model trainer added with best model going to artifact folder

Author: mkr9395

Artifacts/data_ingestion/ingested/test.csv

@@ -1,93 +1,93 @@
 Abnormal_URL:
-  drift_status: true
-  p_value: 0.023227723962994554
+  drift_status: false
+  p_value: 0.9076793411970326
 DNSRecord:
   drift_status: false
-  p_value: 0.9960739355626307
+  p_value: 0.6736652494431914
 Domain_registeration_length:
   drift_status: false
-  p_value: 0.36906397715885964
+  p_value: 0.9999988894018609
 Favicon:
   drift_status: false
-  p_value: 0.5336163885855529
+  p_value: 0.4804466389691172
 Google_Index:
   drift_status: false
-  p_value: 0.9998939831095225
+  p_value: 1.0
 HTTPS_token:
   drift_status: false
-  p_value: 0.2033940148462008
+  p_value: 0.9518099343765413
 Iframe:
   drift_status: false
-  p_value: 1.0
+  p_value: 0.9999992399051418
 Links_in_tags:
   drift_status: false
-  p_value: 0.6396427052930043
+  p_value: 1.0
 Links_pointing_to_page:
   drift_status: false
-  p_value: 0.9076793411970308
+  p_value: 0.9039295322201338
 Page_Rank:
   drift_status: false
-  p_value: 0.9999999999999999
+  p_value: 0.9985585060006266
 Prefix_Suffix:
   drift_status: false
-  p_value: 0.9998388206083407
+  p_value: 1.0
 Redirect:
   drift_status: false
-  p_value: 0.9997115090643619
+  p_value: 0.8440980157021072
 Request_URL:
   drift_status: false
-  p_value: 0.9999462839353719
+  p_value: 0.9783976116108062
 Result:
   drift_status: false
-  p_value: 1.0
+  p_value: 0.999653693736063
 RightClick:
   drift_status: false
-  p_value: 0.9999148748234266
+  p_value: 1.0
 SFH:
   drift_status: false
-  p_value: 0.9997115090643619
+  p_value: 0.9591630531107908
 SSLfinal_State:
   drift_status: false
-  p_value: 1.0
+  p_value: 0.9999999979763055
 Shortining_Service:
   drift_status: false
-  p_value: 0.7353423319035767
+  p_value: 0.9657727423695276
 Statistical_report:
   drift_status: false
-  p_value: 0.5281942333058369
+  p_value: 0.7518037259936519
 Submitting_to_email:
   drift_status: false
-  p_value: 0.999999999988434
+  p_value: 0.23418306629314511
 URL_Length:
   drift_status: false
-  p_value: 0.9999999999981217
+  p_value: 0.9999462839353719
 URL_of_Anchor:
   drift_status: false
-  p_value: 0.9999888959498077
+  p_value: 0.49613886022851716
 age_of_domain:
   drift_status: false
-  p_value: 1.0
+  p_value: 0.999999999999748
 double_slash_redirecting:
   drift_status: false
-  p_value: 0.3428866327563004
+  p_value: 0.9999148748234266
 having_At_Symbol:
   drift_status: false
-  p_value: 0.72425954076736
+  p_value: 0.9999999999981217
 having_IP_Address:
   drift_status: false
-  p_value: 0.5500052107185986
+  p_value: 0.40588562138358375
 having_Sub_Domain:
   drift_status: false
-  p_value: 0.8345602176970413
+  p_value: 0.4752694234619035
 on_mouseover:
   drift_status: false
-  p_value: 1.0
+  p_value: 0.6396427052930043
 popUpWidnow:
   drift_status: false
-  p_value: 0.6057110479991309
+  p_value: 0.309947843451049
 port:
   drift_status: false
-  p_value: 0.9960739355626309
+  p_value: 0.7186902796320964
 web_traffic:
   drift_status: false
-  p_value: 0.9317405428221537
+  p_value: 0.9999999962612656

Artifacts/data_ingestion/ingested/train.csv

@@ -1,10 +1,13 @@
 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
 
-from networksecurity.entity.config_entity import DataIngestionConfig, DataValidationConfig, DataTransformationConfig
+from networksecurity.entity.config_entity import DataIngestionConfig, DataValidationConfig, DataTransformationConfig, ModelTrainerConfig
 from networksecurity.entity.config_entity import TrainingPipelineConfig
 
+
+
 from networksecurity.exception.exception import NetworkSecurityException
 from networksecurity.logging.logger import logging
 
@@ -41,5 +44,13 @@
         print(data_transformation_artifact) 
 
 
+        logging.info("Model training started")
+        model_trainer_config = ModelTrainerConfig(trainingpipelineconfig)
+        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("Model training artifact created \n") 
+        
+        
     except Exception as e:
            raise NetworkSecurityException(e,sys)