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Runtime error
File size: 2,452 Bytes
42da6ea f228efb eae2854 d3b5bd8 eae2854 42da6ea eae2854 da68771 42da6ea da68771 42da6ea eae2854 42da6ea eae2854 42da6ea f228efb eae2854 f228efb eae2854 f228efb eae2854 f228efb d3b5bd8 42da6ea | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 | from networksecurity.components.data_ingestion import DataIngestion
from networksecurity.components.data_validation import DataValidation
from networksecurity.components.data_transformation import DataTransformation
from networksecurity.components.model_trainer import ModelTrainer,ModelTrainerConfig
from networksecurity.exception.exception import NetworkSecurityException
from networksecurity.logging.logger import logging
from networksecurity.entity.config_entity import DataIngestionConfig,DataValidationConfig,DataTransformationConfig
from networksecurity.entity.config_entity import TrainingPipelineConfig
import sys
if __name__ == "__main__":
try:
traningpipelineconfig=TrainingPipelineConfig()
dataingestionconfig=DataIngestionConfig(traningpipelineconfig)
data_ingestion=DataIngestion(dataingestionconfig)
logging.info("Initiate the data ingestion")
dataingestionartifact=data_ingestion.initiate_data_ingestion()
logging.info(f"Data ingestion completed {dataingestionartifact}")
print(dataingestionartifact)
data_validation_config=DataValidationConfig(traningpipelineconfig)
data_validation=DataValidation(dataingestionartifact,data_validation_config)
logging.info("Initiate the data validation")
data_validation_artifact=data_validation.initiate_data_validation()
logging.info(f"Data validation completed {data_validation_artifact}")
print(data_validation_artifact)
data_transformation_config=DataTransformationConfig(traningpipelineconfig)
data_transformation=DataTransformation(data_transformation_config,data_validation_artifact)
logging.info("Initiate the data transformation")
data_transformation_artifact=data_transformation.initiate_data_transformation()
logging.info(f"Data transformation completed {data_transformation_artifact}")
print(data_transformation_artifact)
logging.info("Model Trainer Started")
model_trainer_config=ModelTrainerConfig(traningpipelineconfig)
model_trainer=ModelTrainer(model_trainer_config=model_trainer_config,
data_transformation_artifact=data_transformation_artifact)
model_trainer_artifact=model_trainer.initiate_model_trainer()
logging.info(f"Model Trainer completed {model_trainer_artifact}")
except Exception as e:
raise NetworkSecurityException(e, sys) |