2d7185cdbc
Correct logic in `compare_models.py` to pass raw network logs to the detection method, ensuring correct feature extraction and preventing a 'timestamp' KeyError. Replit-Commit-Author: Agent Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528 Replit-Commit-Checkpoint-Type: full_checkpoint Replit-Commit-Event-Id: ecdb452a-13bf-4c0b-8da9-eebbafd63834 Replit-Commit-Screenshot-Url: https://storage.googleapis.com/screenshot-production-us-central1/449cf7c4-c97a-45ae-8234-e5c5b8d6a84f/7a657272-55ba-4a79-9a2e-f1ed9bc7a528/RJGlbTt
55 lines
2.7 KiB
Plaintext
55 lines
2.7 KiB
Plaintext
python compare_models.py
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[WARNING] Extended Isolation Forest not available, using standard IF
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================================================================================
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IDS MODEL COMPARISON - DB Current vs Hybrid Detector v2.0.0
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================================================================================
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[1] Caricamento detection esistenti dal database...
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Trovate 50 detection nel database
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[2] Caricamento nuovo Hybrid Detector (v2.0.0)...
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[HYBRID] Ensemble classifier loaded
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[HYBRID] Models loaded (version: latest)
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[HYBRID] Selected features: 18/25
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[HYBRID] Mode: Hybrid (IF + Ensemble)
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✅ Hybrid Detector caricato (18 feature selezionate)
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[3] Rianalisi di 50 IP con nuovo modello Hybrid...
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(Questo può richiedere alcuni minuti...)
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[1/50] Analisi IP: 185.203.25.138
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Current: score=100.0, type=ddos, blocked=False
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Traceback (most recent call last):
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File "/opt/ids/python_ml/venv/lib64/python3.11/site-packages/pandas/core/indexes/base.py", line 3790, in get_loc
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return self._engine.get_loc(casted_key)
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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File "index.pyx", line 152, in pandas._libs.index.IndexEngine.get_loc
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File "index.pyx", line 181, in pandas._libs.index.IndexEngine.get_loc
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File "pandas/_libs/hashtable_class_helper.pxi", line 7080, in pandas._libs.hashtable.PyObjectHashTable.get_item
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File "pandas/_libs/hashtable_class_helper.pxi", line 7088, in pandas._libs.hashtable.PyObjectHashTable.get_item
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KeyError: 'timestamp'
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The above exception was the direct cause of the following exception:
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Traceback (most recent call last):
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File "/opt/ids/python_ml/compare_models.py", line 265, in <module>
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main()
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File "/opt/ids/python_ml/compare_models.py", line 184, in main
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comparison = reanalyze_with_hybrid(detector, ip, old_det)
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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File "/opt/ids/python_ml/compare_models.py", line 118, in reanalyze_with_hybrid
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result = detector.detect(ip_features)
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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File "/opt/ids/python_ml/ml_hybrid_detector.py", line 507, in detect
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features_df = self.extract_features(logs_df)
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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File "/opt/ids/python_ml/ml_hybrid_detector.py", line 98, in extract_features
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logs_df['timestamp'] = pd.to_datetime(logs_df['timestamp'])
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~~~~~~~^^^^^^^^^^^^^
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File "/opt/ids/python_ml/venv/lib64/python3.11/site-packages/pandas/core/frame.py", line 3893, in __getitem__
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indexer = self.columns.get_loc(key)
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^^^^^^^^^^^^^^^^^^^^^^^^^
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File "/opt/ids/python_ml/venv/lib64/python3.11/site-packages/pandas/core/indexes/base.py", line 3797, in get_loc
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raise KeyError(key) from err
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KeyError: 'timestamp' |