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Top repositories

1

loghub

A large collection of system log datasets for AI-driven log analytics [ISSRE'23]
1,680
star
2

logparser

A machine learning toolkit for log parsing [ICSE'19, DSN'16]
Python
1,541
star
3

loglizer

A machine learning toolkit for log-based anomaly detection [ISSRE'16]
Jupyter Notebook
1,266
star
4

awesome-log-analysis

A list of awesome research on log analysis, anomaly detection, fault localization, and AIOps
695
star
5

Drain3

A robust streaming log template miner based on the Drain algorithm
Python
464
star
6

deep-loglizer

A deep learning toolkit for log-based anomaly detection
Python
217
star
7

Log3C

Log-based impactful problem identification using machine learning [FSE'18]
Python
171
star
8

bughub

A collection of free-text bug reports for duplicate issue identification
113
star
9

loghub-2.0

A Large-scale Evaluation for Log Parsing Techniques: How Far are We? [ISSTA'24]
Python
66
star
10

logzip

An optimized log compression tool via iterative clustering [ASE'19]
Python
53
star
11

AutoLog

AutoLog: A Log Sequence Synthesis Framework for Anomaly Detection [ASE'23]
Java
36
star
12

LILAC

LILAC: Log Parsing using LLMs with Adaptive Parsing Cache [FSE'24]
Python
30
star
13

LogBench

A benchmark for logging statement generation.
Python
17
star
14

hybridlogparser

A toolkit for hybrid log parsing
Python
16
star
15

LoggingDescriptions

Characterizing the natural language descriptions in software logging statements [ASE'18]
16
star
16

LogAdvisor

Learning to log: A framework for determining optimal logging points [ICSE'15, ICSE'14]
C#
14
star
17

logpai.github.io

JavaScript
1
star