Add time-aware traffic logger and auto-retrain system
- Log traffic features with timestamps to CSV every 5s - Add hour_sin/hour_cos time features (15 → 17 feature vector) - Auto-retrain from traffic log at configurable interval (default 24h) - Detect old 15-feature models and switch to learning mode - SIGUSR1 now retrains from traffic log first, falls back to collect mode - Add CLI: `ai traffic` (time-bucketed summary), `ai log` (recent entries) - Add config keys: traffic_log_file, retention_days, retrain_window Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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@@ -65,6 +65,11 @@ ai:
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anomaly_threshold: -0.16 # sklearn decision_function threshold
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# Retraining
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retrain_interval: 604800 # 7 days in seconds
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retrain_interval: 86400 # auto-retrain interval (seconds, default 24h)
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retrain_window: 86400 # data range for retrain (most recent N seconds)
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model_file: /var/lib/xdp-defense/ai_model.pkl
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training_data_file: /var/lib/xdp-defense/training_data.csv
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# Traffic logging
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traffic_log_file: /var/lib/xdp-defense/traffic_log.csv
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traffic_log_retention_days: 7 # days to keep traffic log data
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