = True\n","        for param in model.classifier.parameters(): param.requires_grad = True"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"-iWUH4ieFDH3","executionInfo":{"status":"ok","timestamp":1767208719505,"user_tz":-180,"elapsed":15,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"029fddef-01fd-412d-c881-7b36e7a849d6"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 8] تعريف دوال بناء النموذج والتحكم بالطبقات ---\n"]}]},{"cell_type":"code","source":["print(\"--- [الخلية 9] بدء عملية التدريب والتقييم باستخدام K-Fold ---\")\n","# يمكنك تغيير best_model_name إلى \"densenet121\" أو \"efficientnet_b0\"\n","best_model_name = \"densenet121\"\n","\n","skf = StratifiedKFold(n_splits=N_SPLITS, shuffle=True, random_state=42)\n","targets = np.concatenate([d.targets for d in combined_dataset.datasets])\n","indices = np.arange(len(combined_dataset))\n","\n","fold_histories = []\n","fold_test_reports = []\n","\n","for fold, (train_idx, val_idx) in enumerate(skf.split(indices, targets)):\n","    print(f\"\\n===== FOLD {fold + 1}/{N_SPLITS} =====\")\n","    train_subset = Subset(combined_dataset, train_idx)\n","    val_subset = Subset(combined_dataset, val_idx)\n","    train_loader = DataLoader(train_subset, batch_size=BATCH_SIZE, shuffle=True)\n","    val_loader = DataLoader(val_subset, batch_size=BATCH_SIZE, shuffle=False)\n","\n","    model = get_model(best_model_name).to(device)\n","    set_trainable_layers(model, best_model_name, trainable=False)\n","    optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=1e-4)\n","    criterion = nn.CrossEntropyLoss()\n","    scheduler = optim.lr_scheduler.ReduceLROnPlateau(optimizer, 'min', factor=0.2, patience=2)\n","\n","    history = {'train_loss': [], 'val_loss': [], 'train_acc': [], 'val_acc': []}\n","    best_val_loss = float('inf')\n","    patience_counter = 0\n","\n","    for epoch in range(EPOCHS_FINAL):\n","        if epoch == UNFREEZE_EPOCH:\n","            print(f\"*** فك تجميد الطبقات للضبط الدقيق في الدورة {epoch + 1} ***\")\n","            set_trainable_layers(model, best_model_name, trainable=True)\n","            optimizer = optim.Adam(filter(lambda p: p.requires_grad, model.parameters()), lr=LR_FINETUNE)\n","\n","        train_loss, train_acc = train_one_epoch(model, train_loader, criterion, optimizer, device)\n","        val_loss, val_acc = validate_one_epoch(model, val_loader, criterion, device)\n","\n","        history['train_loss'].append(train_loss); history['val_loss'].append(val_loss)\n","        history['train_acc'].append(train_acc); history['val_acc'].append(val_acc)\n","        print(f\"Epoch {epoch+1}: Val Loss={val_loss:.4f}, Val Acc={val_acc:.4f}\")\n","\n","        scheduler.step(val_loss)\n","        if val_loss < best_val_loss:\n","            best_val_loss = val_loss\n","            torch.save(model.state_dict(), f\"best_model_fold_{fold}.pth\")\n","            patience_counter = 0\n","        else:\n","            patience_counter += 1\n","            if patience_counter >= PATIENCE: break\n","\n","    fold_histories.append(history)\n","    model.load_state_dict(torch.load(f\"best_model_fold_{fold}.pth\"))\n","    all_preds, all_labels = [], []\n","    with torch.no_grad():\n","        for imgs, lbls in test_loader:\n","            outputs = model(imgs.to(device))\n","            all_preds.extend(outputs.argmax(1).cpu().numpy())\n","            all_labels.extend(lbls.numpy())\n","    report = classification_report(all_labels, all_preds, target_names=test_dataset.classes, output_dict=True)\n","    fold_test_reports.append(report)\n","\n","# حفظ النموذج النهائي\n","final_model_fold = np.argmin([min(h['val_loss']) for h in fold_histories])\n","best_model_state = torch.load(f\"best_model_fold_{final_model_fold}.pth\")\n","torch.save({\n","    'model_state_dict': best_model_state,\n","    'model_name': best_model_name,\n","    'class_names': test_dataset.classes,\n","    'transforms': val_test_transforms\n","}, 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alwahbi","userId":"00401263670177001141"}},"outputId":"17f14b57-322c-4ea1-d1a3-dd70a5da200d"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 9] بدء عملية التدريب والتقييم باستخدام K-Fold ---\n","\n","===== FOLD 1/5 =====\n","Downloading: \"https://download.pytorch.org/models/densenet121-a639ec97.pth\" to /root/.cache/torch/hub/checkpoints/densenet121-a639ec97.pth\n"]},{"output_type":"stream","name":"stderr","text":["100%|██████████| 30.8M/30.8M [00:00<00:00, 55.6MB/s]\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ca3b008ab3d04df48133f0a9968c3581"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a610931e65654c8b8b8575d5b6263bbf"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 1: Val Loss=0.4431, Val Acc=0.7564\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4371ce39fc5d4db4a5b5420808bff439"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"328986d4173347dba8a98a26d057ac56"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 2: Val Loss=0.3755, Val Acc=0.8825\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"25aca89820f64a5faedd17f1a68bda5d"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3633480155504a58b35aeaee097bc012"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 3: Val Loss=0.3149, Val Acc=0.8844\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5be1c42662c046aaa932d70c6200efd8"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"cef955afd9104d1cad8a329ac64c2532"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 4: Val Loss=0.2703, Val Acc=0.9140\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"27de2540f5c344ebb909df200609702e"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"33e3e6d0dc994354bf8ed56e44211c83"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 5: Val Loss=0.2483, Val Acc=0.9245\n","*** فك تجميد الطبقات للضبط الدقيق في الدورة 6 ***\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3bb5be8446ec432c8dad586bcac36987"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4eaa0276db114b35a91724e1ffc413ce"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 6: Val Loss=0.1735, Val Acc=0.9532\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b7d7a1dbdf1e4ffeb165ee70908003d7"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"7e737ffc847940fdac6ff4fc5cf9aedd"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 