mlperf-inference

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mlcommons /ck

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

metadata education automation optimization best-practices collaboration cm modularity workflows portability reusability cmx mlops mlperf mlperf-inference ctuning cknowledge mlperf-automations cmind

UpdatedMar 20, 2025
Python

AmpereComputingAI /ampere_model_library

Star21

AML's goal is to make benchmarking of various AI architectures on Ampere CPUs a pleasurable experience :)

machine-learning natural-language-processing computer-vision model-zoo tensorflow inference pytorch artificial-intelligence arm64 aarch64 ampere armv8-a onnxruntime mlperf-inference dlrm large-language-models yolov8 llama2

UpdatedMar 11, 2025
Python

nesl /neurosymbolic-tinyml

Star22

TinyNS: Platform-Aware Neurosymbolic Auto Tiny Machine Learning

machine-learning microcontroller ai deep-learning neural-network feature-selection constrained-optimization bayesian hyperparameter-tuning kalman-filter automl neural-architecture-search adversarial-machine-learning mlperf-inference tinyml neurosymbolic tensorflow-lite-micro edgeml physics-aware-ml

UpdatedJun 2, 2023
C

krai /axs2gcp

Star3

Automated KRAI X workflows for Google Cloud Platform

google-cloud google-cloud-platform google-benchmark tpu tpu-benchmarks tpu-acceleration mlperf-inference tpu-vm gptj tpu-optimization

UpdatedMar 14, 2024
Python

Adlik /mlperf_benchmark

Star2

A benchmark suite to used to compare the performance of various models that are optimized by Adlik.

benchmark mlperf mlperf-inference dl-optimization

UpdatedAug 27, 2022
Python

mlcommons /mlperf-automations

Star2

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

UpdatedMar 29, 2025
Python

code-reef /ck-tensorflow-codereef

Star1

Development version of CodeReefied portable CK workflows for image classification and object detection. Stable "live" versions are available at CodeReef portal:

collective-knowledge portable-workflows crowd-benchmarking codereef reusable-research mlperf mlperf-inference