agent_logs/ensemble_monitor.log

2025-07-26 11:08:13,463 - INFO - Cleaned forensic images types: [<class 'PIL.Image.Image'>, <class 'PIL.Image.Image'>, <class 'PIL.Image.Image'>, <class 'PIL.Image.Image'>, <class 'PIL.Image.Image'>, <class 'PIL.Image.Image'>, <class 'PIL.Image.Image'>, <class 'PIL.Image.Image'>] (agent_logger.py:37)
2025-07-26 11:29:16,039 - INFO - Initializing EnsembleMonitorAgent. (agent_logger.py:37)
2025-07-26 11:32:02,885 - INFO - Initializing EnsembleMonitorAgent. (agent_logger.py:37)
2025-07-26 11:32:10,166 - INFO - Monitoring prediction for model 'model_1'. Label: REAL, Confidence: 0.96, Time: 6.0362s (agent_logger.py:37)
2025-07-26 11:32:10,166 - WARNING - ALERT: Model 'model_1' inference time exceeded 5.0s: 6.0362s (agent_logger.py:37)
2025-07-26 11:32:10,167 - INFO - Updated metrics for 'model_1': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.9558695554733276, 'total_inference_time': 6.036171197891235} (agent_logger.py:37)
2025-07-26 11:35:25,360 - INFO - Initializing EnsembleMonitorAgent. (agent_logger.py:37)
2025-07-26 11:35:29,213 - INFO - Monitoring prediction for model 'model_1'. Label: REAL, Confidence: 0.99, Time: 2.4478s (agent_logger.py:37)
2025-07-26 11:35:29,214 - INFO - Updated metrics for 'model_1': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.9877696633338928, 'total_inference_time': 2.447831630706787} (agent_logger.py:37)
2025-07-26 11:35:32,846 - INFO - Monitoring prediction for model 'model_2'. Label: UNCERTAIN, Confidence: 0.56, Time: 3.4874s (agent_logger.py:37)
2025-07-26 11:35:32,846 - INFO - Updated metrics for 'model_2': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.5572928190231323, 'total_inference_time': 3.4874162673950195} (agent_logger.py:37)
2025-07-26 11:35:37,782 - INFO - Monitoring prediction for model 'model_3'. Label: AI, Confidence: 1.00, Time: 4.7423s (agent_logger.py:37)
2025-07-26 11:35:37,783 - INFO - Updated metrics for 'model_3': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.9999939203262329, 'total_inference_time': 4.74231481552124} (agent_logger.py:37)
2025-07-26 11:35:38,753 - INFO - Monitoring prediction for model 'model_4'. Label: REAL, Confidence: 1.00, Time: 0.7961s (agent_logger.py:37)
2025-07-26 11:35:38,753 - INFO - Updated metrics for 'model_4': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.9999666213989258, 'total_inference_time': 0.7960679531097412} (agent_logger.py:37)
2025-07-26 11:35:42,145 - INFO - Monitoring prediction for model 'model_5'. Label: REAL, Confidence: 0.80, Time: 3.2266s (agent_logger.py:37)
2025-07-26 11:35:42,146 - INFO - Updated metrics for 'model_5': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.7969127297401428, 'total_inference_time': 3.2265756130218506} (agent_logger.py:37)
2025-07-26 11:35:48,001 - INFO - Monitoring prediction for model 'model_6'. Label: AI, Confidence: 1.00, Time: 5.6884s (agent_logger.py:37)
2025-07-26 11:35:48,002 - WARNING - ALERT: Model 'model_6' inference time exceeded 5.0s: 5.6884s (agent_logger.py:37)
2025-07-26 11:35:48,002 - INFO - Updated metrics for 'model_6': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.9999886751174927, 'total_inference_time': 5.688395023345947} (agent_logger.py:37)
2025-07-26 11:35:51,060 - INFO - Monitoring prediction for model 'model_7'. Label: AI, Confidence: 0.88, Time: 2.9033s (agent_logger.py:37)
2025-07-26 11:35:51,060 - INFO - Updated metrics for 'model_7': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.8818904161453247, 'total_inference_time': 2.9033284187316895} (agent_logger.py:37)
2025-07-26 11:36:00,757 - INFO - Monitoring prediction for model 'model_8'. Label: REAL, Confidence: 0.97, Time: 9.5506s (agent_logger.py:37)
