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from dataclasses import dataclass
from pathlib import Path
@dataclass(frozen=True)
class DataIngestionConfig:
root_dir: Path
source_URL: str
local_data_file: Path
unzip_dir: Path
@dataclass(frozen=True)
class DataValidationConfig:
root_dir: Path
STATUS_FILE: str
unzip_data_dir: Path
all_schema: dict
@dataclass(frozen=True)
class DataTransformationConfig:
root_dir: Path
data_path: Path
@dataclass(frozen=True)
class ModelTrainerConfig:
root_dir: Path
train_data_path: Path
test_data_path: Path
model_name: str
alpha: float
l1_ratio: float
target_column: str
@dataclass(frozen=True)
class ModelEvaluationConfig:
root_dir: Path
test_data_path: Path
model_path: Path
all_params: dict
metric_file_name: Path
target_column: str
mlflow_uri: str