{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":84969,"databundleVersionId":10033515,"sourceType":"competition"}],"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Required libraries\nimport torch\nimport torch.nn as nn\nimport torch.optim as optim\nimport torch.utils.data as DataLoader\nfrom torch.utils.data import Dataset\n\nfrom sklearn.metrics import fbeta_score\nfrom torchvision import transforms\n\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))\n\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current 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"}}},{"cell_type":"markdown","source":"# **Flow Chart  of CZII - CryoET  identifier **\n\nStart\n\n┌──────────────────────────────────────────────┐\n│   Step 1: Problem Definition and Goal Setup  │\n│ • Understand objectives and evaluation metric│\n│   (F-beta with β=4, emphasis on recall)      │\n│ • Define output format and data requirements │\n└──────────────────────────────────────────────┘\n           |\n           v\n┌──────────────────────────────────────────────┐\n│       Step 2: Data Acquisition and Loading   │\n│ • Access and load cryoET 3D images from      │\n│   cryoET data portal                         │\n│ • Load labeled data with annotated protein   │\n│   complex locations                          │\n│ • Pre-process data for model training        │\n└──────────────────────────────────────────────┘\n           |\n           v\n┌──────────────────────────────────────────────┐\n│        Step 3: Data Preprocessing            │\n│ • Normalize tomograms and align images       │\n│ • Label five classes of proteins in images   │\n│ • Augment data to enhance model robustness   │\n│ • Partition data into training, validation,  │\n│   and test sets                              │\n└──────────────────────────────────────────────┘\n           |\n           v\n┌──────────────────────────────────────────────┐\n│       Step 4: Model Selection and Setup      │\n│ • Choose architecture (e.g., CNN or 3D-CNN)  │\n│   suitable for 3D image analysis             │\n│ • Define network layers and training params  │\n│ • Implement model with framework (e.g.,      │\n│   TensorFlow, PyTorch)                       │\n└──────────────────────────────────────────────┘\n           |\n           v\n┌──────────────────────────────────────────────┐\n│       Step 5: Model Training and Tuning      │\n│ • Train model on 3D images to recognize      │\n│   protein complexes                          │\n│ • Implement recall-focused loss function     │\n│ • Regularize and tune hyperparameters        │\n│ • Use validation data to optimize model      │\n│   performance and prevent overfitting        │\n└──────────────────────────────────────────────┘\n           |\n           v\n┌──────────────────────────────────────────────┐\n│           Step 6: Model Evaluation           │\n│ • Evaluate model using F-beta with β=4       │\n│ • Track precision and recall; adjust model   │\n│   for high recall on complex proteins        │\n│ • Refine based on micro-averaged results     │\n└──────────────────────────────────────────────┘\n           |\n           v\n┌──────────────────────────────────────────────┐\n│      Step 7: Prediction and Submission       │\n│ • Generate predictions for test set          │\n│ • Format predictions as required (id,        │\n│   experiment, particle_type, x, y, z)        │\n│ • Save predictions to a .csv file            │\n└──────────────────────────────────────────────┘\n           |\n           v\n┌──────────────────────────────────────────────┐\n│        Step 8: Review and Iterate            │\n│ • Review submission for errors and accuracy  │\n│ • Improve based on evaluation feedback       │\n│ • Repeat training and tuning if necessary    │\n└──────────────────────────────────────────────┘\n           |\n           v\n          End\n","metadata":{}},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"\n# Placeholder DataLoader for 3D cryoET tomograms\nclass CryoETDataset(Dataset):\n    def __init__(self, data_path, annotations, transform=None):\n        \"\"\"\n        Initializes the dataset.\n        data_path: str, path to the cryoET images.\n        annotations: pandas DataFrame, containing annotations with x, y, z coordinates and particle types.\n        transform: optional, transformation functions for data augmentation.