Liu-xiandong / How_to_optimize_in_GPU
This is a series of GPU optimization topics. Here we will introduce how to optimize the CUDA kernel in detail. I will introduce several basic kernel optimizations, including: elementwise, reduce, sgemv, sgemm, etc. The performance of these kernels is basically at or near the theoretical limit.
☆889Updated last year
Alternatives and similar repositories for How_to_optimize_in_GPU:
Users that are interested in How_to_optimize_in_GPU are comparing it to the libraries listed below
- how to optimize some algorithm in cuda.☆1,827Updated this week
- row-major matmul optimization☆599Updated last year
- A simple high performance CUDA GEMM implementation.☆343Updated last year
- Xiao's CUDA Optimization Guide [Active Adding New Contents]☆258Updated 2 years ago
- A self-learning tutorail for CUDA High Performance Programing.☆327Updated last month
- Yinghan's Code Sample☆300Updated 2 years ago
- Optimizing SGEMM kernel functions on NVIDIA GPUs to a close-to-cuBLAS performance.☆307Updated 2 weeks ago
- how to learn PyTorch and OneFlow☆378Updated 9 months ago
- Several optimization methods of half-precision general matrix multiplication (HGEMM) using tensor core with WMMA API and MMA PTX instruct…☆330Updated 4 months ago
- A CUDA tutorial to make people learn CUDA program from 0☆202Updated 6 months ago
- Step-by-step optimization of CUDA SGEMM☆270Updated 2 years ago
- learning how CUDA works☆190Updated 5 months ago
- A Easy-to-understand TensorOp Matmul Tutorial☆306Updated 3 months ago
- 📚200+ Tensor/CUDA Cores Kernels, ⚡️flash-attn-mma, ⚡️hgemm with WMMA, MMA and CuTe (98%~100% TFLOPS of cuBLAS/FA2 🎉🎉).☆1,979Updated this week
- ☆401Updated 9 years ago
- ☆2,279Updated last year
- 高性能计算相关知识学习笔记,包含学习笔记和相关知识的代码demo,在持续完善中。 如果有帮助的话请Star一下,对作者帮助很大,谢谢!☆393Updated last year
- Sample codes for my CUDA programming book☆1,617Updated last year
- CUDA C 编程权威指南代码实现 包含了书上第二章到第八章的大部分代码实现和作者笔记,全由作者本人手动实现,难免有错误的地方,请大家谨慎参考,非常欢迎对错误的指正。 如果有帮助的话请Star一下,对作者帮助很大,谢谢!☆306Updated 2 years ago
- CUDA 算子手撕与面试指南☆97Updated 3 weeks ago
- Fast CUDA matrix multiplication from scratch☆579Updated last year
- CUDA by Example, written by two senior members of the CUDA software platform team, shows programmers how to employ this new technology. …☆373Updated last year
- Learn CUDA Programming, published by Packt☆1,073Updated last year
- 校招、秋招、春招、实习好项目,带你从零动手实现支持LLama2/3和Qwen2.5的大模型推理框架。☆263Updated this week
- BLISlab: A Sandbox for Optimizing GEMM☆491Updated 3 years ago
- This is a Chinese translation of the CUDA programming guide☆1,376Updated 2 months ago
- flash attention tutorial written in python, triton, cuda, cutlass☆244Updated 2 weeks ago
- compiler learning resources collect.☆2,238Updated 7 months ago
- An MLIR-based compiler framework bridges DSLs (domain-specific languages) to DSAs (domain-specific architectures).☆547Updated last week
- ☆125Updated 3 weeks ago