7: Val Loss=0.1480, Val Acc=0.9542\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"35eb24def90a423c97bd074850efe670"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"19e49bf5c2ad463ab1fafba5f5829b3f"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 8: Val Loss=0.1192, Val Acc=0.9608\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"741426a22232442d93459527f9580f5c"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b5a5fbbc6d4248ef96a10a880605dd95"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 9: Val Loss=0.1102, Val Acc=0.9647\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f72d9d19e6384b7a8241b48f4b45c825"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"22feb1a5c9fd4359bfe1ce7bca4da891"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 10: Val Loss=0.1039, Val Acc=0.9713\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"414aed6a221f409b9dc8b8f79bfda6cb"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4b4857c4a9284cffbf237510a6fa6174"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 11: Val Loss=0.0899, Val Acc=0.9742\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"06266efbf7f74ae9a198da38727d56e4"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5aa0c14f22a84a5b8e40eb31b6a5fd1e"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 12: Val Loss=0.0842, Val Acc=0.9713\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"2e6388f0ecf24557b90fb4f7c2373346"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b054a6e5d94245b9b75273ee6a94d49f"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 13: Val Loss=0.0808, Val Acc=0.9752\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4bc0c1a478964115a452ed5e0ebd6395"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f90bdb81e90149a29eee1aef5954c2ef"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 14: Val Loss=0.0743, Val Acc=0.9780\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"dad26f01d5984ba69ea2b62c2988a90b"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"fb7fba7bb4214d58bfd611de261fb6cc"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 15: Val Loss=0.0754, Val Acc=0.9752\n","\n","===== FOLD 2/5 =====\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"25270d2632774c7c9311b260cb7b35ca"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"8599c498ed214b9b9625c3838629f004"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 1: Val Loss=0.4549, Val Acc=0.7832\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3d8be881cc6c48959abb62a4f571ce65"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"085a58a9ac6c43d194938fb06f73bbb9"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 2: Val Loss=0.3863, Val Acc=0.8500\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"bf11e8522692400a99695c348f4a1fb1"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"dae4c4e7a1ad437e896d0f8db3aa5adb"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 3: Val Loss=0.3325, Val Acc=0.8634\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"945d0bca8e014df0883d8631b427f722"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e77f034146ec4243a5f7e4e822c11751"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 4: Val Loss=0.2931, Val Acc=0.8644\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a14cefae91fc4ddea85c1cfb7db656c5"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"454a02d61fc944c98e124fb176a1a4ce"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 5: Val Loss=0.2575, Val Acc=0.9102\n","*** فك تجميد الطبقات للضبط الدقيق في الدورة 6 ***\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"352bc0977684410d96a5531e9a303d92"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"4a6297a5c24341439e1aee5dfdb88015"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 6: Val Loss=0.1821, Val Acc=0.9427\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3d60cd6b7f6c4558a7f115c1f78a4e25"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f512c8217ca04195950dfe3aacfcb06e"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 7: Val Loss=0.1543, Val Acc=0.9436\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"256fb9eaa82a451fa631ce8adeb0e67f"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ca5d68681fc24df4bb93416840fcc7bc"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 8: Val Loss=0.1410, Val Acc=0.9475\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e56871deb0634c58b9c1842f5b609ad7"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"86284a98309d4d74bfa191784aa8d808"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 9: Val Loss=0.1358, Val Acc=0.9427\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"17ab7c91d64f4e9a9ccc139f32eb0f31"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, 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?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"3148fc18b52243058f55491db9f7e3cb"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 10: Val Loss=0.1043, Val Acc=0.9646\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"7380c68aee864e709eb450e259859d39"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"bd87f8bd862b4b99948856ef0f1e542f"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 11: Val Loss=0.1048, Val Acc=0.9637\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9d64265773b5423fbc75c020c47369f7"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"38890d23b33b48c9a3f22ce0f6b2bac1"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 12: Val Loss=0.1044, Val Acc=0.9665\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"239fa9146493471a858cdbeeed9f7783"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"74b02f0b11a2489989d3eabbadacf803"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 13: Val Loss=0.0883, Val Acc=0.9646\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e4cd1898763f4e8e9f7d47040064f77e"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"f2360808134a4b6db16715cd5bc84910"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 14: Val Loss=0.0812, Val Acc=0.9790\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"bd7acbef1c7b441092421f3cd58ced8e"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"89153fd0df894444900a252eff51290b"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 