11import numpy as np
22import tensorflow as tf
33from tensorflow .keras .models import load_model
4+ import logging
45
56class AIDeploymentModel :
67 def __init__ (self , model_path ):
78 self .model = load_model (model_path )
9+ self .setup_logging ()
10+
11+ def setup_logging (self ):
12+ logging .basicConfig (filename = 'logs/ai_model.log' , level = logging .INFO , format = '%(asctime)s - %(levelname)s - %(message)s' )
813
914 def preprocess_input (self , input_data ):
1015 # Implement preprocessing logic here
@@ -13,13 +18,39 @@ def preprocess_input(self, input_data):
1318 def predict (self , input_data ):
1419 preprocessed_data = self .preprocess_input (input_data )
1520 predictions = self .model .predict (preprocessed_data )
21+ logging .info (f"Predictions: { predictions } " )
1622 return predictions
1723
1824 def deploy_exploit (self , target_info ):
1925 predictions = self .predict (target_info )
2026 # Implement logic to deploy exploits based on predictions
27+ logging .info (f"Deploying exploit with predictions: { predictions } " )
2128 return predictions
2229
30+ def scan_targets (self ):
31+ # Implement logic to scan targets
32+ logging .info ("Scanning targets..." )
33+ # Placeholder for scanning logic
34+ targets = ["target1" , "target2" , "target3" ]
35+ logging .info (f"Targets found: { targets } " )
36+ return targets
37+
38+ def modify_exploits (self , target_info ):
39+ # Implement logic to modify exploits based on target information
40+ logging .info (f"Modifying exploits for target: { target_info } " )
41+ # Placeholder for modification logic
42+ modified_exploits = ["exploit1" , "exploit2" , "exploit3" ]
43+ logging .info (f"Modified exploits: { modified_exploits } " )
44+ return modified_exploits
45+
46+ def test_predictions (self , labeled_data ):
47+ # Implement logic to test predictions for accuracy
48+ logging .info ("Testing predictions for accuracy..." )
49+ # Placeholder for testing logic
50+ accuracy = 0.95
51+ logging .info (f"Prediction accuracy: { accuracy } " )
52+ return accuracy
53+
2354if __name__ == "__main__" :
2455 model_path = "path/to/pretrained/model.h5"
2556 ai_model = AIDeploymentModel (model_path )
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