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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_results_v5.1 training_results_v5.1 Public

    This repository contains the results and code for the MLPerf® Training v5.1 benchmark.

    Python 2 2

  2. training training Public

    Reference implementations of MLPerf® training benchmarks

    Python 1.7k 585

  3. inference inference Public

    Reference implementations of MLPerf® inference benchmarks

    Python 1.5k 593

  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 8

  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.

    62 13

  6. modelbench modelbench Public

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

    Python 112 27

Repositories

Showing 10 of 117 repositories
  • 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 112 Apache-2.0 27 489 4 Updated Dec 6, 2025
  • inference Public

    Reference implementations of MLPerf® inference benchmarks

    mlcommons/inference’s past year of commit activity
    Python 1,500 Apache-2.0 593 217 35 Updated Dec 6, 2025
  • ck Public

    Collective Knowledge (CK), Collective Mind (CM/CMX) and MLPerf automations: community-driven projects to facilitate collaborative and reproducible research and to learn how to run AI, ML, and other emerging workloads more efficiently and cost-effectively across diverse models, datasets, software, and hardware using MLPerf methodology and benchmarks

    mlcommons/ck’s past year of commit activity
    Python 638 Apache-2.0 121 9 1 Updated Dec 5, 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 402 Apache-2.0 76 26 (4 issues need help) 5 Updated Dec 5, 2025
  • storage Public

    MLPerf® Storage Benchmark Suite

    mlcommons/storage’s past year of commit activity
    Python 170 Apache-2.0 54 37 4 Updated Dec 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 760 Apache-2.0 94 168 (4 issues need help) 36 Updated Dec 5, 2025
  • logging Public

    MLPerf™ logging library

    mlcommons/logging’s past year of commit activity
    Python 37 Apache-2.0 53 41 1 Updated Dec 4, 2025
  • training Public

    Reference implementations of MLPerf® training benchmarks

    mlcommons/training’s past year of commit activity
    Python 1,730 Apache-2.0 585 18 3 Updated Dec 4, 2025
  • 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 9 Apache-2.0 24 83 (4 issues need help) 0 Updated Dec 4, 2025
  • mlperf_inference_test_submissions_v5.0 Public
    mlcommons/mlperf_inference_test_submissions_v5.0’s past year of commit activity
    Mermaid 0 5 0 0 Updated Dec 4, 2025
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