bhimrazy commited on
Commit
d8488fe
1 Parent(s): 747c4cd

Adds config file

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  1. config.py +29 -0
config.py ADDED
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+ from dataclasses import dataclass
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+
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+ @dataclass
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+ class Config:
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+ # Data paths
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+ train_csv_path: str = "data/train.csv"
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+ val_csv_path: str = "data/val.csv"
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+ test_csv_path: str = "data/test.csv" # Added for test data
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+
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+ # Model parameters
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+ input_size: tuple[int, int] = (224, 224) # Input image size
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+ num_classes: int = 5 # Number of output classes
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+ batch_size: int = 32
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+ epochs: int = 10
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+ learning_rate: float = 0.001
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+ model_architecture: str = "PretrainedResNet50" # Specify the backbone architecture
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+ loss_function: str = "cross_entropy"
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+ optimizer: str = "Adam"
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+ lr_scheduler: str = "StepLR"
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+ dropout_rate: float = 0.5
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+ weight_decay: float = 0.001
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+ early_stopping: bool = True
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+ use_gpu: bool = True
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+ random_seed: int = 42
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+ data_augmentation: bool = True
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+
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+ # Model paths
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+ model_save_path: str = "models/model.pth"
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+ logs_path: str = "logs/"