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ids.alfacom.it/attached_assets/Pasted-cd-opt-ids-python-ml-source-venv-bin-activate-python3-main-py-WARNING-Extended-Isolation-Fo-1764092004725_1764092004725.txt
marco370 955a2ee125 Fix backend startup issue by resolving port conflict 
Resolves an "address already in use" error by killing existing processes on port 8000 before restarting the ML backend service.

Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
Replit-Commit-Checkpoint-Type: full_checkpoint
Replit-Commit-Event-Id: 2c691790-1a58-44ba-94dd-f03a528d1174
Replit-Commit-Screenshot-Url: https://storage.googleapis.com/screenshot-production-us-central1/449cf7c4-c97a-45ae-8234-e5c5b8d6a84f/7a657272-55ba-4a79-9a2e-f1ed9bc7a528/jFtLBWL
2025-11-25 17:33:54 +00:00

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cd /opt/ids/python_ml && source venv/bin/activate && python3 main.py
[WARNING] Extended Isolation Forest not available, using standard IF
[ML] Using Hybrid ML Detector (Extended Isolation Forest + Feature Selection)
[HYBRID] Ensemble classifier loaded
[HYBRID] Models loaded (version: latest)
[HYBRID] Selected features: 18/25
[HYBRID] Mode: Hybrid (IF + Ensemble)
[ML] ✓ Hybrid detector models loaded and ready
 Starting IDS API on http://0.0.0.0:8000
 Docs available at http://0.0.0.0:8000/docs
INFO: Started server process [108626]
INFO: Waiting for application startup.
INFO: Application startup complete.
ERROR: [Errno 98] error while attempting to bind on address ('0.0.0.0', 8000): address already in use
INFO: Waiting for application shutdown.
INFO: Application shutdown complete.
(venv) [root@ids python_ml]# ls -la /opt/ids/python_ml/models/
total 22896
drwxr-xr-x. 2 ids ids 4096 Nov 25 18:30 .
drwxr-xr-x. 6 ids ids 4096 Nov 25 12:53 ..
-rw-r--r--. 1 root root 235398 Nov 24 18:55 ensemble_classifier_20251124_185541.pkl
-rw-r--r--. 1 root root 231504 Nov 24 18:59 ensemble_classifier_20251124_185920.pkl
-rw-r--r--. 1 root root 1008222 Nov 24 19:21 ensemble_classifier_20251124_192109.pkl
-rw-r--r--. 1 root root 925566 Nov 24 19:21 ensemble_classifier_20251124_192122.pkl
-rw-r--r--. 1 ids ids 200159 Nov 25 09:03 ensemble_classifier_20251125_090356.pkl
-rw-r--r--. 1 root root 806006 Nov 25 09:27 ensemble_classifier_20251125_092703.pkl
-rw-r--r--. 1 ids ids 286079 Nov 25 12:00 ensemble_classifier_20251125_120016.pkl
-rw-r--r--. 1 ids ids 398464 Nov 25 18:19 ensemble_classifier_20251125_181945.pkl
-rw-r--r--. 1 ids ids 426790 Nov 25 18:27 ensemble_classifier_20251125_182742.pkl
-rw-r--r--. 1 ids ids 423651 Nov 25 18:30 ensemble_classifier_20251125_183049.pkl
-rw-r--r--. 1 root root 806006 Nov 25 09:27 ensemble_classifier_latest.pkl
-rw-r--r--. 1 ids ids 461 Nov 25 00:00 feature_names.json
-rw-r--r--. 1 root root 1695 Nov 24 18:55 feature_selector_20251124_185541.pkl
-rw-r--r--. 1 root root 1695 Nov 24 18:59 feature_selector_20251124_185920.pkl
-rw-r--r--. 1 root root 1695 Nov 24 19:21 feature_selector_20251124_192109.pkl
-rw-r--r--. 1 root root 1695 Nov 24 19:21 feature_selector_20251124_192122.pkl
-rw-r--r--. 1 ids ids 1695 Nov 25 09:03 feature_selector_20251125_090356.pkl
-rw-r--r--. 1 root root 1695 Nov 25 09:27 feature_selector_20251125_092703.pkl
-rw-r--r--. 1 ids ids 1695 Nov 25 12:00 feature_selector_20251125_120016.pkl
-rw-r--r--. 1 ids ids 1695 Nov 25 18:19 feature_selector_20251125_181945.pkl
-rw-r--r--. 1 ids ids 1695 Nov 25 18:27 feature_selector_20251125_182742.pkl
-rw-r--r--. 1 ids ids 1695 Nov 25 18:30 feature_selector_20251125_183049.pkl
-rw-r--r--. 1 root root 1695 Nov 25 09:27 feature_selector_latest.pkl
-rw-r--r--. 1 ids ids 813592 Nov 25 00:00 isolation_forest.joblib
-rw-r--r--. 1 root root 1674808 Nov 24 18:55 isolation_forest_20251124_185541.pkl
-rw-r--r--. 1 root root 1642600 Nov 24 18:59 isolation_forest_20251124_185920.pkl
-rw-r--r--. 1 root root 1482984 Nov 24 19:21 isolation_forest_20251124_192109.pkl
-rw-r--r--. 1 root root 1465736 Nov 24 19:21 isolation_forest_20251124_192122.pkl
-rw-r--r--. 1 ids ids 1139256 Nov 25 09:03 isolation_forest_20251125_090356.pkl
-rw-r--r--. 1 root root 1428424 Nov 25 09:27 isolation_forest_20251125_092703.pkl
