MLCommons

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103 repositories

ck
Public
Collective Knowledge (CK) and Common Metadata eXchange (CMX): community-driven projects to learn how to run AI, ML and other emerging workloads in a more efficient and cost-effective way across diverse models, datasets, software and hardware using MLPerf automations, CK playground and open reproducibility and optimization challenges
education automation optimization best-practices collaboration cm modularity workflows portability reusability
Python
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Apache License 2.0
•120•614•13•1•Updated Feb 5, 2025Feb 5, 2025
inference
Public
Reference implementations of MLPerf™ inference benchmarks
benchmark machine-learning
Python
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Apache License 2.0
•541•1.3k•173•13•Updated Feb 5, 2025Feb 5, 2025
mlperf_inference_test_submissions_v5.0
Public
HTML
•4•0•0•0•Updated Feb 5, 2025Feb 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.
Python
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Apache License 2.0
•68•351•30•11•Updated Feb 5, 2025Feb 5, 2025
mlcflow
Public
MLCFlow: Simplifying MLPerf Automations
automation-framework mlperf mlcflow mlperf-automations
Python
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Apache License 2.0
•9•3•8•1•Updated Feb 5, 2025Feb 5, 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.
automation mlperf mlperf-inference mlcflow mlperf-automations
Python
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Apache License 2.0
•8•1•51•0•Updated Feb 5, 2025Feb 5, 2025
dynabench
Public
Python
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MIT License
•16•21•8•5•Updated Feb 4, 2025Feb 4, 2025
modelbench
Public
Run safety benchmarks against AI models and view detailed reports showing how well they performed.
Python
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Apache License 2.0
•12•75•211•5•Updated Feb 4, 2025Feb 4, 2025
inference_policies
Public
Issues related to MLPerf™ Inference policies, including rules and suggested changes
Apache License 2.0
•53•58•18•4•Updated Feb 4, 2025Feb 4, 2025
GaNDLF-Synth
Public
Extension for GaNDLF [gandlf.org] to enable synthesis.
medical-imaging synthesis
Python
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Apache License 2.0
•2•4•7•0•Updated Feb 4, 2025Feb 4, 2025
mlperf_inference_unofficial_submissions_v5.0
Public
These are automated test submissions for validating the MLPerf inference workflows
mlperf mlperf-inference mlperf-inference-results
Mermaid
•2•0•0•0•Updated Feb 4, 2025Feb 4, 2025
mobile_app_open
Public
Mobile App Open
C++
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Apache License 2.0
•26•51•32•4•Updated Feb 4, 2025Feb 4, 2025
training
Public
Reference implementations of MLPerf™ training benchmarks
benchmark machine-learning
Python
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Apache License 2.0
•563•1.6k•16•43•Updated Feb 3, 2025Feb 3, 2025
tiny
Public
MLPerf™ Tiny is an ML benchmark suite for extremely low-power systems such as microcontrollers
C
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Apache License 2.0
•94•372•13•6•Updated Feb 3, 2025Feb 3, 2025
cm4mlops
Public
A collection of portable, reusable and cross-platform CM automations for MLOps and MLPerf to simplify the process of building, benchmarking and optimizing AI systems across diverse models, data sets, software and hardware
workflow devops machine-learning automation cross-platform reusable workflow-automation mlops mlperf
Python
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Apache License 2.0
•23•16•7•1•Updated Feb 2, 2025Feb 2, 2025
inference_results_v4.0
Public
This repository contains the results and code for the MLPerf™ Inference v4.0 benchmark.
Apache License 2.0
•17•10•5•5•Updated Feb 2, 2025Feb 2, 2025
mlperf_inference_submissions
Public template
Shell
•2•0•0•1•Updated Feb 1, 2025Feb 1, 2025
chakra
Public
Repository for MLCommons Chakra schema and tools
Python
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Apache License 2.0
•43•81•28•9•Updated Jan 30, 2025Jan 30, 2025
GaNDLF
Public
A generalizable application framework for segmentation, regression, and classification using PyTorch
machine-learning framework deep-learning regression pytorch medical-imaging classification segmentation data-augmentation biomedical-image-processing
Python
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Apache License 2.0
•80•171•15•4•Updated Jan 28, 2025Jan 28, 2025
policies
Public
General policies for MLPerf™ including submission rules, coding standards, etc.
Python
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Apache License 2.0
•55•28•35•40•Updated Jan 28, 2025Jan 28, 2025
medperf
Public
An open benchmarking platform for medical artificial intelligence using Federated Evaluation.
Python
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Apache License 2.0
•34•150•52•23•Updated Jan 28, 2025Jan 28, 2025
mobile_open
Public
MLPerf Mobile benchmarks
Python
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Apache License 2.0
•2•10•6•2•Updated Jan 27, 2025Jan 27, 2025
power-dev
Public
Dev repo for power measurement for the MLPerf™ benchmarks
Python
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Apache License 2.0
•25•20•10•4•Updated Jan 25, 2025Jan 25, 2025
croissant
Public
Croissant is a high-level format for machine learning datasets that brings together four rich layers.
machine-learning schema-org json-ld datasets
Python
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Apache License 2.0
•47•503•130•18•Updated Jan 24, 2025Jan 24, 2025
inference_results_v4.1
Public
This repository contains the results and code for the MLPerf™ Inference v4.1 benchmark.
benchmark machine-learning
Python
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Apache License 2.0
•9•3•8•1•Updated Jan 24, 2025Jan 24, 2025
training_results_v3.1
Public
This repository contains the results and code for the MLPerf™ Training v3.1 benchmark.
Python
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Apache License 2.0
•11•17•7•4•Updated Jan 14, 2025Jan 14, 2025
inference_results_visualization_template
Public template
JavaScript
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Apache License 2.0
•6•0•1•1•Updated Jan 8, 2025Jan 8, 2025
logging
Public
MLPerf™ logging library
Python
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Apache License 2.0
•46•32•41•2•Updated Jan 8, 2025Jan 8, 2025
ailuminate
Public
Apache License 2.0
•3•2•1•0•Updated Jan 4, 2025Jan 4, 2025
training_results_v4.1
Public
This repository contains the results and code for the MLPerf™ Training v4.1 benchmark.
Python
•6•4•1•0•Updated Dec 11, 2024Dec 11, 2024