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Author SHA1 Message Date
marco370
f0d391b2a1 Map confidence level strings to numeric values for detection results 
Converts 'high', 'medium', and 'low' confidence levels to their corresponding numeric values (95.0, 75.0, 50.0) before saving detection results to the database, resolving an invalid input syntax error for type numeric.

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 2025-11-25 09:34:44 +00:00
Marco Lanzara
2192607bf6 🚀 Release v1.0.77 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-25 09:19:17
 2025-11-25 09:19:17 +00:00
marco370
14d67c63a3 Improve syslog parser reliability and add monitoring 
Enhance the syslog parser with auto-reconnect, error recovery, and integrated health metrics logging. Add a cron job for automated health checks and restarts.

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 2025-11-25 09:09:21 +00:00
Marco Lanzara
093a7ba874 🚀 Release v1.0.76 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-25 08:52:18
 2025-11-25 08:52:18 +00:00
marco370
837f7d4c08 Update detection results to use correct key names for scores 
Corrects the key names used to retrieve detection results in `compare_models.py` to match the output format of the hybrid detector.

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 2025-11-25 08:51:27 +00:00
Marco Lanzara
49eb9a9f91 🚀 Release v1.0.75 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-25 08:46:31
 2025-11-25 08:46:31 +00:00
marco370
2d7185cdbc Adjust model comparison script to correctly process network logs 
Correct logic in `compare_models.py` to pass raw network logs to the detection method, ensuring correct feature extraction and preventing a 'timestamp' KeyError.

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 2025-11-25 08:43:55 +00:00
Marco Lanzara
27499869ac 🚀 Release v1.0.74 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-25 08:42:17
 2025-11-25 08:42:17 +00:00
marco370
cf3223b247 Update model comparison script to use current database detections 
Adjusted script to query existing database detections instead of a specific model version, updating column names to match the actual database schema (source_ip, risk_score, anomaly_type, log_count, last_seen, detected_at).

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 2025-11-25 08:42:06 +00:00
Marco Lanzara
c56af1cb16 🚀 Release v1.0.73 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-25 08:37:26
 2025-11-25 08:37:26 +00:00
marco370
a32700c149 Add script to compare old and new detection models 
Creates a Python script that loads old detection data, reanalyzes IPs with the new hybrid detector, and compares the results to identify differences and improvements.

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 2025-11-25 08:36:32 +00:00
Marco Lanzara
77cd8a823f 🚀 Release v1.0.72 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-25 08:24:55
 2025-11-25 08:24:55 +00:00
marco370
a47079c97c Add historical training data logging for hybrid models 
Integrate saving of training history to the database within `train_hybrid.py`, ensuring that model versioning is correctly applied for hybrid detector runs.

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 2025-11-25 08:08:45 +00:00
Marco Lanzara
2a33ac82fa 🚀 Release v1.0.71 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-25 08:02:02
 2025-11-25 08:02:02 +00:00
marco370
cf094bf750 Update model version tracking for training history 
Dynamically set the model version to "2.0.0" for hybrid detectors and "1.0.0" for legacy detectors, and update the database insertion logic in `main.py` to use this dynamic version.

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 2025-11-25 08:01:03 +00:00
Marco Lanzara
3a4d72f1e3 🚀 Release v1.0.70 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-25 07:56:24
 2025-11-25 07:56:24 +00:00
marco370
5feb691122 Fix error when hybrid detector models are not loaded 
Correctly check if the hybrid detector models are loaded by verifying the presence of `isolation_forest` instead of a non-existent `is_trained` attribute in `python_ml/main.py`.

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 2025-11-25 07:56:15 +00:00
Marco Lanzara
a7f55b68d7 🚀 Release v1.0.69 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-25 07:54:07
 2025-11-25 07:54:07 +00:00
marco370
08af108cfb Fix backend crash when initializing hybrid ML detector 
Corrected `main.py` to handle the `ml_analyzer` being `None` when `USE_HYBRID_DETECTOR` is true, preventing an `AttributeError` during startup.

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 2025-11-25 07:53:47 +00:00
marco370
d086b00092 Fix system service to prevent continuous restart failures 
The systemd service for the ML backend is repeatedly failing and restarting due to an exit-code failure.

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 2025-11-25 07:51:16 +00:00
marco370
adcf997bdd Saved progress at the end of the loop 
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 2025-11-24 18:17:52 +00:00
Marco Lanzara
b3b87333ca 🚀 Release v1.0.68 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 18:17:37
 2025-11-24 18:17:37 +00:00
marco370
f6e222d473 Correct SQL query for retrieving network traffic data 
Fixes a critical SQL syntax error in `train_hybrid.py` preventing data loading by adjusting the `INTERVAL` calculation for the `timestamp` WHERE clause.

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 2025-11-24 18:16:21 +00:00
marco370
b88377e2d5 Adapt ML model to new database schema and automate training 
Adjusts SQL queries and feature extraction to accommodate changes in the network_logs database schema, enabling automatic weekly retraining of the ML hybrid detector.

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 2025-11-24 18:14:43 +00:00
Marco Lanzara
7e9599804a 🚀 Release v1.0.67 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 18:07:00
 2025-11-24 18:07:00 +00:00
Marco Lanzara
d384193203 🚀 Release v1.0.66 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 18:06:18
 2025-11-24 18:06:18 +00:00
marco370
04136e4303 Add script to train hybrid ML detector with real data 
Create a bash script to automate the training of the hybrid ML detector, automatically fetching database credentials from the .env file and executing the training process.

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 2025-11-24 18:05:04 +00:00
marco370
34bd6eb8b8 Saved progress at the end of the loop 
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 2025-11-24 18:01:42 +00:00
Marco Lanzara
7a2b52af51 🚀 Release v1.0.65 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 17:58:33
 2025-11-24 17:58:33 +00:00
Marco Lanzara
3c68661af5 🚀 Release v1.0.64 
- Tipo: patch
- Database schema: database-schema/schema.sql (solo struttura)
- Data: 2025-11-24 17:57:38
 2025-11-24 17:57:38 +00:00
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.

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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.

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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.

Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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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.

Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
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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.

Replit-Commit-Author: Agent
Replit-Commit-Session-Id: 7a657272-55ba-4a79-9a2e-f1ed9bc7a528
Replit-Commit-Checkpoint-Type: full_checkpoint
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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