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@NetManAIOps

NetManAIOps

The public codes and datasets of Tsinghua Netman Lab.

AIOps Datasets

  1. KPI anomaly detection
  2. Root cause localization for multi-dimensional data
  3. Failure discovery and diagnosis

Please cite our paper of constructing benchmark datasets:

@article{li2022constructing,
  title={Constructing Large-Scale Real-World Benchmark Datasets for AIOps},
  author={Li, Zeyan and Zhao, Nengwen and Zhang, Shenglin and Sun, Yongqian and Chen, Pengfei and Wen, Xidao and Ma, Minghua and Pei, Dan},
  journal={arXiv preprint arXiv:2208.03938},
  year={2022}
}

Open Source Projects

  1. KPI anomaly detection
  1. Log analysis
  1. Trace anomaly detection
  1. Root cause localization

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  1. donut donut Public

    WWW 2018: Unsupervised Anomaly Detection via Variational Auto-Encoder for Seasonal KPIs in Web Applications

    Python 464 141

  2. TraceAnomaly TraceAnomaly Public

    ISSRE'20: Unsupervised Detection of Microservice Trace Anomalies through Service-Level Deep Bayesian Networks

    Python 316 63

  3. OmniAnomaly OmniAnomaly Public

    KDD 2019: Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network

    Python 742 198

  4. Squeeze Squeeze Public

    ISSRE 2019: Generic and Robust Localization of Multi-Dimensional Root Cause

    Python 97 19

  5. KPI-Anomaly-Detection KPI-Anomaly-Detection Public

    2018AIOps: The 1st match for AIOps

    80 19

  6. AIOps-Challenge-2020-Data AIOps-Challenge-2020-Data Public

    The published dataset of AIOps Challenge 2020

    63 10

Repositories

Showing 10 of 42 repositories
  • LatentScope Public Forked from eBay/LatentScope

    Source Code and Dataset B for KDD 24 Paper "Microservice Root Cause Analysis With Limited Observability Through Intervention Recognition in the Latent Space"

    NetManAIOps/LatentScope’s past year of commit activity
    Python 2 Apache-2.0 3 0 0 Updated Aug 26, 2024
  • NetManAIOps/OpenCompass-OpsQA’s past year of commit activity
    Python 2 Apache-2.0 0 0 0 Updated Aug 14, 2024
  • OpsEval-Datasets Public

    Datasets for OpsEval

    NetManAIOps/OpsEval-Datasets’s past year of commit activity
    Python 17 MIT 4 0 0 Updated Aug 5, 2024
  • Bagel Public

    IPCCC 2018: Robust and Unsupervised KPI Anomaly Detection Based on Conditional Variational Autoencoder

    NetManAIOps/Bagel’s past year of commit activity
    Python 50 19 4 1 Updated Jul 25, 2024
  • DejaVu-Omni Public

    Code and datasets for TOSEM paper "DejaVu-Omni: Actionable, Robust and Interpretable Fault Localization for Recurring Failures in Online Service Systems"

    NetManAIOps/DejaVu-Omni’s past year of commit activity
    Jupyter Notebook 1 MIT 0 0 0 Updated Jun 13, 2024
  • NetManAIOps/Chain-of-Event’s past year of commit activity
    Python 3 1 1 0 Updated May 6, 2024
  • NetManAIOps/KAD-Disformer’s past year of commit activity
    Python 3 2 1 0 Updated Apr 16, 2024
  • OmniAnomaly Public

    KDD 2019: Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network

    NetManAIOps/OmniAnomaly’s past year of commit activity
    Python 742 MIT 198 23 4 Updated Mar 3, 2024
  • GTrace Public

    Source code for GTrace (ESEC/FSE'23 industry track).

    NetManAIOps/GTrace’s past year of commit activity
    Python 6 MIT 2 2 0 Updated Mar 1, 2024
  • NetManAIOps/course.aiops.org’s past year of commit activity
    HTML 2 0 0 0 Updated Feb 21, 2024

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