Popular GitHub Repositories for Log Analysis

A large collection of system log datasets for AI-driven log analytics [ISSRE'23]

A machine learning toolkit for log parsing [ICSE'19, DSN'16]

A machine learning toolkit for log-based anomaly detection [ISSRE'16]

LogAI - An open-source library for log analytics and intelligence

log anomaly detection toolkit including DeepLog

DoctorGPT brings GPT into production for application log error diagnosing!

Log-based impactful problem identification using machine learning [FSE'18]

This tool parses log data and allows to define analysis pipelines for anomaly detection. It was designed to run the analysis with limited resources and lowest possible permissions to make it suitable for production server use.

Machine learning algorithms to detect anomalies in unstructured logs

Some of my reward functions and analysis that helped me throughout my learning

Code for "LEMMA-RCA: A Large Multi-modal Multi-domain Dataset for Root Cause Analysis" paper

A highly scalable real-time log anomaly detection architecture with LLMs, information retrieval, and user feedback to pinpoint faults across a distributed system.

Multi-classification of logs as well as anomaly detection

A log summarizer api service using uvicorn, fastapi, mysql and llms