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main.py
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main.py
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from src.textSummarizer.pipeline.stage_01_data_ingestion import DataIngestionTrainingPipeline
from src.textSummarizer.logging import logger
from src.textSummarizer.pipeline.stage_02_data_validation import DataValidationPipeline
from src.textSummarizer.pipeline.stage_03_data_transformation import DataTransformationPipeline
from src.textSummarizer.pipeline.stage_04_model_trainer import ModelTrainerPipeline
from src.textSummarizer.pipeline.stage_05_model_evaluation import ModelEvaluationTrainingPipeline
STAGE_NAME ="Data Ingestion Stage"
try:
logger.info(f">>>>Starting {STAGE_NAME} <<<<")
data_ingestion = DataIngestionTrainingPipeline()
data_ingestion.main()
logger.info(f">>>> Completed {STAGE_NAME} <<<<")
except Exception as e:
logger.exception(e)
raise e
STAGE_NAME ="Data Validation Stage"
try:
logger.info(f">>>>Starting {STAGE_NAME} <<<<")
data_validation = DataValidationPipeline()
data_validation.main()
logger.info(f">>>> Completed {STAGE_NAME} <<<<")
except Exception as e:
logger.exception(e)
raise e
STAGE_NAME ="Data Transformation Stage"
try:
logger.info(f">>>>Starting {STAGE_NAME} <<<<")
data_transformation = DataTransformationPipeline()
data_transformation.main()
logger.info(f">>>> Completed {STAGE_NAME} <<<<")
except Exception as e:
logger.exception(e)
raise e
STAGE_NAME ="Model Training Stage"
try:
logger.info(f">>>>Starting {STAGE_NAME} <<<<")
model_training = ModelTrainerPipeline()
model_training.main()
logger.info(f">>>> Completed {STAGE_NAME} <<<<")
except Exception as e:
logger.exception(e)
raise e
STAGE_NAME = "Model Evaluation stage"
try:
logger.info(f"*******************")
logger.info(f">>>>>> stage {STAGE_NAME} started <<<<<<")
model_evaluation = ModelEvaluationTrainingPipeline()
model_evaluation.main()
logger.info(f">>>>>> stage {STAGE_NAME} completed <<<<<<\n\nx==========x")
except Exception as e:
logger.exception(e)
raise e