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ids.alfacom.it/attached_assets/Pasted--Found-existing-installation-joblib-1-5-2-Uninstalling-joblib-1-5-2-Successfully-unin-1763805718013_1763805718013.txt
marco370 26f3589a7e Improve systemd service setup to aggressively kill manual processes 
Updates `setup_systemd_services.sh` to forcefully stop existing systemd services, kill all manual Python processes owned by the `ids` user, and verify that port 8000 is free before starting the services.

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2025-11-22 10:03:21 +00:00

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Found existing installation: joblib 1.5.2
Uninstalling joblib-1.5.2:
Successfully uninstalled joblib-1.5.2
Successfully installed joblib-1.3.2
✅ Dipendenze Python installate
 Impostazione permessi...
 Verifica installazione:
✅ FastAPI: 0.104.1
✅ Uvicorn: 0.24.0
✅ Scikit-learn: 1.3.2
✅ Pandas: 2.1.3
✅ HTTPX: 0.25.1
✅ Joblib: 1.3.2
╔═══════════════════════════════════════════════╗
║ ✅ DIPENDENZE PYTHON INSTALLATE ║
╚═══════════════════════════════════════════════╝
 NOTA:
Il virtual environment è in: /opt/ids/python_ml/venv
I systemd services useranno automaticamente questo venv
[root@ids ids]# sudo systemctl restart ids-ml-backend
[root@ids ids]# sudo systemctl status ids-ml-backend
● ids-ml-backend.service - IDS ML Backend (FastAPI)
Loaded: loaded (/etc/systemd/system/ids-ml-backend.service; enabled; preset: disabled)
Active: activating (auto-restart) (Result: exit-code) since Sat 2025-11-22 11:00:28 CET; 5s ago
Process: 16204 ExecStart=/opt/ids/python_ml/venv/bin/python3 main.py (code=exited, status=1/FAILURE)
Main PID: 16204 (code=exited, status=1/FAILURE)
CPU: 3.933s
[root@ids ids]# sudo systemctl status ids-ml-backend
● ids-ml-backend.service - IDS ML Backend (FastAPI)
Loaded: loaded (/etc/systemd/system/ids-ml-backend.service; enabled; preset: disabled)
Active: activating (auto-restart) (Result: exit-code) since Sat 2025-11-22 11:00:28 CET; 7s ago
Process: 16204 ExecStart=/opt/ids/python_ml/venv/bin/python3 main.py (code=exited, status=1/FAILURE)
Main PID: 16204 (code=exited, status=1/FAILURE)
CPU: 3.933s
[root@ids ids]# tail -30 /var/log/ids/ml_backend.log
from fastapi import FastAPI, HTTPException, BackgroundTasks, Security, Header
ModuleNotFoundError: No module named 'fastapi'
Traceback (most recent call last):
File "/opt/ids/python_ml/main.py", line 12, in <module>
import pandas as pd
ModuleNotFoundError: No module named 'pandas'
Traceback (most recent call last):
File "/opt/ids/python_ml/main.py", line 20, in <module>
from ml_analyzer import MLAnalyzer
File "/opt/ids/python_ml/ml_analyzer.py", line 8, in <module>
from sklearn.ensemble import IsolationForest
ModuleNotFoundError: No module named 'sklearn'
INFO: Started server process [16144]
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.
[LOAD] Modello caricato da models
 Starting IDS API on http://0.0.0.0:8000
 Docs available at http://0.0.0.0:8000/docs
INFO: Started server process [16204]
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.
[LOAD] Modello caricato da models
 Starting IDS API on http://0.0.0.0:8000
 Docs available at http://0.0.0.0:8000/docs
[root@ids ids]# sudo systemctl status ids-ml-backend
● ids-ml-backend.service - IDS ML Backend (FastAPI)
Loaded: loaded (/etc/systemd/system/ids-ml-backend.service; enabled; preset: disabled)
Active: active (running) since Sat 2025-11-22 11:01:03 CET; 1s ago
Main PID: 16291 (python3)
Tasks: 15 (limit: 100409)
Memory: 100.2M (max: 2.0G available: 1.9G)
CPU: 3.101s
CGroup: /system.slice/ids-ml-backend.service
└─16291 /opt/ids/python_ml/venv/bin/python3 main.py
Nov 22 11:01:03 ids.alfacom.it systemd[1]: Started IDS ML Backend (FastAPI).
