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README.md

NetMan AIOps

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
  • Donut
  • JumpStarter
  • OmniAnomaly
  • Domi
  • Kontrast
  1. Log analysis
  • LogClass
  • Log2Vec
  1. Trace anomaly detection
  • TraceAnomaly
  • TraceVAE
  1. Root cause localization
  • PSqueeze
  • DejaVu
  • CMDiagnostor
  • CIRCA

Pinned Loading

  1. donut donut Public

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

    Python 480 139

  2. TraceAnomaly TraceAnomaly Public

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

    Python 283 57

  3. OmniAnomaly OmniAnomaly Public

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

    Python 957 230

  4. Squeeze Squeeze Public

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

    Python 107 21

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

    2018AIOps: The 1st match for AIOps

    105 20

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

    The published dataset of AIOps Challenge 2020

    78 12

Repositories

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Showing 10 of 52 repositories
  • sktime Public Forked from sktime/sktime

    A unified framework for machine learning with time series

    NetManAIOps/sktime's past year of commit activity
    Python 2 BSD-3-Clause 2,544 0 1 Updated Nov 12, 2026
  • TSAgentRuntime Public

    TSAgentRuntime

    NetManAIOps/TSAgentRuntime's past year of commit activity
    Python 0 0 0 0 Updated Oct 28, 2026
  • FoundRoot Public

    [ICSE' 26] FoundRoot: Towards Foundation Model for Root Cause Analysis via Structured Deep Thinking

    NetManAIOps/FoundRoot's past year of commit activity
    Python 9 MIT 2 0 0 Updated Sep 11, 2026
  • TimeSense Public

    The official implementation of *TimeSense* (EMNLP'26).

    NetManAIOps/TimeSense's past year of commit activity
    Python 1 MIT 0 0 0 Updated Aug 31, 2026
  • ChatTS Public

    [VLDB' 25] ChatTS: LLM for Time Series Understanding and Reasoning

    NetManAIOps/ChatTS's past year of commit activity
    Python 490 MIT 56 0 0 Updated Jul 9, 2026
  • SPRINT Public

    The official implementation of *SPRINT* (ICML'26).

    NetManAIOps/SPRINT's past year of commit activity
    Python 8 0 0 0 Updated Jul 4, 2026
  • TameR Public

    The official implementation of *TameR* (ICML'26).

    NetManAIOps/TameR's past year of commit activity
    Python 4 0 0 0 Updated Jul 4, 2026
  • AutoDA-Timeseries Public

    AutoDA-Timeseries: Automated Data Augmentation for Time Series

    NetManAIOps/AutoDA-Timeseries's past year of commit activity
    Python 6 0 2 0 Updated Jun 15, 2026
  • KAD-Disformer Public
    NetManAIOps/KAD-Disformer's past year of commit activity
    Jupyter Notebook 8 2 0 0 Updated Oct 13, 2025
  • course.aiops.org Public
    NetManAIOps/course.aiops.org's past year of commit activity
    HTML 2 0 0 0 Updated Jul 25, 2025
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People

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Most used topics

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