A list of awesome research on log analysis, anomaly detection, fault localization, and AIOps
☆803Dec 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]☆1,987Jun 10, 2025Updated last year
- A machine learning toolkit for log-based anomaly detection [ISSRE'16]☆1,428Apr 24, 2024Updated 2 years ago
- A large collection of system log datasets for AI-driven log analytics [ISSRE'23]☆2,818Updated this week
- log anomaly detection toolkit including DeepLog☆461Apr 23, 2020Updated 6 years ago
- Log-based impactful problem identification using machine learning [FSE'18]☆174Jul 6, 2023Updated 3 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.
- Collection of slides, repositories, papers about AIOps☆1,572Mar 17, 2026Updated 5 months ago
- A robust streaming log template miner based on the Drain algorithm☆871Feb 4, 2025Updated last year
- Log Anomaly Detection - Machine learning to detect abnormal events logs☆346Apr 21, 2023Updated 3 years ago
- Pytorch Implementation of DeepLog.☆431Jul 25, 2024Updated 2 years ago
- AIOps学习资料汇总,欢迎一起补全这个仓库,欢迎star☆1,751May 27, 2024Updated 2 years ago
- A deep learning toolkit for log-based anomaly detection☆268Sep 4, 2023Updated 2 years ago
- PyTorch implements "DeepLog: Anomaly Detection and Diagnosis from System Logs through Deep Learning"☆105Jul 18, 2026Updated last month
- Characterizing the natural language descriptions in software logging statements [ASE'18]☆17Dec 5, 2018Updated 7 years ago
- The fundamental package for AIops with python.☆401Jun 3, 2020Updated 6 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- An optimized log compression tool via iterative clustering [ASE'19]☆60Oct 29, 2019Updated 6 years ago
- A Large-scale Evaluation for Log Parsing Techniques: How Far are We? [ISSTA'24]☆153Oct 8, 2025Updated 10 months ago
- A curated list of awesome academic researches and industrial materials about Artificial Intelligence for IT Operations (AIOps).☆329Feb 12, 2025Updated last year
- GAIA, with the full name Generic AIOps Atlas, is an overall dataset for analyzing operation problems such as anomaly detection, log analy…☆281Jun 16, 2023Updated 3 years ago
- PyTorch implementation of Deeplog: Anomaly detection and diagnosis from system logs through deep learning☆286Aug 19, 2024Updated 2 years ago
- Efficient Log Parsing Using n-Gram Dictionaries☆39Jul 21, 2022Updated 4 years ago
- Papers about Root Cause Analysis in MicroService Systems. Reference to Paper Notes: https://dreamhomes.top/☆146Apr 22, 2022Updated 4 years ago
- "Self-supervised Log Parsing" submitted for review at ECML-PKDD 2020☆59Jul 6, 2023Updated 3 years ago
- Log-based Anomaly Detection with Deep Learning: How Far Are We? (ICSE 2022, Technical Track)☆224Sep 27, 2024Updated last year
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Source code of MicroRCA☆80May 19, 2023Updated 3 years ago
- All things about aiops☆65Apr 30, 2021Updated 5 years ago
- Ensemble framework of some log based anomaly detection work.☆38Oct 2, 2024Updated last year
- Log Parsing with Prompt-based Few-shot Learning (ICSE 2023, Technical Track)☆74Sep 10, 2025Updated 11 months ago
- Metis is a learnware platform in the field of AIOps.☆1,756Apr 7, 2023Updated 3 years ago
- Log-based Anomaly Detection Without Log Parsing (ASE 2021, Research Track)☆147Jun 20, 2023Updated 3 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
- LogCluster☆34Dec 4, 2022Updated 3 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- A toolkit for hybrid log parsing☆18Aug 23, 2023Updated 3 years 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
- 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.☆172Nov 6, 2025Updated 9 months ago
- ☆17Feb 11, 2020Updated 6 years ago
- Robust Log-Based Anomaly Detection on Unstable Log Data☆18Feb 24, 2020Updated 6 years ago
- List of tools & datasets for anomaly detection on time-series data.☆3,161Oct 21, 2024Updated last year