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MLCommons

Better ML for everyone
README.md

MLCommons

The mission of MLCommons™ is to make machine learning better for everyone. Together with its 50+ founding Members and Affiliates, including startups, leading companies, academics, and non-profits from around the globe, MLCommons will help grow machine learning from a research field into a mature industry through benchmarks, public datasets and best practices. MLCommons firmly believes in the power of open-source and open data. Our software projects are generally available under the Apache 2.0 license and our datasets generally use CC-BY 4.0.

You can visit the MLCommons website here for more information, or head straight to our Community page if you want to join our Working Groups.

Individuals, companies, and other entities can become members and/or affiliates.

Policies, License and Code of Conduct

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  1. training training Public

    Reference implementations of MLPerf® training benchmarks

    Python 1.7k 584

  2. inference inference Public

    Reference implementations of MLPerf® inference benchmarks

    Python 1.5k 588

  3. training_results_v5.0 training_results_v5.0 Public

    This repository contains the results and code for the MLPerf® Training v5.0 benchmark.

    Python 6 7

  4. inference_results_v5.1 inference_results_v5.1 Public

    This repository contains the results and code for the MLPerf™ Inference v5.1 benchmark.

    HTML 4

  5. ailuminate ailuminate Public

    The AILuminate v1.1 benchmark suite is an AI risk assessment benchmark developed with broad involvement from leading AI companies, academia, and civil society.

    26 9

  6. modelbench modelbench Public

    Run safety benchmarks against AI models and view detailed reports showing how well they performed.

    Python 108 26

Repositories

Showing 10 of 116 repositories
  • mlperf-automations Public

    This repository contains automation scripts designed to run MLPerf Inference benchmarks. Originally developed for the Collective Mind (CM) automation framework, these scripts have been adapted to leverage the MLC automation framework, maintained by the MLCommons Benchmark Infrastructure Working Group.

    mlcommons/mlperf-automations’s past year of commit activity
    Python 8 Apache-2.0 22 83 (4 issues need help) 2 Updated Nov 10, 2025
  • mobile_app_open Public

    Mobile App Open

    mlcommons/mobile_app_open’s past year of commit activity
    C++ 63 Apache-2.0 29 47 4 Updated Nov 10, 2025
  • dynabench Public
    mlcommons/dynabench’s past year of commit activity
    Python 25 MIT 18 9 7 Updated Nov 9, 2025
  • mlcflow Public

    MLCFlow: Simplifying MLPerf Automations

    mlcommons/mlcflow’s past year of commit activity
    Python 10 Apache-2.0 13 4 (2 issues need help) 3 Updated Nov 8, 2025
  • algorithmic-efficiency Public

    MLCommons Algorithmic Efficiency is a benchmark and competition measuring neural network training speedups due to algorithmic improvements in both training algorithms and models.

    mlcommons/algorithmic-efficiency’s past year of commit activity
    Python 400 Apache-2.0 75 26 (4 issues need help) 5 Updated Nov 8, 2025
  • modelbench Public

    Run safety benchmarks against AI models and view detailed reports showing how well they performed.

    mlcommons/modelbench’s past year of commit activity
    Python 108 Apache-2.0 26 478 3 Updated Nov 7, 2025
  • inference Public

    Reference implementations of MLPerf® inference benchmarks

    mlcommons/inference’s past year of commit activity
    Python 1,480 Apache-2.0 588 216 28 Updated Nov 6, 2025
  • training Public

    Reference implementations of MLPerf® training benchmarks

    mlcommons/training’s past year of commit activity
    Python 1,723 Apache-2.0 584 11 2 Updated Nov 5, 2025
  • croissant Public

    Croissant is a high-level format for machine learning datasets that brings together four rich layers.

    mlcommons/croissant’s past year of commit activity
    Jupyter Notebook 746 Apache-2.0 90 169 (5 issues need help) 35 Updated Nov 5, 2025
  • r2-infra Public

    MLC Cloudflare R2 Dataset Distribution Infrastructure Management

    mlcommons/r2-infra’s past year of commit activity
    HTML 1 Apache-2.0 0 0 0 Updated Nov 5, 2025
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