15: Val Loss=0.0849, Val Acc=0.9732\n","\n","===== FOLD 5/5 =====\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"d79beae0f8b14dc6a126e2d5fb070805"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"345c8eef83484c11b9bb8026b0382327"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 1: Val Loss=0.4238, Val Acc=0.7849\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"eb52537cbaae4c288691ea5e735af997"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"9a78f40fd8564407aa4613e8a377ae6b"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 2: Val Loss=0.3562, Val Acc=0.8279\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0661e207239f4c88bb9e36e1b6d97fc8"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a632de6bbb72454bb5c7f24ade5c52ce"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 3: Val Loss=0.3037, Val Acc=0.8920\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a3ae5fb9b5e64a0889f16b4db0480389"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"d677c1c83dc74aaf8cef78771ba7178c"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 4: Val Loss=0.2730, Val Acc=0.9101\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"d970676e36b84ffaa90b8a1029952544"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"1054b615815244169e1c7049a081a599"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 5: Val Loss=0.2509, Val Acc=0.9264\n","*** فك تجميد الطبقات للضبط الدقيق في الدورة 6 ***\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a9b9a3cb190a4bae98045343a8c13fc0"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"d72ede8cb46f449097c0e98dcf5824d5"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 6: Val Loss=0.1768, Val Acc=0.9417\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"7a61323fa48341e3bbcc7618b4bd8c9e"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0b0a6d3945824810afb6817061e9e9be"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 7: Val Loss=0.1458, Val Acc=0.9493\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"93430dbe9ee9406382c1cedc00bd6296"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"27af3df6c31949d3ba143e810977c412"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 8: Val Loss=0.1330, Val Acc=0.9512\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"bacc82bb0d974ab6af53a5f75b406d4b"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"b7f5ef4bb8df49f8a9ac91198b0921bb"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 9: Val Loss=0.1147, Val Acc=0.9598\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"cd663c5774464515977d22426cc9d969"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0f114e29c47c4db3abfe73692ca0799a"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 10: Val Loss=0.1051, Val Acc=0.9627\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"a9767b221064445f8e63ced66eec5552"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"5dac3805a67d484aafa8a6de3b9771a2"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 11: Val Loss=0.1097, Val Acc=0.9560\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"e0b9dddfaf2b44838ed3223dbf6b11f4"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"ecc0877f75f4477db285184508f3ca39"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 12: Val Loss=0.1089, Val Acc=0.9560\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"da55c9f6a3f54ea7b65873fba28b75dc"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"dd5f31dd9d5d416dbdab9ec2ab7aac31"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 13: Val Loss=0.1052, Val Acc=0.9598\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"2cbee24a8c7348d795f5e76048087d40"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"13dca680fb164c809fa99fdf01e7434b"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 14: Val Loss=0.0913, Val Acc=0.9627\n"]},{"output_type":"display_data","data":{"text/plain":["Training:   0%|          | 0/131 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"fa7de2b227874705a0d8ceedf5cb30be"}},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["Validation:   0%|          | 0/33 [00:00<?, ?it/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"1836862198af4c1e8133259ecba61c20"}},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Epoch 15: Val Loss=0.1004, Val Acc=0.9608\n"]}]},{"cell_type":"code","source":["print(\"--- [الخلية 10] تجميع وعرض وحفظ النتائج النهائية ---\")\n","avg_report = pd.DataFrame(fold_test_reports[0]).transpose()\n","for i in range(1, N_SPLITS):\n","    avg_report += pd.DataFrame(fold_test_reports[i]).transpose()\n","avg_report /= N_SPLITS\n","print(avg_report)\n","\n","final_results = {\n","    'kfold_avg_report': avg_report.to_dict(),\n","    'all_fold_histories': fold_histories,\n","}\n","joblib.dump(final_results, RESULTS_PATH)"],"metadata":{"id":"gOBXOZW3HF_f"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(\"--- [الخلية 10] تجميع وعرض وحفظ النتائج النهائية + مصفوفة الارتباك ---\")\n","\n","# 1. حساب متوسط تقرير التصنيف عبر كل الـ Folds\n","avg_report = pd.DataFrame(fold_test_reports[0]).transpose()\n","for i in range(1, N_SPLITS):\n","    avg_report += pd.DataFrame(fold_test_reports[i]).transpose()\n","avg_report /= N_SPLITS\n","print(\"متوسط تقرير الأداء:\")\n","print(avg_report)\n","\n","# 2. توليد ورسم مصفوفة الارتباك (Confusion Matrix)\n","# سنقوم باستخدام بيانات أفضل Fold تم تخزينه في الخلية السابقة\n","from sklearn.metrics import confusion_matrix\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","\n","def plot_final_confusion_matrix():\n","    model.eval()\n","    all_preds = []\n","    all_labels = []\n","\n","    with torch.no_grad():\n","        for images, labels in test_loader:\n","            images = images.to(device)\n","            outputs = model(images)\n","            preds = torch.argmax(outputs, dim=1)\n","            all_preds.extend(preds.cpu().numpy())\n","            all_labels.extend(labels.numpy())\n","\n","    # حساب المصفوفة\n","    cm = confusion_matrix(all_labels, all_preds)\n","\n","    # رسم المصفوفة\n","    plt.figure(figsize=(8, 6))\n","    sns.heatmap(cm, annot=True, fmt='d', cmap='Blues',\n","                xticklabels=test_dataset.classes,\n","                yticklabels=test_dataset.classes)\n","    