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Author SHA1 Message Date
marco370
7ba039a547 Fix index out of bounds error during synthetic data testing 
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
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 2025-11-24 17:57:22 +00:00
marco370
0d9fda8a90 Saved progress at the end of the loop 
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 2025-11-24 17:56:20 +00:00
Marco Lanzara
87d84fc8ca 🚀 Release v1.0.63 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 17:53:58
 2025-11-24 17:53:58 +00:00
marco370
57afbc6eec Saved progress at the end of the loop 
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 2025-11-24 17:53:04 +00:00
marco370
9fe2532217 Add timestamp to synthetic data for accurate model testing 
Add a 'timestamp' column to the synthetic dataset generation in `python_ml/dataset_loader.py` to resolve a `KeyError` during model training and testing.

Replit-Commit-Author: Agent
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 2025-11-24 17:52:16 +00:00
marco370
db54fc3235 Saved progress at the end of the loop 
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 2025-11-24 17:50:09 +00:00
Marco Lanzara
71a186a891 🚀 Release v1.0.62 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 17:47:05
 2025-11-24 17:47:05 +00:00
marco370
8114c3e508 Saved progress at the end of the loop 
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 2025-11-24 17:45:45 +00:00
marco370
75d3bd56a1 Simplify ML dependency to use standard Isolation Forest 
Remove problematic Extended Isolation Forest dependency and leverage existing scikit-learn fallback for Python 3.11 compatibility.

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 2025-11-24 17:44:11 +00:00
marco370
132a667b2a Update ML dependency installation script for improved build isolation 
Refactor deployment script and documentation to correctly handle build isolation for ML dependencies, specifically `eif`, by leveraging environment variables and sequential installation steps.

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 2025-11-24 17:35:40 +00:00
Marco Lanzara
8ad7e0bd9c 🚀 Release v1.0.61 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 17:11:49
 2025-11-24 17:11:49 +00:00
marco370
051c838840 Add ability to install ML dependencies and resolve build issues 
Update install_ml_deps.sh to use --no-build-isolation when installing eif to resolve ModuleNotFoundError during build.

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 2025-11-24 17:06:43 +00:00
Marco Lanzara
485f3d983b 🚀 Release v1.0.60 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 17:02:58
 2025-11-24 17:02:58 +00:00
marco370
102113e950 Improve ML dependency installation script for robust deployment 
Update deployment script to correctly activate virtual environment, install Cython and numpy as build dependencies before eif, and ensure sequential installation for the ML hybrid detector.

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 2025-11-24 17:02:15 +00:00
Marco Lanzara
270e211fec 🚀 Release v1.0.59 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 16:59:32
 2025-11-24 16:59:32 +00:00
Marco Lanzara
81dee61ae4 🚀 Release v1.0.58 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 16:58:25
 2025-11-24 16:58:25 +00:00
marco370
b78f03392a Update deployment process to handle machine learning dependencies 
Create a dedicated script to install machine learning dependencies in the correct order, ensuring Cython is installed before packages that require it for compilation, and update documentation accordingly.

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 2025-11-24 16:38:41 +00:00
Marco Lanzara
f5e212626a 🚀 Release v1.0.57 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 16:36:14
 2025-11-24 16:36:14 +00:00
marco370
b4aaa5456f Add Cython to Python dependencies for model compilation 
Add Cython==3.0.5 to python_ml/requirements.txt and update replit.md to reflect this change, resolving a compilation issue with the eif library.

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 2025-11-24 16:35:15 +00:00
Marco Lanzara
152e22621b 🚀 Release v1.0.56 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 16:33:35
 2025-11-24 16:33:35 +00:00
marco370
043690f829 Update dependency version for improved compatibility 
Update `eif` dependency from version 2.0.0 to 2.0.2 in `requirements.txt` and documentation to resolve a deployment issue, as version 2.0.0 is not available.

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 2025-11-24 16:32:31 +00:00
Marco Lanzara
3a945ec7d0 🚀 Release v1.0.55 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 16:28:47
 2025-11-24 16:28:47 +00:00
marco370
dac78addab Saved progress at the end of the loop 
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 2025-11-24 16:26:43 +00:00
marco370
16617aa0fa Improve model training by adding robust error handling and logging 
Add exception handling to the model training process to log failures and improve robustness.

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 2025-11-24 16:25:40 +00:00
marco370
783d28f571 Add a hybrid machine learning system to reduce false positives 
Add a new hybrid ML detector system using Extended Isolation Forest and feature selection to reduce false positives. Documented with a deployment checklist and updated API performance notes.

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 2025-11-24 16:06:29 +00:00
marco370
8b16800bb6 Update system to use hybrid detector and improve validation accuracy 
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.

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 2025-11-24 16:02:49 +00:00
marco370
4bc4bc5a31 Update backend API to support new hybrid ML detection system 
Introduce MLHybridDetector and update FastAPI app configuration to prioritize it, along with a new training script `train_hybrid.py`.