2025-07-26 11:36:00,757 - WARNING - ALERT: Model 'model_8' inference time exceeded 5.0s: 9.5506s (agent_logger.py:37)
2025-07-26 11:36:00,757 - INFO - Updated metrics for 'model_8': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.9748013019561768, 'total_inference_time': 9.550556182861328} (agent_logger.py:37)
2025-07-26 11:52:12,706 - INFO - Initializing EnsembleMonitorAgent. (agent_logger.py:37)
2025-07-26 11:52:20,481 - INFO - Monitoring prediction for model 'model_1'. Label: REAL, Confidence: 0.99, Time: 6.3035s (agent_logger.py:37)
2025-07-26 11:52:20,482 - WARNING - ALERT: Model 'model_1' inference time exceeded 5.0s: 6.3035s (agent_logger.py:37)
2025-07-26 11:52:20,483 - INFO - Updated metrics for 'model_1': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.9877696633338928, 'total_inference_time': 6.303498029708862} (agent_logger.py:37)
2025-07-26 11:52:23,521 - INFO - Monitoring prediction for model 'model_2'. Label: UNCERTAIN, Confidence: 0.56, Time: 2.8905s (agent_logger.py:37)
2025-07-26 11:52:23,521 - INFO - Updated metrics for 'model_2': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.5572928190231323, 'total_inference_time': 2.8904731273651123} (agent_logger.py:37)
2025-07-26 11:52:28,959 - INFO - Monitoring prediction for model 'model_3'. Label: AI, Confidence: 1.00, Time: 5.2830s (agent_logger.py:37)
2025-07-26 11:52:28,960 - WARNING - ALERT: Model 'model_3' inference time exceeded 5.0s: 5.2830s (agent_logger.py:37)
2025-07-26 11:52:28,960 - INFO - Updated metrics for 'model_3': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.9999939203262329, 'total_inference_time': 5.283019542694092} (agent_logger.py:37)
2025-07-26 11:52:30,000 - INFO - Monitoring prediction for model 'model_4'. Label: REAL, Confidence: 1.00, Time: 0.8660s (agent_logger.py:37)
2025-07-26 11:52:30,000 - INFO - Updated metrics for 'model_4': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.9999666213989258, 'total_inference_time': 0.8659720420837402} (agent_logger.py:37)
2025-07-26 11:52:33,719 - INFO - Monitoring prediction for model 'model_5'. Label: REAL, Confidence: 0.80, Time: 3.1757s (agent_logger.py:37)
2025-07-26 11:52:33,720 - INFO - Updated metrics for 'model_5': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.7969127297401428, 'total_inference_time': 3.175741195678711} (agent_logger.py:37)
2025-07-26 11:52:39,124 - INFO - Monitoring prediction for model 'model_6'. Label: AI, Confidence: 1.00, Time: 5.2289s (agent_logger.py:37)
2025-07-26 11:52:39,124 - WARNING - ALERT: Model 'model_6' inference time exceeded 5.0s: 5.2289s (agent_logger.py:37)
2025-07-26 11:52:39,124 - INFO - Updated metrics for 'model_6': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.9999886751174927, 'total_inference_time': 5.228850841522217} (agent_logger.py:37)
2025-07-26 11:52:42,460 - INFO - Monitoring prediction for model 'model_7'. Label: AI, Confidence: 0.88, Time: 3.1972s (agent_logger.py:37)
2025-07-26 11:52:42,461 - INFO - Updated metrics for 'model_7': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.8818904161453247, 'total_inference_time': 3.197218418121338} (agent_logger.py:37)
2025-07-26 11:52:51,110 - INFO - Monitoring prediction for model 'model_8'. Label: REAL, Confidence: 0.97, Time: 8.5060s (agent_logger.py:37)
2025-07-26 11:52:51,110 - WARNING - ALERT: Model 'model_8' inference time exceeded 5.0s: 8.5060s (agent_logger.py:37)
2025-07-26 11:52:51,110 - INFO - Updated metrics for 'model_8': {'total_predictions': 1, 'correct_predictions': 0, 'total_confidence': 0.9748013019561768, 'total_inference_time': 8.50600266456604} (agent_logger.py:37)