plt.title('مصفوفة الارتباك النهائية (Final Confusion Matrix)')\n","    plt.ylabel('الحقيقة (Actual)')\n","    plt.xlabel('التوقع (Predicted)')\n","    plt.show()\n","\n","# استدعاء دالة الرسم\n","plot_final_confusion_matrix()\n","\n","#\n","\n","# 3. حفظ النتائج النهائية\n","final_results = {\n","    'kfold_avg_report': avg_report.to_dict(),\n","    'all_fold_histories': fold_histories,\n","}\n","joblib.dump(final_results, RESULTS_PATH)\n","print(f\"تم حفظ النتائج في: {RESULTS_PATH}\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":720},"id":"dl6Em2XKHH5V","executionInfo":{"status":"ok","timestamp":1767204513644,"user_tz":-180,"elapsed":11905,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"0cbb5115-2bf3-40fa-e092-ccf02b42ff1b"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 10] تجميع وعرض وحفظ النتائج النهائية + مصفوفة الارتباك ---\n","متوسط تقرير الأداء:\n","              precision    recall  f1-score     support\n","NORMAL         0.953021  0.691453  0.801231  234.000000\n","PNEUMONIA      0.841135  0.979487  0.905022  390.000000\n","accuracy       0.871474  0.871474  0.871474    0.871474\n","macro avg      0.897078  0.835470  0.853127  624.000000\n","weighted avg   0.883092  0.871474  0.866100  624.000000\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x600 with 2 Axes>"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["تم حفظ النتائج في: /content/drive/MyDrive/training_results_kfold.joblib\n"]}]},{"cell_type":"code","source":["import torch\n","\n","# تأكد أن 'model' هو اسم المتغير الذي يحتوي على المودل المدرب\n","# وتأكد أن 'test_transforms' هو المتغير الذي يحتوي على عمليات المعالجة المسبقة\n","\n","# سنقوم بإنشاء قاموس (Dictionary) يحتوي على كل شيء\n","pipeline = {\n","    'model_state': model.state_dict(), # الأوزان\n","    'model_structure': model,          # هيكل المودل بالكامل\n","    'transforms': train_transforms,     # خطوات المعالجة (Resize, Normalize, etc.)\n","    'class_names': ['Normal', 'Pneumonia'] # أسماء الأصناف\n","}\n","\n","# حفظ الملف\n","torch.save(pipeline, 'pneumonia_pipeline.pth')\n","print(\"تم حفظ الأنبوب المتكامل بنجاح!\")\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"U0PnhtELCRcS","executionInfo":{"status":"ok","timestamp":1767211929776,"user_tz":-180,"elapsed":138,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"337157e6-b0ba-446c-8f1a-1cd49339d127"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["تم حفظ الأنبوب المتكامل بنجاح!\n"]}]},{"cell_type":"code","source":["print(\"--- [الخلية 11] إطلاق واجهة المستخدم النهائية (Gradio) ---\")\n","\n","# 1. تحميل الأنبوب المتكامل من المسار المحدد\n","pipeline = torch.load(\"/content/drive/MyDrive/pneumonia_pipeline_kfold.pth\", map_location=device, weights_only=False)\n","\n","# 2. استخراج المكونات من الأنبوب\n","model_name = pipeline['model_name']\n","class_names = pipeline['class_names']\n","preprocess = pipeline['transforms']\n","\n","# 3. بناء الموديل وتحميل الأوزان\n","model = get_model(model_name, pretrained=False).to(device)\n","model.load_state_dict(pipeline['model_state_dict'])\n","model.eval()\n","\n","# 4. تحديد طبقة الـ CAM تلقائياً\n","if model_name == \"resnet50\":\n","    target_layers = [model.layer4[-1]]\n","elif model_name == \"efficientnet_b0\":\n","    target_layers = [model.features[-1][0]]\n","elif model_name == \"densenet121\":\n","    target_layers = [model.features.norm5]\n","\n","cam = GradCAM(model=model, target_layers=target_layers)\n","\n","def predict_and_explain(image):\n","    if image is None: return None, None\n","    img_rgb = image.convert(\"RGB\")\n","    input_tensor = preprocess(img_rgb).unsqueeze(0).to(device)\n","    with torch.no_grad():\n","        output = model(input_tensor)\n","        probs = torch.softmax(output, dim=1)[0]\n","    confidences = {class_names[i]: float(probs[i]) for i in range(len(class_names))}\n","    grayscale_cam = cam(input_tensor=input_tensor, targets=[ClassifierOutputTarget(probs.argmax().item())], aug_smooth=True, eigen_smooth=True)[0, :]\n","    img_np = np.array(img_rgb.resize((224, 224))) / 255.0\n","    cam_image = show_cam_on_image(img_np, grayscale_cam, use_rgb=True)\n","    return confidences, cam_image\n","\n","# إطلاق واجهة Gradio مع إضافة أسماء الفريق في الوصف\n","gr.Interface(\n","    fn=predict_and_explain,\n","    inputs=gr.Image(type=\"pil\", label=\"ارفع صورة الأشعة هنا\"),\n","    outputs=[gr.Label(label=\"التشخيص\"), gr.Image(label=\"التفسير البصري\")],\n","    title=f\"نظام تشخيص الالتهاب الرئوي ({model_name})\",\n","    description=\"\"\"\n","    ### 🦅 تم تطوير وتدريب هذا النموذج بواسطة فريق النسور:\n","    * **المهندس عبدالله الجحافي**\n","    * **المهندس أيمن الوهبي**\n","    * **المهندس واثق المريسي**\n","    * **المهندس علي المحرابي**\n","    \"\"\",\n","    theme=gr.themes.Soft()\n",").launch(debug=True, share=True)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":663},"id":"KW3h2-icDx0c","executionInfo":{"status":"ok","timestamp":1767212308386,"user_tz":-180,"elapsed":42552,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"473ea650-8d28-4811-a0d5-3de066a840ff"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 11] إطلاق واجهة المستخدم النهائية (Gradio) ---\n","Colab notebook detected. This cell will run indefinitely so that you can see errors and logs. To turn off, set debug=False in launch().\n","* Running on public URL: https://bc5e3794045f6c7af2.gradio.live\n","\n","This share link expires in 1 week. For free permanent hosting and GPU upgrades, run `gradio deploy` from the terminal in the working directory to deploy to Hugging Face Spaces (https://huggingface.co/spaces)\n"]},{"output_type":"display_data","data":{"text/plain":["<IPython.core.display.HTML object>"],"text/html":["<div><iframe src=\"https://bc5e3794045f6c7af2.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"]},"metadata":{}},{"output_type":"stream","name":"stdout","text":["Keyboard interruption in main thread... closing server.