0bf61dc69d
Fixes permission errors for model saving and enhances training logging, ensuring proper storage of ML models and historical data. Replit-Commit-Author: Agent Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528 Replit-Commit-Checkpoint-Type: full_checkpoint Replit-Commit-Event-Id: 2afb7ddf-484b-4d07-8d99-8c1ca39c0be5 Replit-Commit-Screenshot-Url: https://storage.googleapis.com/screenshot-production-us-central1/449cf7c4-c97a-45ae-8234-e5c5b8d6a84f/7a657272-55ba-4a79-9a2e-f1ed9bc7a528/VDRknFA
40 lines
2.0 KiB
Plaintext
40 lines
2.0 KiB
Plaintext
INFO: Shutting down
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INFO: Waiting for application shutdown.
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INFO: Application shutdown complete.
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INFO: Finished server process [16990]
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INFO: Started server process [18451]
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INFO: Waiting for application startup.
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INFO: Application startup complete.
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INFO: Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)
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[LOAD] Modello caricato da models
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🚀 Starting IDS API on http://0.0.0.0:8000
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📚 Docs available at http://0.0.0.0:8000/docs
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INFO: 127.0.0.1:53190 - "POST /detect HTTP/1.1" 200 OK
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INFO: 127.0.0.1:50930 - "GET /stats HTTP/1.1" 200 OK
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INFO: 127.0.0.1:50942 - "POST /train HTTP/1.1" 200 OK
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[TRAIN] Inizio training...
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INFO: 127.0.0.1:50930 - "GET /stats HTTP/1.1" 200 OK
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[TRAIN] Trovati 100000 log per training
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[TRAIN] Addestramento modello...
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[TRAINING] Estrazione feature da 100000 log...
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INFO: 127.0.0.1:35464 - "GET /stats HTTP/1.1" 200 OK
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INFO: 127.0.0.1:33782 - "GET /stats HTTP/1.1" 200 OK
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Traceback (most recent call last):
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File "/opt/ids/python_ml/main.py", line 161, in do_training
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result = ml_analyzer.train(df, contamination=request.contamination)
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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File "/opt/ids/python_ml/ml_analyzer.py", line 191, in train
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self.save_model()
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File "/opt/ids/python_ml/ml_analyzer.py", line 311, in save_model
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joblib.dump(self.model, model_path)
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File "/opt/ids/python_ml/venv/lib64/python3.11/site-packages/joblib/numpy_pickle.py", line 552, in dump
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with open(filename, 'wb') as f:
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^^^^^^^^^^^^^^^^^^^^
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PermissionError: [Errno 13] Permission denied: 'models/isolation_forest.joblib'
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[TRAINING] Feature estratte per 4467 IP unici
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[TRAINING] Normalizzazione features...
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[TRAINING] Addestramento Isolation Forest (contamination=0.01)...
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[TRAIN ERROR] ❌ Errore durante training: [Errno 13] Permission denied: 'models/isolation_forest.joblib'
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INFO: 127.0.0.1:39856 - "GET /stats HTTP/1.1" 200 OK
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INFO: 127.0.0.1:48214 - "GET /stats HTTP/1.1" 200 OK
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