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 2025-11-24 15:57:23 +00:00
marco370
350a0994bd Add dataset loader and validation metrics modules 
Introduces `CICIDS2017Loader` for dataset handling and `ValidationMetrics` class for calculating performance metrics in Python.

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 2025-11-24 15:55:30 +00:00
marco370
932931457e Add a hybrid machine learning detection system 
Add a new ML hybrid detector module with Extended Isolation Forest, feature selection, and an ensemble classifier, along with updated Python dependencies.

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 2025-11-24 15:53:05 +00:00
Marco Lanzara
0fa2f118a0 🚀 Release v1.0.54 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 15:30:39
 2025-11-24 15:30:39 +00:00
marco370
6df27bbd11 Saved progress at the end of the loop 
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 2025-11-24 15:29:42 +00:00
marco370
3de433f278 Fix analytics data inconsistency on live dashboard 
Update analytics aggregator to correctly count attack occurrences and fix type hinting for daily aggregation.

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 2025-11-24 15:28:22 +00:00
marco370
3d7a0ce424 Improve attack data accuracy and add validation checks 
Update analytics aggregation logic to accurately count attack packets by type and country, including fallbacks for missing data, and add validation to ensure breakdown totals match reported attack packets.

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 2025-11-24 15:27:17 +00:00
Marco Lanzara
7734f56802 🚀 Release v1.0.53 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 15:12:02
 2025-11-24 15:12:02 +00:00
marco370
d43b0de37f Saved progress at the end of the loop 
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 2025-11-24 15:10:41 +00:00
marco370
3c14508aa5 Add critical alert for idle analytics aggregator 
Add a destructive alert to the services page indicating when the analytics aggregator has been idle for too long, along with immediate solution instructions. Also creates a deployment checklist detailing the critical step of setting up the analytics aggregator timer.

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 2025-11-24 15:09:18 +00:00
marco370
b61940f1fe Saved progress at the end of the loop 
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 2025-11-24 11:47:10 +00:00
Marco Lanzara
7ecc88dded 🚀 Release v1.0.52 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 11:11:32
 2025-11-24 11:11:32 +00:00
Marco Lanzara
bbb9987b9b 🚀 Release v1.0.51 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 11:08:56
 2025-11-24 11:08:56 +00:00
marco370
7940694d43 Saved progress at the end of the loop 
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 2025-11-24 11:08:19 +00:00
marco370
921dd81563 Improve system service reliability and monitoring details 
Update systemd service files to ensure continuous operation with automatic restarts, add a timestamp for improved debugging of analytics aggregation, and introduce a new installation script for streamlined deployment.

Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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 2025-11-24 11:02:23 +00:00
marco370
402cbe1890 Add Analytics Aggregator monitoring and status display 
Integrates Analytics Aggregator status checks into the services overview, updating both backend route handling and frontend display components.

Replit-Commit-Author: Agent
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 2025-11-24 10:58:41 +00:00
marco370
edf7ef97f0 Improve dashboard and detection loading performance 
Add ?limit=100 to API calls in Dashboard and Detections components to optimize data fetching.

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 2025-11-24 10:56:44 +00:00
marco370
2067c390c1 Update database cleanup to retain logs for 3 days 
Modify `cleanup_old_logs.sql` to retain logs for 3 days instead of 7, and update the `cleanup_database.sh` script to reflect this change.

Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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 2025-11-24 10:56:07 +00:00
Marco Lanzara
070adb0d14 🚀 Release v1.0.50 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 10:12:24
 2025-11-24 10:12:24 +00:00
marco370
3da26587f9 Display accurate real-time attack statistics on the dashboard 
Introduce a new API endpoint to fetch aggregated dashboard statistics, replacing raw data retrieval with pre-calculated metrics for improved performance and accuracy in the live dashboard view.

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Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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 2025-11-24 10:12:02 +00:00
Marco Lanzara
78f21d25a0 🚀 Release v1.0.49 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 10:04:40
 2025-11-24 10:04:40 +00:00
marco370
bfff4fdcba Fix how live traffic distribution data is fetched 
Correctly format the API query key for fetching network logs to display live traffic distribution.

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 2025-11-24 10:04:29 +00:00
Marco Lanzara
cbfa78de28 🚀 Release v1.0.48 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 09:59:49
 2025-11-24 09:59:49 +00:00
marco370
e629bf4ed3 Improve analytics data fetching and server restart process 
Fixes the analytics API call by correctly formatting the query parameters in the `AnalyticsHistory.tsx` component. Enhances the `restart_frontend.sh` script for more aggressive process killing and port cleanup to prevent 'address already in use' errors. Also, adds a check for the `country` column existence in the database schema, addressing a potential mismatch between development and production environments.

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 2025-11-24 09:59:06 +00:00