\n","Killing tunnel 127.0.0.1:7860 <> https://bc5e3794045f6c7af2.gradio.live\n"]},{"output_type":"execute_result","data":{"text/plain":[]},"metadata":{},"execution_count":42}]},{"cell_type":"code","source":["print(\"--- [الخلية 15] حفظ جميع النتائج النهائية والتحف الأثرية ---\\n\")\n","\n","import os\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from sklearn.metrics import confusion_matrix\n","import pandas as pd\n","import torch\n","import joblib\n","import shutil # For copying files\n","\n","# ensure device is available\n","if 'device' not in globals():\n","    device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","\n","# 1. إعداد المجلدات (للتأكد أنها موجودة)\n","# Assuming BASE_DIR, PLOTS_DIR, REPORTS_DIR, MODELS_DIR are already defined from cell 622bd8fa\n","# If not, uncomment and run the following lines:\n","# BASE_DIR = '/content/drive/MyDrive/FINAL_SAVED_RESULTS'\n","# PLOTS_DIR = os.path.join(BASE_DIR, 'plots')\n","# REPORTS_DIR = os.path.join(BASE_DIR, 'reports')\n","# MODELS_DIR = os.path.join(BASE_DIR, 'models')\n","# for d in [BASE_DIR, PLOTS_DIR, REPORTS_DIR, MODELS_DIR]:\n","#     os.makedirs(d, exist_ok=True)\n","print(f\"--- حفظ النتائج في المجلد الرئيسي: {BASE_DIR} ---\")\n","\n","# 2. حفظ النموذج النهائي (Final Model Pipeline)\n","# The full model pipeline with state_dict, model_name, class_names, transforms is already saved\n","# at MODEL_PIPELINE_PATH. We will copy it to the MODELS_DIR.\n","if 'MODEL_PIPELINE_PATH' in globals() and os.path.exists(MODEL_PIPELINE_PATH):\n","    final_model_save_path = os.path.join(MODELS_DIR, os.path.basename(MODEL_PIPELINE_PATH))\n","    shutil.copy(MODEL_PIPELINE_PATH, final_model_save_path)\n","    print(f\"✅ تم حفظ خط أنابيب النموذج النهائي في: {final_model_save_path}\")\n","else:\n","    print(\"❌ خطأ: مسار خط أنابيب النموذج النهائي غير موجود أو غير معرف.\")\n","\n","# 3. حفظ تقرير التصنيف (Classification Report)\n","# Load final_results to get avg_report if not globally available\n","if 'final_results' not in locals():\n","    if 'RESULTS_PATH' in globals() and os.path.exists(RESULTS_PATH):\n","        final_results = joblib.load(RESULTS_PATH)\n","        avg_report_dict = final_results.get('kfold_avg_report')\n","        if avg_report_dict:\n","            avg_report = pd.DataFrame(avg_report_dict)\n","        else:\n","            avg_report = pd.DataFrame()\n","            print(\"Error: 'kfold_avg_report' not found in loaded results.\")\n","    else:\n","        avg_report = pd.DataFrame()\n","        print(f\"Error: RESULTS_PATH '{RESULTS_PATH}' not found or defined.\")\n","\n","report_path = os.path.join(REPORTS_DIR, 'classification_report.txt')\n","with open(report_path, 'w') as f:\n","    f.write(\"Pneumonia Prediction Model - Final Classification Report (K-Fold Averaged)\\n\")\n","    f.write(\"=\"*70 + \"\\n\")\n","    if not avg_report.empty:\n","        f.write(avg_report.to_string())\n","    else:\n","        f.write(\"Classification report could not be generated (avg_report was empty or not loaded).\")\n","print(f\"✅ تم حفظ تقرير التصنيف في: {report_path}\")\n","\n","# 4. حفظ مخططات التدريب (Accuracy & Loss)\n","if 'final_results' in locals() and 'all_fold_histories' in final_results:\n","    fold_histories = final_results['all_fold_histories']\n","    num_epochs = len(fold_histories[0]['train_loss'])\n","    avg_train_loss = np.zeros(num_epochs)\n","    avg_val_loss = np.zeros(num_epochs)\n","    avg_train_acc = np.zeros(num_epochs)\n","    avg_val_acc = np.zeros(num_epochs)\n","\n","    for history in fold_histories:\n","        avg_train_loss += np.array(history['train_loss'])\n","        avg_val_loss += np.array(history['val_loss'])\n","        avg_train_acc += np.array(history['train_acc'])\n","        avg_val_acc += np.array(history['val_acc'])\n","\n","    avg_train_loss /= len(fold_histories)\n","    avg_val_loss /= len(fold_histories)\n","    avg_train_acc /= len(fold_histories)\n","    avg_val_acc /= len(fold_histories)\n","\n","    plt.figure(figsize=(12, 5))\n","    plt.subplot(1, 2, 1)\n","    plt.plot(avg_train_acc, label='متوسط دقة التدريب')\n","    plt.plot(avg_val_acc, label='متوسط دقة التحقق')\n","    plt.title('متوسط دقة النموذج عبر الدورات (Average Model Accuracy)')\n","    plt.xlabel('الدورة (Epoch)')\n","    plt.ylabel('الدقة (Accuracy)')\n","    plt.legend()\n","    plt.grid(True)\n","\n","    plt.subplot(1, 2, 2)\n","    plt.plot(avg_train_loss, label='متوسط فقدان التدريب')\n","    plt.plot(avg_val_loss, label='متوسط فقدان التحقق')\n","    plt.title('متوسط فقدان النموذج عبر الدورات (Average Model Loss)')\n","    plt.xlabel('الدورة (Epoch)')\n","    plt.ylabel('الفقدان (Loss)')\n","    plt.legend()\n","    plt.grid(True)\n","\n","    plt.tight_layout()\n","    performance_plot_path = os.path.join(PLOTS_DIR, 'training_performance.png')\n","    plt.savefig(performance_plot_path)\n","    plt.close()\n","    print(f\"✅ تم حفظ مخططات الأداء في: {performance_plot_path}\")\n","else:\n","    print(\"❌ خطأ: بيانات تاريخ التدريب (fold_histories) غير موجودة لإنشاء المخططات.\")\n","\n","# 5. حفظ مصفوفة الارتباك (Confusion Matrix) كصورة\n","if 'MODEL_PIPELINE_PATH' in globals() and os.path.exists(MODEL_PIPELINE_PATH):\n","    pipeline = torch.load(MODEL_PIPELINE_PATH, map_location=device, weights_only=False)\n","    model_name = pipeline['model_name']\n","    class_names = pipeline['class_names']\n","\n","    # Re-initialize model and load state_dict\n","    model = get_model(model_name, pretrained=False).to(device)\n","    model.load_state_dict(pipeline['model_state_dict'])\n","    model.eval() # Set model to evaluation mode\n","\n","    all_preds = []\n","    all_labels = []\n","\n","    # Assuming test_loader and test_dataset are defined from Cell 6\n","    # If not, they would need to be re-initialized here\n","    # e.g., from torchvision.datasets import ImageFolder, from torch.utils.data import DataLoader\n","    # test_dataset = ImageFolder(os.path.join(DATA_DIR, \"test\"), transform=val_test_transforms)\n","    # test_loader = DataLoader(test_dataset, batch_size=BATCH_SIZE, shuffle=False)\n","\n","    with torch.no_grad():\n","        for images, labels in test_loader:\n","            images = images.to(device)\n","            outputs = model(images)\n","            preds = torch.argmax(outputs, dim=1)\n","            all_preds.extend(preds.cpu().numpy())\n","            all_labels.extend(labels.numpy())\n","\n","    cm = confusion_matrix(all_labels, all_preds)\n","\n","    plt.figure(figsize=(8, 6))\n","    sns.heatmap(cm, annot=True, fmt='d', cmap='Blues',\n","                xticklabels=class_names,\n","                yticklabels=class_names)\n","    plt.title('مصفوفة الارتباك النهائية (Final Confusion Matrix)')\n","    plt.ylabel('الحقيقة (Actual)')\n","    plt.xlabel('التوقع (Predicted)')\n","\n","    confusion_matrix_path = os.path.join(PLOTS_DIR, 'confusion_matrix.png')\n","    plt.savefig(confusion_matrix_path)\n","    plt.close()\n","    print(f\"✅ تم حفظ مصفوفة الارتباك في: {confusion_matrix_path}\")\n","else:\n","    print(\"❌ خطأ: مسار خط أنابيب النموذج النهائي غير موجود أو غير معرف لاستخراج مصفوفة الارتباك.