LOGPAI

All

18 repositories

loghub
Public
A large collection of system log datasets for AI-driven log analytics [ISSRE'23]
log-analysis logs datasets anomaly-detection log-parsing unstructured-logs log-intelligence
Other
•643•2k•3•0•Updated Mar 6, 2025Mar 6, 2025
logparser
Public
A machine learning toolkit for log parsing [ICSE'19, DSN'16]
benchmark log-analysis log log-parser log-mining anomaly-detection log-parsing
Python
•
Other
•561•1.7k•1•1•Updated Feb 19, 2025Feb 19, 2025
Drain3
Public
A robust streaming log template miner based on the Drain algorithm
machine-learning log clustering observability log-clustering drain anomaly-detection aiops template-mining
Python
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Other
•146•525•19•1•Updated Feb 4, 2025Feb 4, 2025
logpai.github.io
Public
JavaScript
•2•1•0•0•Updated Nov 9, 2024Nov 9, 2024
LogBench
Public
A benchmark for logging statement generation.
benchmark logging code-generation
Python
•
Apache License 2.0
•5•19•0•0•Updated Nov 3, 2024Nov 3, 2024
loghub-2.0
Public
A Large-scale Evaluation for Log Parsing Techniques: How Far are We? [ISSTA'24]
Python
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Other
•15•96•0•0•Updated Aug 7, 2024Aug 7, 2024
.github
Public
0•0•0•0•Updated Jun 20, 2024Jun 20, 2024
loglizer
Public
A machine learning toolkit for log-based anomaly detection [ISSRE'16]
machine-learning log-analysis anomaly-detection failure-diagnosis aiops
Jupyter Notebook
•
MIT License
•430•1.3k•24•7•Updated Apr 24, 2024Apr 24, 2024
bughub
Public
A collection of free-text bug reports for duplicate issue identification
nlp datasets bug-reports duplicate-detection
25•119•4•1•Updated Mar 18, 2024Mar 18, 2024
AutoLog
Public
AutoLog: A Log Sequence Synthesis Framework for Anomaly Detection [ASE'23]
Java
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MIT License
•3•37•1•0•Updated Feb 20, 2024Feb 20, 2024
LILAC
Public
LILAC: Log Parsing using LLMs with Adaptive Parsing Cache [FSE'24]
Python
•5•41•0•0•Updated Feb 3, 2024Feb 3, 2024
awesome-log-analysis
Public
A list of awesome research on log analysis, anomaly detection, fault localization, and AIOps
fault-localization failure-diagnosis bug-finding anamoly-detection log-analysis aiops
MIT License
•124•745•0•2•Updated Dec 31, 2023Dec 31, 2023
deep-loglizer
Public
A deep learning toolkit for log-based anomaly detection
Python
•
Apache License 2.0
•63•241•12•0•Updated Sep 4, 2023Sep 4, 2023
hybridlogparser
Public
A toolkit for hybrid log parsing
Python
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MIT License
•2•17•0•0•Updated Aug 23, 2023Aug 23, 2023
Log3C
Public
Log-based impactful problem identification using machine learning [FSE'18]
log-analysis kpi anomaly-detection aiops problem-identification
Python
•42•174•2•2•Updated Jul 6, 2023Jul 6, 2023
logzip
Public
An optimized log compression tool via iterative clustering [ASE'19]
Python
•
MIT License
•11•55•0•0•Updated Oct 29, 2019Oct 29, 2019
LogAdvisor
Public
Learning to log: A framework for determining optimal logging points [ICSE'15, ICSE'14]
machine-learning logging code-analysis logging-practices
C#
•12•15•0•0•Updated Dec 25, 2018Dec 25, 2018
LoggingDescriptions
Public
Characterizing the natural language descriptions in software logging statements [ASE'18]
logging what-to-log
3•17•0•0•Updated Dec 5, 2018Dec 5, 2018