marco370
f6e222d473
Correct SQL query for retrieving network traffic data
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Fixes a critical SQL syntax error in `train_hybrid.py` preventing data loading by adjusting the `INTERVAL` calculation for the `timestamp` WHERE clause.
Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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2025-11-24 18:16:21 +00:00
marco370
b88377e2d5
Adapt ML model to new database schema and automate training
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Adjusts SQL queries and feature extraction to accommodate changes in the network_logs database schema, enabling automatic weekly retraining of the ML hybrid detector.
Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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2025-11-24 18:14:43 +00:00
marco370
7ba039a547
Fix index out of bounds error during synthetic data testing
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Corrected an indexing error in `train_hybrid.py` by using `enumerate` to ensure accurate mapping of detections to the test dataset, resolving an `IndexError` when processing synthetic data.
Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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2025-11-24 17:57:22 +00:00
marco370
16617aa0fa
Improve model training by adding robust error handling and logging
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Add exception handling to the model training process to log failures and improve robustness.
Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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2025-11-24 16:25:40 +00:00
marco370
8b16800bb6
Update system to use hybrid detector and improve validation accuracy
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Update main.py endpoints to use the hybrid detector and improve validation logic in train_hybrid.py by mapping detections using source_ip. Also, add synthetic source_ip to dataset_loader.py for both CICIDS2017 and synthetic datasets.
Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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2025-11-24 16:02:49 +00:00
marco370
4bc4bc5a31
Update backend API to support new hybrid ML detection system
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Introduce MLHybridDetector and update FastAPI app configuration to prioritize it, along with a new training script `train_hybrid.py`.
Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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2025-11-24 15:57:23 +00:00