\")\n","\n","print(\"\\n--- اكتملت عملية حفظ جميع النتائج بنجاح! ---\")\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IpzCzWcOLMPm","executionInfo":{"status":"ok","timestamp":1767214591320,"user_tz":-180,"elapsed":13004,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"c5a4f75f-caab-466e-f407-a7b6307231dc"},"execution_count":52,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 15] حفظ جميع النتائج النهائية والتحف الأثرية ---\n","\n","--- حفظ النتائج في المجلد الرئيسي: /content/drive/MyDrive/FINAL_SAVED_RESULTS ---\n","✅ تم حفظ خط أنابيب النموذج النهائي في: /content/drive/MyDrive/FINAL_SAVED_RESULTS/models/pneumonia_pipeline_kfold.pth\n","✅ تم حفظ تقرير التصنيف في: /content/drive/MyDrive/FINAL_SAVED_RESULTS/reports/classification_report.txt\n","✅ تم حفظ مخططات الأداء في: /content/drive/MyDrive/FINAL_SAVED_RESULTS/plots/training_performance.png\n","✅ تم حفظ مصفوفة الارتباك في: /content/drive/MyDrive/FINAL_SAVED_RESULTS/plots/confusion_matrix.png\n","\n","--- اكتملت عملية حفظ جميع النتائج بنجاح! ---\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"622bd8fa","executionInfo":{"status":"ok","timestamp":1767214401088,"user_tz":-180,"elapsed":54,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"9b6cd3f9-61a4-495f-b83f-30f942c2c3cc"},"source":["import os\n","\n","# 1. تعريف مسار الدليل الرئيسي لحفظ النتائج\n","BASE_DIR = '/content/drive/MyDrive/FINAL_SAVED_RESULTS'\n","\n","# 2. تعريف مسارات الأدلة الفرعية\n","PLOTS_DIR = os.path.join(BASE_DIR, 'plots')\n","REPORTS_DIR = os.path.join(BASE_DIR, 'reports')\n","MODELS_DIR = os.path.join(BASE_DIR, 'models')\n","UI_DIR = os.path.join(BASE_DIR, 'ui_components')\n","\n","# 3. إنشاء هذه الأدلة بشكل متكرر إذا لم تكن موجودة بالفعل\n","for d in [BASE_DIR, PLOTS_DIR, REPORTS_DIR, MODELS_DIR, UI_DIR]:\n","    os.makedirs(d, exist_ok=True)\n","    print(f\"تم إنشاء الدليل بنجاح أو موجود بالفعل: {d}\")\n","\n","print(\"تم إعداد أدلة الحفظ بنجاح.\")"],"execution_count":47,"outputs":[{"output_type":"stream","name":"stdout","text":["تم إنشاء الدليل بنجاح أو موجود بالفعل: /content/drive/MyDrive/FINAL_SAVED_RESULTS\n","تم إنشاء الدليل بنجاح أو موجود بالفعل: /content/drive/MyDrive/FINAL_SAVED_RESULTS/plots\n","تم إنشاء الدليل بنجاح أو موجود بالفعل: /content/drive/MyDrive/FINAL_SAVED_RESULTS/reports\n","تم إنشاء الدليل بنجاح أو موجود بالفعل: /content/drive/MyDrive/FINAL_SAVED_RESULTS/models\n","تم إنشاء الدليل بنجاح أو موجود بالفعل: /content/drive/MyDrive/FINAL_SAVED_RESULTS/ui_components\n","تم إعداد أدلة الحفظ بنجاح.\n"]}]},{"cell_type":"markdown","metadata":{"id":"8aa69443"},"source":["**Reasoning**:\n","The classification report has been calculated in a previous cell as `avg_report`. I need to save this report to the designated `REPORTS_DIR` as a text file.\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fd167e56","executionInfo":{"status":"ok","timestamp":1767214673769,"user_tz":-180,"elapsed":26,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"4b3743fc-c293-4e55-972e-84a46d4eefe7"},"source":["print(\"--- [الخلية 12] حفظ تقرير التصنيف النهائي ---\")\n","\n","# 1. حفظ تقرير التصنيف (avg_report) في ملف نصي\n","report_path = os.path.join(REPORTS_DIR, 'classification_report.txt')\n","with open(report_path, 'w') as f:\n","    f.write(\"Pneumonia Prediction Model - Final Classification Report (K-Fold Averaged)\\n\")\n","    f.write(\"=\"*70 + \"\\n\")\n","    f.write(avg_report.to_string())\n","\n","print(f\"✅ تم حفظ تقرير التصنيف النهائي في: {report_path}\")"],"execution_count":53,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 12] حفظ تقرير التصنيف النهائي ---\n","✅ تم حفظ تقرير التصنيف النهائي في: /content/drive/MyDrive/FINAL_SAVED_RESULTS/reports/classification_report.txt\n"]}]},{"cell_type":"markdown","metadata":{"id":"20b1dde4"},"source":["**Reasoning**:\n","The `avg_report` variable was not defined, causing a `NameError`. This report was previously calculated and saved to `RESULTS_PATH` in cell `dl6Em2XKHH5V`. To fix this, I will load the `final_results` from `RESULTS_PATH` and extract `avg_report` from it before attempting to save it.\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bb3294b6","executionInfo":{"status":"ok","timestamp":1767214680123,"user_tz":-180,"elapsed":49,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"7db85b70-d4f4-4951-bfaf-6466a86dae5f"},"source":["print(\"--- [الخلية 12] حفظ تقرير التصنيف النهائي ---\")\n","\n","import joblib\n","import os\n","\n","# Ensure REPORTS_DIR is defined, in case this cell is run independently\n","if 'REPORTS_DIR' not in globals():\n","    BASE_DIR = '/content/drive/MyDrive/FINAL_SAVED_RESULTS'\n","    REPORTS_DIR = os.path.join(BASE_DIR, 'reports')\n","    os.makedirs(REPORTS_DIR, exist_ok=True)\n","\n","# Load the final results to retrieve avg_report\n","if 'RESULTS_PATH' in globals() and os.path.exists(RESULTS_PATH):\n","    final_results = joblib.load(RESULTS_PATH)\n","    avg_report_dict = final_results.get('kfold_avg_report')\n","    if avg_report_dict:\n","        import pandas as pd\n","        # Reconstruct DataFrame from dictionary saved in final_results\n","        avg_report = pd.DataFrame(avg_report_dict)\n","    else:\n","        print(\"Error: 'kfold_avg_report' not found in loaded results.\")\n","        # Placeholder for robustness, though it implies a problem in saving\n","        avg_report = pd.DataFrame()\n","else:\n","    print(f\"Error: RESULTS_PATH '{RESULTS_PATH}' not found or defined.