auto-tuning 开源项目推荐（63 个）

intel /neural-compressor

SOTA低比特LLM量化（INT 8/FP 8/MXFP 8/INT 4/MXFP 4/NVFP 4）和稀疏性; PyTorch、TensorFlow和ONNX SYS上领先的模型压缩技术

oracle /bpftune

bpftune uses BPF to auto-tune Linux systems

zwang4 /awesome-machine-learning-in-compilers

Must read research papers and links to tools and datasets that are related to using machine learning for compilers and systems optimisation

KernelTuner /kernel_tuner

Kernel Tuner

ROCm /Tensile

[DEPRECATED] Moved to ROCm/rocm-libraries repo

sbu-fsl /kernel-ml

Machine Learning Framework for Operating Systems - Brings ML to Linux kernel

CNugteren /CLTune

CLTune: An automatic OpenCL & CUDA kernel tuner

ederwander /PyAutoTune

Autotune Module for Python "PyAutoTune"

HAL-42 /AlchemyCat

Alchemy Cat —— 🔥Config System for SOTA

SUSE /phoebe

Phoebe

tlc-pack /TLCBench

Benchmark scripts for TVM

weixingsun /jBProF

ebpf profiler for jvm

Katagiri-Hoshino-Lab /VibeCodeHPC

CLI-based multi-agents for Auto-Tuning (e.g. HPC code optimazation loops) supporting Local LLMs

ctuning /ck-crowdtuning

Collective Knowledge crowd-tuning extension to let users crowdsource their experiments (using portable Collective Knowledge workflows) such as performance benchmarking, auto tuning and machine learning across diverse platforms with Linux, Windows, MacOS and Android provided by volunteers. Demo of DNN crowd-benchmarking and crowd-tuning:

addb-swstarlab /K2vTune

K2vTune (A Workload-aware Configuration Tuning for RocksDB)

cornell-zhang /uptune

A Generic Distributed Auto-Tuning Infrastructure

NTNU-HPC-Lab /BAT

A GPU benchmark suite for autotuners

KariControl /ROS2_PID_AutoTuning_VRFT

该项目在 GitHub 上没有填写描述

go-playground /backoff

Backoff uses an exponential backoff algorithm to backoff between retries with optional auto-tuning functionality.

alshawai /PBTune

Evolutionary auto-tuning for database configurations — Population-Based Training discovers optimal configurations without ML training or DBA expertise