main.py

from src.Credit_Card_Fraud_Detection import logger
from src.Credit_Card_Fraud_Detection.pipeline.data_ingestion_pipeline import DataIngestionPipeline
from src.Credit_Card_Fraud_Detection.pipeline.data_validation_pipeline import DataValidationPipeline
from src.Credit_Card_Fraud_Detection.pipeline.data_transformation_pipeline import DataTransformationPipeline
from src.Credit_Card_Fraud_Detection.pipeline.model_trainer_pipeline import ModelTrainerPipeline
from src.Credit_Card_Fraud_Detection.pipeline.model_evaluation_pipeline import ModelEvaluationPipeline

STRATEGY_NAME = "Data Ingestion"

try:
    logger.info(f">>>>>>> Strategy {STRATEGY_NAME} started <<<<<<<<<<<")
    data_ingestion_pipeline = DataIngestionPipeline()
    data_ingestion_pipeline.main()
    logger.info(f">>>>>>> Strategy {STRATEGY_NAME} completed <<<<<<<<<<< \n \nx=========x")

except Exception as e:
    logger.exception(e)
    raise e


STRATEGY_NAME = "Data Validation"

try:
    logger.info(f">>>>>>> Strategy {STRATEGY_NAME} started <<<<<<<<<<<")
    data_validation_pipeline = DataValidationPipeline()
    data_validation_pipeline.main()
    logger.info(f">>>>>>> Strategy {STRATEGY_NAME} completed <<<<<<<<<<< \n \nx=========x")

except Exception as e:
    logger.exception(e)
    raise e


STRATEGY_NAME = "Data Transformation"

try:
    logger.info(f">>>>>>> Strategy {STRATEGY_NAME} started <<<<<<<<<<<")
    data_transformation_pipeline = DataTransformationPipeline()
    data_transformation_pipeline.main()
    logger.info(f">>>>>>> Strategy {STRATEGY_NAME} completed <<<<<<<<<<< \n \nx=========x")

except Exception as e:
    logger.exception(e)
    raise e


STRATEGY_NAME = "Model Trainer"

try:
    logger.info(f">>>>>>> Strategy {STRATEGY_NAME} started <<<<<<<<<<<")
    model_trainer_pipeline = ModelTrainerPipeline()
    model_trainer_pipeline.main()
    logger.info(f">>>>>>> Strategy {STRATEGY_NAME} completed <<<<<<<<<<< \n \nx=========x")

except Exception as e:
    logger.exception(e)
    raise e

STRATEGY_NAME = "Model Evaluation"

try:
    logger.info(f">>>>>>> Strategy {STRATEGY_NAME} started <<<<<<<<<<<")
    model_evaluation_pipeline = ModelEvaluationPipeline()
    model_evaluation_pipeline.main()
    logger.info(f">>>>>>> Strategy {STRATEGY_NAME} completed <<<<<<<<<<< \n \nx=========x")

except Exception as e:
    logger.exception(e)
    raise e