\")\n","    # Handle case where results were not saved or path is incorrect\n","    avg_report = pd.DataFrame() # Create empty DataFrame to prevent further NameError\n","\n","# 1. حفظ تقرير التصنيف (avg_report) في ملف نصي\n","report_path = os.path.join(REPORTS_DIR, 'classification_report.txt')\n","with open(report_path, 'w') as f:\n","    f.write(\"Pneumonia Prediction Model - Final Classification Report (K-Fold Averaged)\\n\")\n","    f.write(\"=\"*70 + \"\\n\")\n","    if not avg_report.empty:\n","        f.write(avg_report.to_string())\n","    else:\n","        f.write(\"Classification report could not be generated (avg_report was empty or not loaded).\")\n","\n","print(f\"✅ تم حفظ تقرير التصنيف النهائي في: {report_path}\")\n"],"execution_count":54,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 12] حفظ تقرير التصنيف النهائي ---\n","✅ تم حفظ تقرير التصنيف النهائي في: /content/drive/MyDrive/FINAL_SAVED_RESULTS/reports/classification_report.txt\n"]}]},{"cell_type":"markdown","metadata":{"id":"ec6f4c3a"},"source":["**Reasoning**:\n","The next step is to save the training performance plots. The `fold_histories` containing training and validation accuracy and loss are available in the `final_results` object. I will plot the average of these metrics across all folds to visualize the overall training performance and save them to the `PLOTS_DIR`.\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"c9e15361","executionInfo":{"status":"ok","timestamp":1767214684823,"user_tz":-180,"elapsed":1036,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"801f1419-3552-4a31-cedf-4cd3048a4f4e"},"source":["print(\"--- [الخلية 13] حفظ مخططات الأداء للتدريب ---\")\n","\n","import matplotlib.pyplot as plt\n","import numpy as np\n","import os\n","\n","# Ensure PLOTS_DIR is defined\n","if 'PLOTS_DIR' not in globals():\n","    BASE_DIR = '/content/drive/MyDrive/FINAL_SAVED_RESULTS'\n","    PLOTS_DIR = os.path.join(BASE_DIR, 'plots')\n","    os.makedirs(PLOTS_DIR, exist_ok=True)\n","\n","# Assuming final_results is loaded from RESULTS_PATH in the previous step\n","# If not, reload it:\n","if 'final_results' not in locals():\n","    import joblib\n","    final_results = joblib.load(RESULTS_PATH)\n","\n","fold_histories = final_results['all_fold_histories']\n","\n","# Calculate average history across all folds\n","num_epochs = len(fold_histories[0]['train_loss']) # Assuming all folds ran for the same number of epochs\n","avg_train_loss = np.zeros(num_epochs)\n","avg_val_loss = np.zeros(num_epochs)\n","avg_train_acc = np.zeros(num_epochs)\n","avg_val_acc = np.zeros(num_epochs)\n","\n","for history in fold_histories:\n","    avg_train_loss += np.array(history['train_loss'])\n","    avg_val_loss += np.array(history['val_loss'])\n","    avg_train_acc += np.array(history['train_acc'])\n","    avg_val_acc += np.array(history['val_acc'])\n","\n","avg_train_loss /= len(fold_histories)\n","avg_val_loss /= len(fold_histories)\n","avg_train_acc /= len(fold_histories)\n","avg_val_acc /= len(fold_histories)\n","\n","# Plotting Accuracy\n","plt.figure(figsize=(12, 5))\n","plt.subplot(1, 2, 1)\n","plt.plot(avg_train_acc, label='متوسط دقة التدريب')\n","plt.plot(avg_val_acc, label='متوسط دقة التحقق')\n","plt.title('متوسط دقة النموذج عبر الدورات (Average Model Accuracy)')\n","plt.xlabel('الدورة (Epoch)')\n","plt.ylabel('الدقة (Accuracy)')\n","plt.legend()\n","plt.grid(True)\n","\n","# Plotting Loss\n","plt.subplot(1, 2, 2)\n","plt.plot(avg_train_loss, label='متوسط فقدان التدريب')\n","plt.plot(avg_val_loss, label='متوسط فقدان التحقق')\n","plt.title('متوسط فقدان النموذج عبر الدورات (Average Model Loss)')\n","plt.xlabel('الدورة (Epoch)')\n","plt.ylabel('الفقدان (Loss)')\n","plt.legend()\n","plt.grid(True)\n","\n","plt.tight_layout()\n","performance_plot_path = os.path.join(PLOTS_DIR, 'training_performance.png')\n","plt.savefig(performance_plot_path)\n","plt.close()\n","\n","print(f\"✅ تم حفظ مخططات الأداء في: {performance_plot_path}\")"],"execution_count":55,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 13] حفظ مخططات الأداء للتدريب ---\n","✅ تم حفظ مخططات الأداء في: /content/drive/MyDrive/FINAL_SAVED_RESULTS/plots/training_performance.png\n"]}]},{"cell_type":"markdown","metadata":{"id":"1b9e562a"},"source":["**Reasoning**:\n","The final step to complete the subtask is to generate and save the confusion matrix plot. I will load the final trained model, make predictions on the test dataset, calculate the confusion matrix, plot it using seaborn, and save the resulting image to the designated `PLOTS_DIR`.\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1acd7cf9","executionInfo":{"status":"ok","timestamp":1767214705270,"user_tz":-180,"elapsed":15118,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"e981ea85-6bec-4a5a-8ccb-eb9726a8b2fe"},"source":["print(\"--- [الخلية 14] حفظ مصفوفة الارتباك النهائية ---\")\n","\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from sklearn.metrics import confusion_matrix\n","import torch\n","import os\n","\n","# Ensure PLOTS_DIR and device are defined\n","if 'PLOTS_DIR' not in globals():\n","    BASE_DIR = '/content/drive/MyDrive/FINAL_SAVED_RESULTS'\n","    PLOTS_DIR = os.path.join(BASE_DIR, 'plots')\n","    os.makedirs(PLOTS_DIR, exist_ok=True)\n","\n","if 'device' not in globals():\n","    device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","\n","# Load the best model's state and structure to create the confusion matrix\n","# The final pipeline was saved in MODEL_PIPELINE_PATH\n","pipeline = torch.load(MODEL_PIPELINE_PATH, map_location=device, weights_only=False)\n","model_name = pipeline['model_name']\n","class_names = pipeline['class_names']\n","\n","# Re-initialize model and load state_dict\n","model = get_model(model_name, pretrained=False).to(device)\n","model.load_state_dict(pipeline['model_state_dict'])\n","model.eval() # Set model to evaluation mode\n","\n","all_preds = []\n","all_labels = []\n","\n","# Assuming test_loader and test_dataset are defined from Cell 6\n","# If not, they would need to be re-initialized here\n","# For example:\n","# test_dataset = datasets.ImageFolder(os.path.join(DATA_DIR, \"test\"), transform=val_test_transforms)\n","# test_loader = DataLoader(test_dataset, batch_size=BATCH_SIZE, shuffle=False)\n","\n","with torch.no_grad():\n","    for images, labels in test_loader:\n","        images = images.to(device)\n","        outputs = model(images)\n","        preds = torch.argmax(outputs, dim=1)\n","        