Tuberculosis-Vision-Scan/main.py at main · VivekShinde7/Tuberculosis-Vision-Scan · GitHub

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
43
44
45
46
47
48
49
50
51
52
53
54
from cnnClassifier import logger
from cnnClassifier.pipeline.stage_01_data_ingestion import DataIngestionTrainingPipeline
from cnnClassifier.pipeline.stage_02_prepare_base_model import PrepareBaseModelTrainingPipeline
from cnnClassifier.pipeline.stage_03_model_trainer import ModelTrainingPipeline
from cnnClassifier.pipeline.stage_04_model_evaluation import EvaluationPipeline

STAGE_NAME = "Data Ingestion stage"

try:
    logger.info(f">>>>>> stage {STAGE_NAME} started <<<<<<")
    obj = DataIngestionTrainingPipeline()
    obj.main()
    logger.info(f">>>>>> stage {STAGE_NAME} completed <<<<<<\n\nx==========x")
except Exception as e:
    logger.exception(e)
    raise e


STAGE_NAME = "Prepare base model"
try:
   logger.info(f"*******************")
   logger.info(f">>>>>> stage {STAGE_NAME} started <<<<<<")
   prepare_base_model = PrepareBaseModelTrainingPipeline()
   prepare_base_model.main()
   logger.info(f">>>>>> stage {STAGE_NAME} completed <<<<<<\n\nx==========x")
except Exception as e:
        logger.exception(e)
        raise e

STAGE_NAME = "Training stage"
if __name__ == "__main__":
    try:
        logger.info(f"****************************")
        logger.info(f">>>>>>> stage {STAGE_NAME} started <<<<<<<<")
        obj = ModelTrainingPipeline()
        obj.main()
        logger.info(f">>>>>>>> stage {STAGE_NAME} compeleted <<<<<<<<<<\n\nx==========x")

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


STAGE_NAME = "Evaluation stage"
if __name__ == '__main__':
    try:
        logger.info(f"*******************")
        logger.info(f">>>>>> stage {STAGE_NAME} started <<<<<<")
        obj = EvaluationPipeline()
        obj.main()
        logger.info(f">>>>>> stage {STAGE_NAME} completed <<<<<<\n\nx==========x")
    except Exception as e:
        logger.exception(e)
        raise e