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.
☆1,024Updated 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
- row-major matmul optimization☆625Updated last year
- Xiao's CUDA Optimization Guide [Active Adding New Contents]☆290Updated 2 years ago
- how to optimize some algorithm in cuda.☆2,144Updated this week
- A CUDA tutorial to make people learn CUDA program from 0☆226Updated 9 months ago
- CUDA 算子手撕与面试指南☆326Updated 3 months ago
- Several optimization methods of half-precision general matrix multiplication (HGEMM) using tensor core with WMMA API and MMA PTX instruct…☆401Updated 7 months ago
- A simple high performance CUDA GEMM implementation.☆366Updated last year
- Optimizing SGEMM kernel functions on NVIDIA GPUs to a close-to-cuBLAS performance.☆342Updated 4 months ago
- Yinghan's Code Sample☆323Updated 2 years ago
- learning how CUDA works☆247Updated 2 months ago
- how to learn PyTorch and OneFlow☆427Updated last year
- A self-learning tutorail for CUDA High Performance Programing.☆615Updated 3 weeks ago
- Step-by-step optimization of CUDA SGEMM☆314Updated 3 years ago
- A Easy-to-understand TensorOp Matmul Tutorial☆346Updated 7 months ago
- 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!☆335Updated 2 years ago
- Sample codes for my CUDA programming book☆1,705Updated 2 months ago
- ☆436Updated 9 years ago
- Fast CUDA matrix multiplication from scratch☆704Updated last year
- flash attention tutorial written in python, triton, cuda, cutlass☆341Updated 4 months ago
- 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。☆335Updated last month
- ☆2,423Updated last year
- Distributed Triton for Parallel Systems☆618Updated last week
- collection of benchmarks to measure basic GPU capabilities☆369Updated 2 months ago
- 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!☆427Updated 2 years ago
- Training materials associated with NVIDIA's CUDA Training Series (www.olcf.ornl.gov/cuda-training-series/)☆756Updated 8 months ago
- CUDA by Example, written by two senior members of the CUDA software platform team, shows programmers how to employ this new technology. …☆410Updated last year
- compiler learning resources collect.☆2,372Updated last month
- This is a Chinese translation of the CUDA programming guide☆1,529Updated 5 months ago
- An unofficial cuda assembler, for all generations of SASS, hopefully :)☆493Updated 2 years ago
- FlagGems is an operator library for large language models implemented in Triton Language.☆510Updated this week