machine-learning-project-template/main.py at main · rohwid/machine-learning-project-template · GitHub

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from MLProject import logger
from MLProject.pipeline.stage_01_data_ingestion import DataIngestionPipeline
from MLProject.pipeline.stage_02_preprocessing import PreprocessingPipeline
from MLProject.pipeline.stage_03_train_model import TrainingPipeline
from MLProject.pipeline.stage_04_model_evaluation import TrainEvaluationPipeline

STAGE_NAME = "Data Ingestion"

try:
    logger.info(f"\n\n")
    logger.info(f">>>>>>> Stage {STAGE_NAME} Started <<<<<<< ".upper())

    obj = DataIngestionPipeline()
    obj.pipeline()

    logger.info(f">>>>>>> Stage {STAGE_NAME} Completed <<<<<<< ]\n\n".upper())
except Exception as e:
    logger.exception(e)
    raise e

STAGE_NAME = "Preprocessing"

try:
    logger.info(f">>>>>>> Stage {STAGE_NAME} Started <<<<<<< ".upper())

    obj = PreprocessingPipeline()
    obj.pipeline()

    logger.info(f">>>>>>> Stage {STAGE_NAME} Completed <<<<<<< ]\n\n".upper())
except Exception as e:
    logger.exception(e)
    raise e

STAGE_NAME = "Training"

try:
    logger.info(f">>>>>>> Stage {STAGE_NAME} Started <<<<<<< ".upper())

    obj = TrainingPipeline()
    obj.pipeline()

    logger.info(f">>>>>>> Stage {STAGE_NAME} Completed <<<<<<< ]\n\n".upper())
except Exception as e:
    logger.exception(e)
    raise e

STAGE_NAME = "Evaluation Stage"

try:
    logger.info(f">>>>>>> Stage {STAGE_NAME} Started <<<<<<< ".upper())

    obj = TrainEvaluationPipeline()
    obj.pipeline()

    logger.info(f">>>>>>> Stage {STAGE_NAME} Completed <<<<<<< ]\n\n".upper())
except Exception as e:
    logger.exception(e)
    raise e