\n        \"\"\"\n        self.data_path = data_path\n        self.annotations = annotations\n        self.transform = transform\n    \n    def __len__(self):\n        return len(self.annotations)\n    \n    def __getitem__(self, idx):\n        # Load 3D image and corresponding labels from `data_path`\n        image = self.load_image(self.annotations.iloc[idx]['path'])\n        target = {\n            'x': self.annotations.iloc[idx]['x'],\n            'y': self.annotations.iloc[idx]['y'],\n            'z': self.annotations.iloc[idx]['z'],\n            'particle_type': self.annotations.iloc[idx]['particle_type']\n        }\n        \n        if self.transform:\n            image = self.transform(image)\n        \n        return image, target\n    \n    def load_image(self, img_path):\n        \"\"\"\n        Load a 3D image from the specified path.\n        \"\"\"\n        # Load the image as a 3D numpy array\n        image = np.load(img_path)\n        return torch.tensor(image, dtype=torch.float32)\n\n# Model architecture (3D CNN)\nclass Protein3DModel(nn.Module):\n    def __init__(self, num_classes):\n        super(Protein3DModel, self).__init__()\n        self.conv1 = nn.Conv3d(1, 32, kernel_size=3, stride=1, padding=1)\n        self.conv2 = nn.Conv3d(32, 64, kernel_size=3, stride=1, padding=1)\n        self.conv3 = nn.Conv3d(64, 128, kernel_size=3, stride=1, padding=1)\n        self.fc1 = nn.Linear(128 * 16 * 16 * 16, 512)  # Adjust dimensions as per image size\n        self.fc2 = nn.Linear(512, num_classes)\n        self.relu = nn.ReLU()\n        self.pool = nn.MaxPool3d(2, 2)\n    \n    def forward(self, x):\n        x = self.relu(self.conv1(x))\n        x = self.pool(x)\n        x = self.relu(self.conv2(x))\n        x = self.pool(x)\n        x = self.relu(self.conv3(x))\n        x = x.view(x.size(0), -1)\n        x = self.relu(self.fc1(x))\n        x = self.fc2(x)\n        return x\n\n# Training function\ndef train_model(model, dataloader, criterion, optimizer, num_epochs):\n    model.train()\n    for epoch in range(num_epochs):\n        running_loss = 0.0\n        for inputs, targets in dataloader:\n            inputs = inputs.unsqueeze(1)  # Add channel dimension\n            outputs = model(inputs)\n            # Calculate loss\n            loss = criterion(outputs, targets)\n            optimizer.zero_grad()\n            loss.backward()\n            optimizer.step()\n            running_loss += loss.item()\n        print(f\"Epoch {epoch+1}/{num_epochs}, Loss: {running_loss/len(dataloader)}\")\n\n# Evaluation function\ndef evaluate_model(model, dataloader):\n    model.eval()\n    predictions, true_labels = [], []\n    with torch.no_grad():\n        for inputs, targets in dataloader:\n            inputs = inputs.unsqueeze(1)  # Add channel dimension\n            outputs = model(inputs)\n            # Extract predicted class\n            predicted_class = outputs.argmax(dim=1)\n            predictions.extend(predicted_class.cpu().numpy())\n            true_labels.extend(targets.cpu().numpy())\n    return fbeta_score(true_labels, predictions, beta=4, average='micro')\n\n# Initialize and run the training and evaluation process\ndef main(data_path, annotations_path, num_epochs=10):\n    # Load annotations\n    annotations = pd.read_csv(annotations_path)\n    \n    # Split data into training and validation sets\n    train_annotations = annotations.sample(frac=0.8, random_state=42)\n    val_annotations = annotations.drop(train_annotations.index)\n    \n    # Define transformations for data augmentation\n    transform = transforms.Compose([\n        transforms.RandomHorizontalFlip(),\n        transforms.RandomVerticalFlip(),\n    ])\n    \n    # Create DataLoaders\n    train_dataset = CryoETDataset(data_path, train_annotations, transform=transform)\n    val_dataset = CryoETDataset(data_path, val_annotations, transform=None)\n    train_loader = DataLoader.DataLoader(train_dataset, batch_size=4, shuffle=True)\n    val_loader = DataLoader.DataLoader(val_dataset, batch_size=4, shuffle=False)\n    \n    # Initialize model, criterion, optimizer\n    model = Protein3DModel(num_classes=5)\n    criterion = nn.CrossEntropyLoss()\n    optimizer = optim.Adam(model.parameters(), lr=0.001)\n    \n    # Train the model\n    train_model(model, train_loader, criterion, optimizer, num_epochs)\n    \n    # Evaluate the model\n    fbeta = evaluate_model(model, val_loader)\n    print(f\"F-beta Score (beta=4): {fbeta}\")\n\n# Run main function with file paths\ndata_path = \"path/to/cryoET/images\"\nannotations_path = \"path/to/annotations.csv\"\nmain(data_path, annotations_path)\n","metadata":{},"execution_count":null,"outputs":[]}]}