-rw-r--r--. 1 ids ids 1855240 Nov 25 12:00 isolation_forest_20251125_120016.pkl
-rw-r--r--. 1 ids ids 1519784 Nov 25 18:19 isolation_forest_20251125_181945.pkl
-rw-r--r--. 1 ids ids 1511688 Nov 25 18:27 isolation_forest_20251125_182742.pkl
-rw-r--r--. 1 ids ids 1559208 Nov 25 18:30 isolation_forest_20251125_183049.pkl
-rw-r--r--. 1 root root 1428424 Nov 25 09:27 isolation_forest_latest.pkl
-rw-r--r--. 1 root root 1661 Nov 24 18:55 metadata_20251124_185541.json
-rw-r--r--. 1 root root 1661 Nov 24 18:59 metadata_20251124_185920.json
-rw-r--r--. 1 root root 1675 Nov 24 19:21 metadata_20251124_192109.json
-rw-r--r--. 1 root root 1675 Nov 24 19:21 metadata_20251124_192122.json
-rw-r--r--. 1 root root 1675 Nov 25 09:27 metadata_20251125_092703.json
-rw-r--r--. 1 root root 1675 Nov 25 09:27 metadata_latest.json
-rw-r--r--. 1 ids ids 2015 Nov 25 00:00 scaler.joblib
-rw-r--r--. 1 root root 1047 Nov 24 18:55 scaler_20251124_185541.pkl
-rw-r--r--. 1 root root 1047 Nov 24 18:59 scaler_20251124_185920.pkl
-rw-r--r--. 1 root root 1047 Nov 24 19:21 scaler_20251124_192109.pkl
-rw-r--r--. 1 root root 1047 Nov 24 19:21 scaler_20251124_192122.pkl
-rw-r--r--. 1 ids ids 1047 Nov 25 09:03 scaler_20251125_090356.pkl
-rw-r--r--. 1 root root 1047 Nov 25 09:27 scaler_20251125_092703.pkl
-rw-r--r--. 1 ids ids 1047 Nov 25 12:00 scaler_20251125_120016.pkl
-rw-r--r--. 1 ids ids 1047 Nov 25 18:19 scaler_20251125_181945.pkl
-rw-r--r--. 1 ids ids 1047 Nov 25 18:27 scaler_20251125_182742.pkl
-rw-r--r--. 1 ids ids 1047 Nov 25 18:30 scaler_20251125_183049.pkl
-rw-r--r--. 1 root root 1047 Nov 25 09:27 scaler_latest.pkl
(venv) [root@ids python_ml]# tail -n 50 /var/log/ids/ml_backend.log
[HYBRID] Selected features: 18/25
[HYBRID] Mode: Hybrid (IF + Ensemble)
[ML] ✓ Hybrid detector models loaded and ready
🚀 Starting IDS API on http://0.0.0.0:8000
📚 Docs available at http://0.0.0.0:8000/docs
INFO: Started server process [108413]
INFO: Waiting for application startup.
INFO: Application startup complete.
ERROR: [Errno 98] error while attempting to bind on address ('0.0.0.0', 8000): address already in use
INFO: Waiting for application shutdown.
INFO: Application shutdown complete.
[WARNING] Extended Isolation Forest not available, using standard IF
[ML] Using Hybrid ML Detector (Extended Isolation Forest + Feature Selection)
[HYBRID] Ensemble classifier loaded
[HYBRID] Models loaded (version: latest)
[HYBRID] Selected features: 18/25
[HYBRID] Mode: Hybrid (IF + Ensemble)
[ML] ✓ Hybrid detector models loaded and ready
🚀 Starting IDS API on http://0.0.0.0:8000
📚 Docs available at http://0.0.0.0:8000/docs
INFO: Started server process [108452]
INFO: Waiting for application startup.
INFO: Application startup complete.
ERROR: [Errno 98] error while attempting to bind on address ('0.0.0.0', 8000): address already in use
INFO: Waiting for application shutdown.
INFO: Application shutdown complete.
[WARNING] Extended Isolation Forest not available, using standard IF
[ML] Using Hybrid ML Detector (Extended Isolation Forest + Feature Selection)
[HYBRID] Ensemble classifier loaded
[HYBRID] Models loaded (version: latest)
[HYBRID] Selected features: 18/25
[HYBRID] Mode: Hybrid (IF + Ensemble)
[ML] ✓ Hybrid detector models loaded and ready
🚀 Starting IDS API on http://0.0.0.0:8000
📚 Docs available at http://0.0.0.0:8000/docs
INFO: Started server process [108530]
INFO: Waiting for application startup.
INFO: Application startup complete.
ERROR: [Errno 98] error while attempting to bind on address ('0.0.0.0', 8000): address already in use
INFO: Waiting for application shutdown.
INFO: Application shutdown complete.
[WARNING] Extended Isolation Forest not available, using standard IF
[ML] Using Hybrid ML Detector (Extended Isolation Forest + Feature Selection)
[HYBRID] Ensemble classifier loaded
[HYBRID] Models loaded (version: latest)
[HYBRID] Selected features: 18/25
[HYBRID] Mode: Hybrid (IF + Ensemble)
[ML] ✓ Hybrid detector models loaded and ready
🚀 Starting IDS API on http://0.0.0.0:8000
📚 Docs available at http://0.0.0.0:8000/docs
(venv) [root@ids python_ml]#
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