all_preds.extend(preds.cpu().numpy())\n","        all_labels.extend(labels.numpy())\n","\n","# Calculate the Confusion Matrix\n","cm = confusion_matrix(all_labels, all_preds)\n","\n","# Plotting the Confusion Matrix\n","plt.figure(figsize=(8, 6))\n","sns.heatmap(cm, annot=True, fmt='d', cmap='Blues',\n","            xticklabels=class_names,\n","            yticklabels=class_names)\n","plt.title('مصفوفة الارتباك النهائية (Final Confusion Matrix)')\n","plt.ylabel('الحقيقة (Actual)')\n","plt.xlabel('التوقع (Predicted)')\n","\n","confusion_matrix_path = os.path.join(PLOTS_DIR, 'confusion_matrix.png')\n","plt.savefig(confusion_matrix_path)\n","plt.close()\n","\n","print(f\"✅ تم حفظ مصفوفة الارتباك في: {confusion_matrix_path}\")\n"],"execution_count":56,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 14] حفظ مصفوفة الارتباك النهائية ---\n","✅ تم حفظ مصفوفة الارتباك في: /content/drive/MyDrive/FINAL_SAVED_RESULTS/plots/confusion_matrix.png\n"]}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9160c63a","executionInfo":{"status":"ok","timestamp":1767215775567,"user_tz":-180,"elapsed":27,"user":{"displayName":"ayman alwahbi","userId":"00401263670177001141"}},"outputId":"0e216a8f-3621-451f-b8b1-19e756b091c8"},"source":["print(\"--- [الخلية 16] حفظ كود واجهة Gradio ---\\n\")\n","\n","import os\n","import shutil\n","\n","# Assuming UI_DIR is defined from a previous cell\n","# If not, define it:\n","if 'UI_DIR' not in globals():\n","    BASE_DIR = '/content/drive/MyDrive/FINAL_SAVED_RESULTS'\n","    UI_DIR = os.path.join(BASE_DIR, 'ui_components')\n","    os.makedirs(UI_DIR, exist_ok=True)\n","\n","# The content of the Gradio cell (KW3h2-icDx0c) excluding the print statement at the beginning\n","gradio_code = '''\n","# Required imports for the Gradio interface\n","import os, random, joblib, io\n","import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from tqdm.notebook import tqdm\n","from PIL import Image\n","\n","import torch\n","import torch.nn as nn\n","import torch.optim as optim\n","from torch.utils.data import DataLoader, Subset\n","from torchvision import datasets, transforms, models\n","\n","import optuna\n","from pytorch_grad_cam import GradCAM\n","from pytorch_grad_cam.utils.image import show_cam_on_image\n","from pytorch_grad_cam.utils.model_targets import ClassifierOutputTarget\n","\n","import gradio as gr\n","from sklearn.model_selection import StratifiedKFold\n","from sklearn.metrics import classification_report, confusion_matrix\n","\n","# Define device, IMG_SIZE, and get_model function if not globally available\n","device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n","IMG_SIZE = (224, 224) # Assuming this is the image size used for preprocessing\n","\n","def get_model(model_name, pretrained=True):\n","    weights = 'DEFAULT' if pretrained else None\n","    if model_name == \"resnet50\":\n","        model = models.resnet50(weights=weights)\n","        model.fc = nn.Linear(model.fc.in_features, 2)\n","    elif model_name == \"efficientnet_b0\":\n","        model = models.efficientnet_b0(weights=weights)\n","        model.classifier[1] = nn.Linear(model.classifier[1].in_features, 2)\n","    elif model_name == \"densenet121\":\n","        model = models.densenet121(weights=weights)\n","        model.classifier = nn.Linear(model.classifier.in_features, 2)\n","    else:\n","        raise ValueError(\"Model name not recognized\")\n","    return model\n","\n","# Define the path where your model pipeline is saved\n","MODEL_PIPELINE_PATH = \"/content/drive/MyDrive/pneumonia_pipeline_kfold.pth\"\n","\n","# 1. تحميل الأنبوب المتكامل من المسار المحدد\n","pipeline = torch.load(MODEL_PIPELINE_PATH, map_location=device, weights_only=False)\n","\n","# 2. استخراج المكونات من الأنبوب\n","model_name = pipeline['model_name']\n","class_names = pipeline['class_names']\n","preprocess = pipeline['transforms']\n","\n","# 3. بناء الموديل وتحميل الأوزان\n","model = get_model(model_name, pretrained=False).to(device)\n","model.load_state_dict(pipeline['model_state_dict'])\n","model.eval()\n","\n","# 4. تحديد طبقة الـ CAM تلقائياً\n","if model_name == \"resnet50\":\n","    target_layers = [model.layer4[-1]]\n","elif model_name == \"efficientnet_b0\":\n","    target_layers = [model.features[-1][0]]\n","elif model_name == \"densenet121\":\n","    target_layers = [model.features.norm5]\n","\n","cam = GradCAM(model=model, target_layers=target_layers)\n","\n","def predict_and_explain(image):\n","    if image is None: return None, None\n","    img_rgb = image.convert(\"RGB\")\n","    input_tensor = preprocess(img_rgb).unsqueeze(0).to(device)\n","    with torch.no_grad():\n","        output = model(input_tensor)\n","        probs = torch.softmax(output, dim=1)[0]\n","    confidences = {class_names[i]: float(probs[i]) for i in range(len(class_names))}\n","    grayscale_cam = cam(input_tensor=input_tensor, targets=[ClassifierOutputTarget(probs.argmax().item())], aug_smooth=True, eigen_smooth=True)[0, :]\n","    img_np = np.array(img_rgb.resize(IMG_SIZE)) / 255.0\n","    cam_image = show_cam_on_image(img_np, grayscale_cam, use_rgb=True)\n","    return confidences, cam_image\n","\n","# إطلاق واجهة Gradio مع إضافة أسماء الفريق في الوصف\n","gr.Interface(\n","    fn=predict_and_explain,\n","    inputs=gr.Image(type=\"pil\", label=\"ارفع صورة الأشعة هنا\"),\n","    outputs=[gr.Label(label=\"التشخيص\"), gr.Image(label=\"التفسير البصري\")],\n","    title=f\"نظام تشخيص الالتهاب الرئوي ({model_name})\",\n","    description=\"\"\"\n","    ### 🦅 تم تطوير وتدريب هذا النموذج بواسطة فريق النسور:\n","    * **المهندس عبدالله الجحافي**\n","    * **المهندس أيمن الوهبي**\n","    * **المهندس واثق المريسي**\n","    * **المهندس علي المحرابي**\n","    \"\"\",\n","    theme=gr.themes.Soft()\n",").launch(debug=True, share=True)\n","'''\n","\n","save_path = os.path.join(UI_DIR, 'gradio_interface.py')\n","with open(save_path, 'w', encoding='utf-8') as f:\n","    f.write(gradio_code)\n","\n","print(f\"✅ تم حفظ كود واجهة Gradio في: {save_path}\")"],"execution_count":66,"outputs":[{"output_type":"stream","name":"stdout","text":["--- [الخلية 16] حفظ كود واجهة Gradio ---\n","\n","✅ تم حفظ كود واجهة Gradio في: /content/drive/MyDrive/FINAL_SAVED_RESULTS/ui_components/gradio_interface.py\n"]}]}]}