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Define DVC pipeline for data ingestion and training
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from dataclasses import dataclass
from pathlib import Path
@dataclass(frozen=True)
class DataIngestionConfig:
root_dir: Path
dataset_name: str
local_data_file: Path
unzip_dir: Path
@dataclass(frozen=True)
class DataPreparationConfig:
root_dir: Path
data_path: Path
dataset_name: str
@dataclass(frozen=True)
class ModelTrainerConfig:
root_dir: Path
trained_model_path: Path
model_name: str
image_size: int
learning_rate: float
batch_size: int
num_train_epochs: int
weight_decay: float
warmup_steps: int
test_split_size: float
random_state: int