[root@ids ids]# sudo systemctl status ids-ml-backend
● ids-ml-backend.service - IDS ML Backend (FastAPI)
Loaded: loaded (/etc/systemd/system/ids-ml-backend.service; enabled; preset: disabled)
Active: activating (auto-restart) (Result: exit-code) since Sat 2025-11-22 11:01:05 CET; 9s ago
Process: 16291 ExecStart=/opt/ids/python_ml/venv/bin/python3 main.py (code=exited, status=1/FAILURE)
Main PID: 16291 (code=exited, status=1/FAILURE)
CPU: 3.804s
[root@ids ids]# sudo systemctl status ids-ml-backend
● ids-ml-backend.service - IDS ML Backend (FastAPI)
Loaded: loaded (/etc/systemd/system/ids-ml-backend.service; enabled; preset: disabled)
Active: activating (auto-restart) (Result: exit-code) since Sat 2025-11-22 11:01:17 CET; 251ms ago
Process: 16321 ExecStart=/opt/ids/python_ml/venv/bin/python3 main.py (code=exited, status=1/FAILURE)
Main PID: 16321 (code=exited, status=1/FAILURE)
CPU: 3.840s
[root@ids ids]# tail -30 /var/log/ids/ml_backend.log
[LOAD] Modello caricato da models
 Starting IDS API on http://0.0.0.0:8000
 Docs available at http://0.0.0.0:8000/docs
INFO: Started server process [16257]
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.
[LOAD] Modello caricato da models
 Starting IDS API on http://0.0.0.0:8000
 Docs available at http://0.0.0.0:8000/docs
INFO: Started server process [16291]
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.
[LOAD] Modello caricato da models
 Starting IDS API on http://0.0.0.0:8000
 Docs available at http://0.0.0.0:8000/docs
INFO: Started server process [16321]
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.
[LOAD] Modello caricato da models
 Starting IDS API on http://0.0.0.0:8000
 Docs available at http://0.0.0.0:8000/docs
[root@ids ids]# sudo systemctl status ids-ml-backend
● ids-ml-backend.service - IDS ML Backend (FastAPI)
Loaded: loaded (/etc/systemd/system/ids-ml-backend.service; enabled; preset: disabled)
Active: active (running) since Sat 2025-11-22 11:01:27 CET; 2s ago
Main PID: 16348 (python3)
Tasks: 19 (limit: 100409)
Memory: 118.4M (max: 2.0G available: 1.8G)
CPU: 3.872s
CGroup: /system.slice/ids-ml-backend.service
└─16348 /opt/ids/python_ml/venv/bin/python3 main.py
Nov 22 11:01:27 ids.alfacom.it systemd[1]: Started IDS ML Backend (FastAPI).
[root@ids ids]# sudo systemctl status ids-ml-backend
● ids-ml-backend.service - IDS ML Backend (FastAPI)
Loaded: loaded (/etc/systemd/system/ids-ml-backend.service; enabled; preset: disabled)
Active: activating (auto-restart) (Result: exit-code) since Sat 2025-11-22 11:01:30 CET; 4s ago
Process: 16348 ExecStart=/opt/ids/python_ml/venv/bin/python3 main.py (code=exited, status=1/FAILURE)
Main PID: 16348 (code=exited, status=1/FAILURE)
CPU: 3.911s
Nov 22 11:01:30 ids.alfacom.it systemd[1]: ids-ml-backend.service: Failed with result 'exit-code'.
Nov 22 11:01:30 ids.alfacom.it systemd[1]: ids-ml-backend.service: Consumed 3.911s CPU time.
[root@ids ids]# tail -30 /var/log/ids/ml_backend.log
[LOAD] Modello caricato da models
🚀 Starting IDS API on http://0.0.0.0:8000
📚 Docs available at http://0.0.0.0:8000/docs
INFO: Started server process [16291]
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.
[LOAD] Modello caricato da models
🚀 Starting IDS API on http://0.0.0.0:8000
📚 Docs available at http://0.0.0.0:8000/docs
INFO: Started server process [16321]
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.
[LOAD] Modello caricato da models
🚀 Starting IDS API on http://0.0.0.0:8000
📚 Docs available at http://0.0.0.0:8000/docs
INFO: Started server process [16348]
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.
[LOAD] Modello caricato da models
🚀 Starting IDS API on http://0.0.0.0:8000
📚 Docs available at http://0.0.0.0:8000/docs
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