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@mlcommons

MLCommons

Better ML for everyone

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 1.6k 556

  2. inference inference Public

    Reference implementations of MLPerf™ inference benchmarks

    Python 1.2k 532

  3. training_results_v4.0 training_results_v4.0 Public

    This repository contains the results and code for the MLPerf™ Training v4.0 benchmark.

    Python 12 14

  4. inference_results_v4.1 inference_results_v4.1 Public

    This repository contains the results and code for the MLPerf™ Inference v4.1 benchmark.

    Python 2 7

  5. modelbench modelbench Public

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

    Python 59 9

  6. policies policies Public

    General policies for MLPerf™ including submission rules, coding standards, etc.

    Python 27 54

Repositories

Showing 10 of 92 repositories
  • GaNDLF Public

    A generalizable application framework for segmentation, regression, and classification using PyTorch

    mlcommons/GaNDLF’s past year of commit activity
    Python 162 Apache-2.0 79 17 (1 issue needs help) 3 Updated Oct 31, 2024
  • cm4mlops Public

    A collection of portable, reusable and cross-platform automation recipes (CM scripts) to make it easier to build and benchmark AI systems across diverse models, data sets, software and hardware

    mlcommons/cm4mlops’s past year of commit activity
    Python 10 Apache-2.0 18 74 (1 issue needs help) 1 Updated Oct 31, 2024
  • 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 59 Apache-2.0 9 225 8 Updated Oct 31, 2024
  • GaNDLF-Synth Public

    Extension for GaNDLF [gandlf.org] to enable synthesis.

    mlcommons/GaNDLF-Synth’s past year of commit activity
    Python 3 Apache-2.0 1 0 0 Updated Oct 31, 2024
  • inference Public

    Reference implementations of MLPerf™ inference benchmarks

    mlcommons/inference’s past year of commit activity
    Python 1,221 Apache-2.0 532 160 16 Updated Oct 31, 2024
  • mlcommons/dynabench’s past year of commit activity
    Python 19 MIT 16 7 (1 issue needs help) 4 Updated Oct 31, 2024
  • 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 328 Apache-2.0 65 31 (7 issues need help) 5 Updated Oct 29, 2024
  • inference_policies Public

    Issues related to MLPerf™ Inference policies, including rules and suggested changes

    mlcommons/inference_policies’s past year of commit activity
    56 Apache-2.0 52 18 2 Updated Oct 29, 2024
  • mobile_app_open Public

    Mobile App Open

    mlcommons/mobile_app_open’s past year of commit activity
    C++ 46 Apache-2.0 22 30 5 Updated Oct 29, 2024
  • ck Public

    Collective Knowledge (CK) is an educational community project to learn how to run AI, ML and other emerging workloads in the most efficient and cost-effective way across diverse models, data sets, software and hardware using MLCommons CM (Collective Mind workflow automation framework)

    mlcommons/ck’s past year of commit activity
    Python 606 Apache-2.0 114 15 0 Updated Oct 29, 2024