Network-Security-System-MLOps-Project/test.py at main · GoJo-Rika/Network-Security-System-MLOps-Project · 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
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
## Model Training Testing
import sys

from network_security.components.data_ingestion import DataIngestion
from network_security.components.data_transformation import DataTransformation
from network_security.components.data_validation import DataValidation
from network_security.components.model_trainer import ModelTrainer
from network_security.entity.config_entity import (
    DataIngestionConfig,
    DataTransformationConfig,
    DataValidationConfig,
    ModelTrainerConfig,
    TrainingPipelineConfig,
)
from network_security.exception.exception import NetworkSecurityException
from network_security.logging.logger import logging

if __name__ == "__main__":
    try:
        ### DATA INGESTION ###
        training_pipeline_config = TrainingPipelineConfig()
        data_ingestion_config = DataIngestionConfig(
            training_pipeline_config=training_pipeline_config,
        )
        data_ingestion = DataIngestion(data_ingestion_config=data_ingestion_config)
        logging.info("Initiated data ingestion")
        data_ingestion_artifact = data_ingestion.initiate_data_ingestion()
        logging.info("Data Initiation Completed")
        print(data_ingestion_artifact)

        ### DATA VALIDATION ###
        data_validation_config = DataValidationConfig(
            training_pipeline_config=training_pipeline_config,
        )
        data_validation = DataValidation(
            data_ingestion_artifact=data_ingestion_artifact,
            data_validation_config=data_validation_config,
        )
        logging.info("Initiated data validation")
        data_validation_artifact = data_validation.initiate_data_validation()
        logging.info("Data Validation Completed")
        print(data_validation_artifact)

        ### DATA TRANSFORMATION ###
        data_transformation_config = DataTransformationConfig(
            training_pipeline_config=training_pipeline_config,
        )
        data_transformation = DataTransformation(
            data_validation_artifact=data_validation_artifact,
            data_transformation_config=data_transformation_config,
        )
        logging.info("Initiated data transformation")
        data_transformation_artifact = data_transformation.initiate_data_transformation()
        logging.info("Data Transformation Completed")
        print(data_transformation_artifact)

        ### MODEL TRAINING ###
        model_trainer_config = ModelTrainerConfig(
            training_pipeline_config=training_pipeline_config,
        )
        model_trainer = ModelTrainer(
            data_transformation_artifact=data_transformation_artifact,
            model_trainer_config=model_trainer_config,
        )
        logging.info("Initiated model trainer")
        model_trainer_artifact = model_trainer.initiate_model_trainer()
        logging.info("Model Trainer Completed")
        print(model_trainer_artifact)

    except Exception as e:
        raise NetworkSecurityException(e, sys)


## =============================================================

## Data Transformation Testing
# import sys

# from network_security.components.data_ingestion import DataIngestion
# from network_security.components.data_transformation import DataTransformation
# from network_security.components.data_validation import DataValidation
# from network_security.entity.config_entity import (
#     DataIngestionConfig,
#     DataTransformationConfig,
#     DataValidationConfig,
#     TrainingPipelineConfig,
# )
# from network_security.exception.exception import NetworkSecurityException
# from network_security.logging.logger import logging

# if __name__ == "__main__":
#     try:
#         ### DATA INGESTION ###
#         training_pipeline_config = TrainingPipelineConfig()
#         data_ingestion_config = DataIngestionConfig(
#             training_pipeline_config=training_pipeline_config,
#         )
#         data_ingestion = DataIngestion(data_ingestion_config=data_ingestion_config)
#         logging.info("Initiated data ingestion")
#         data_ingestion_artifact = data_ingestion.initiate_data_ingestion()
#         logging.info("Data Initiation Completed")
#         print(data_ingestion_artifact)

#         ### DATA VALIDATION ###
#         data_validation_config = DataValidationConfig(
#             training_pipeline_config=training_pipeline_config,
#         )
#         data_validation = DataValidation(
#             data_ingestion_artifact=data_ingestion_artifact,
#             data_validation_config=data_validation_config,
#         )
#         logging.info("Initiated data validation")
#         data_validation_artifact = data_validation.initiate_data_validation()
#         logging.info("Data Validation Completed")
#         print(data_validation_artifact)

#         ### DATA TRANSFORMATION ###
#         data_transformation_config = DataTransformationConfig(
#             training_pipeline_config=training_pipeline_config,
#         )
#         data_transformation = DataTransformation(
#             data_validation_artifact=data_validation_artifact,
#             data_transformation_config=data_transformation_config,
#         )
#         logging.info("Initiated data transformation")
#         data_transformation_artifact = data_transformation.initiate_data_transformation()
#         logging.info("Data Transformation Completed")
#         print(data_transformation_artifact)


#     except Exception as e:
#         raise NetworkSecurityException(e, sys)


## =============================================================

## Data Validation Testing
# import sys

# from network_security.components.data_ingestion import DataIngestion
# from network_security.components.data_validation import DataValidation
# from network_security.entity.config_entity import (
#     DataIngestionConfig,
#     DataValidationConfig,
#     TrainingPipelineConfig,
# )
# from network_security.exception.exception import NetworkSecurityException
# from network_security.logging.logger import logging

# if __name__ == "__main__":
#     try:
#         training_pipeline_config = TrainingPipelineConfig()
#         data_ingestion_config = DataIngestionConfig(
#             training_pipeline_config=training_pipeline_config,
#         )
#         data_ingestion = DataIngestion(data_ingestion_config=data_ingestion_config)
#         logging.info("Initiated data ingestion")
#         data_ingestion_artifact = data_ingestion.initiate_data_ingestion()
#         logging.info("Data Initiation Completed")
#         print(data_ingestion_artifact)

#         data_validation_config = DataValidationConfig(
#             training_pipeline_config=training_pipeline_config,
#         )
#         data_validation = DataValidation(
#             data_ingestion_artifact=data_ingestion_artifact,
#             data_validation_config=data_validation_config,
#         )
#         logging.info("Initiated data validation")
#         data_validation_artifact = data_validation.initiate_data_validation()
#         logging.info("Data Validation Completed")
#         print(data_validation_artifact)

#     except Exception as e:
#         raise NetworkSecurityException(e, sys)


## =============================================================

## Data Ingestion Testing

# import sys

# from network_security.components.data_ingestion import DataIngestion
# from network_security.entity.config_entity import (
#     DataIngestionConfig,
#     TrainingPipelineConfig,
# )
# from network_security.exception.exception import NetworkSecurityException
# from network_security.logging.logger import logging

# if __name__ == "__main__":
#     try:
#         training_pipeline_config = TrainingPipelineConfig()
#         data_ingestion_config = DataIngestionConfig(
#             training_pipeline_config=training_pipeline_config,
#         )
#         data_ingestion = DataIngestion(data_ingestion_config=data_ingestion_config)
#         logging.info("Initiated data ingestion")
#         data_ingestion_artifact = data_ingestion.initiate_data_ingestion()
#         print(data_ingestion_artifact)
#     except Exception as e:
#         raise NetworkSecurityException(e, sys)