A list of awesome research on log analysis, anomaly detection, fault localization, and AIOps
☆797Dec 31, 2023Updated 2 years ago
Alternatives and similar repositories for awesome-log-analysis
Users that are interested in awesome-log-analysis are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A machine learning toolkit for log parsing [ICSE'19, DSN'16]☆1,976Jun 10, 2025Updated last year
- A machine learning toolkit for log-based anomaly detection [ISSRE'16]☆1,416Apr 24, 2024Updated 2 years ago
- A large collection of system log datasets for AI-driven log analytics [ISSRE'23]☆2,734Updated this week
- log anomaly detection toolkit including DeepLog☆459Apr 23, 2020Updated 6 years ago
- Log-based impactful problem identification using machine learning [FSE'18]☆175Jul 6, 2023Updated 2 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Collection of slides, repositories, papers about AIOps☆1,539Mar 17, 2026Updated 2 months ago
- A robust streaming log template miner based on the Drain algorithm☆821Feb 4, 2025Updated last year
- Log Anomaly Detection - Machine learning to detect abnormal events logs☆347Apr 21, 2023Updated 3 years ago
- Pytorch Implementation of DeepLog.☆428Jul 25, 2024Updated last year
- AIOps学习资料汇总，欢迎一起补全这个仓库，欢迎star☆1,744May 27, 2024Updated 2 years ago
- A deep learning toolkit for log-based anomaly detection☆267Sep 4, 2023Updated 2 years ago
- PyTorch implements "DeepLog: Anomaly Detection and Diagnosis from System Logs through Deep Learning"☆102Jun 22, 2025Updated 11 months ago
- An optimized log compression tool via iterative clustering [ASE'19]☆60Oct 29, 2019Updated 6 years ago
- The fundamental package for AIops with python.☆400Jun 3, 2020Updated 6 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- A Large-scale Evaluation for Log Parsing Techniques: How Far are We? [ISSTA'24]☆147Oct 8, 2025Updated 8 months ago
- log anomaly detection via BERT☆351Jun 21, 2024Updated last year
- PyTorch implementation of Deeplog: Anomaly detection and diagnosis from system logs through deep learning☆281Aug 19, 2024Updated last year
- GAIA, with the full name Generic AIOps Atlas, is an overall dataset for analyzing operation problems such as anomaly detection, log analy…☆277Jun 16, 2023Updated 2 years ago
- A curated list of awesome academic researches and industrial materials about Artificial Intelligence for IT Operations (AIOps).☆317Feb 12, 2025Updated last year
- Efficient Log Parsing Using n-Gram Dictionaries☆39Jul 21, 2022Updated 3 years ago
- Papers about Root Cause Analysis in MicroService Systems. Reference to Paper Notes: https://dreamhomes.top/☆144Apr 22, 2022Updated 4 years ago
- "Self-supervised Log Parsing" submitted for review at ECML-PKDD 2020☆60Jul 6, 2023Updated 2 years ago
- Log Parsing with Prompt-based Few-shot Learning (ICSE 2023, Technical Track)☆73Sep 10, 2025Updated 9 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Log-based Anomaly Detection with Deep Learning: How Far Are We? (ICSE 2022, Technical Track)☆222Sep 27, 2024Updated last year
- Source code of MicroRCA☆77May 19, 2023Updated 3 years ago
- All things about aiops☆64Apr 30, 2021Updated 5 years ago
- Ensemble framework of some log based anomaly detection work.☆38Oct 2, 2024Updated last year
- LogAI - An open-source library for log analytics and intelligence☆809Jun 2, 2026Updated last week
- Metis is a learnware platform in the field of AIOps.☆1,758Apr 7, 2023Updated 3 years ago
- Log-based Anomaly Detection Without Log Parsing (ASE 2021, Research Track)☆145Jun 20, 2023Updated 2 years ago
- A distributed representation method for online logs.☆154Nov 27, 2022Updated 3 years ago
- A project of fault localization in time series data☆12Apr 18, 2019Updated 7 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- A toolkit for hybrid log parsing☆18Aug 23, 2023Updated 2 years ago
- LogCluster☆33Dec 4, 2022Updated 3 years ago
- DyCause is a root cause analysis method for the microservice system failures.☆43Dec 10, 2021Updated 4 years ago
- Machine learning algorithms applied on log analysis to detect intrusions and suspicious activities.☆173Nov 6, 2025Updated 7 months ago
- Implementation of PLELog in ICSE 2021 accepted paper:Semi-supervised Log-based Anomaly Detection via Probabilistic Label Estimation.☆81May 16, 2023Updated 3 years ago
- ☆17Feb 11, 2020Updated 6 years ago
- List of tools & datasets for anomaly detection on time-series data.☆3,168Oct 21, 2024Updated last year