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.
☆989Updated 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
- Xiao's CUDA Optimization Guide [Active Adding New Contents]☆277Updated 2 years ago
- how to optimize some algorithm in cuda.☆2,079Updated last week
- row-major matmul optimization☆617Updated last year
- Optimizing SGEMM kernel functions on NVIDIA GPUs to a close-to-cuBLAS performance.☆337Updated 3 months ago
- A simple high performance CUDA GEMM implementation.☆360Updated last year
- Yinghan's Code Sample☆319Updated 2 years ago
- Several optimization methods of half-precision general matrix multiplication (HGEMM) using tensor core with WMMA API and MMA PTX instruct…☆383Updated 7 months ago
- learning how CUDA works☆233Updated last month
- how to learn PyTorch and OneFlow☆423Updated last year
- A CUDA tutorial to make people learn CUDA program from 0☆224Updated 9 months ago
- CUDA 算子手撕与面试指南☆291Updated 2 months ago
- A Easy-to-understand TensorOp Matmul Tutorial☆340Updated 6 months ago
- Step-by-step optimization of CUDA SGEMM☆302Updated 3 years ago
- A self-learning tutorail for CUDA High Performance Programing.☆548Updated this week
- flash attention tutorial written in python, triton, cuda, cutlass☆322Updated 3 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!☆328Updated 2 years 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!☆419Updated 2 years ago
- ☆433Updated 9 years ago
- BLISlab: A Sandbox for Optimizing GEMM☆512Updated 3 years ago
- Fast CUDA matrix multiplication from scratch☆683Updated last year
- 📚Modern CUDA Learn Notes: 200+ Tensor/CUDA Cores Kernels🎉, HGEMM, FA2 via MMA and CuTe, 98~100% TFLOPS of cuBLAS/FA2.☆3,318Updated this week
- compiler learning resources collect.☆2,348Updated 3 weeks ago
- ☆2,388Updated last year
- Domain-specific language designed to streamline the development of high-performance GPU/CPU/Accelerators kernels☆931Updated this week
- Sample codes for my CUDA programming book☆1,691Updated last month
- FlagGems is an operator library for large language models implemented in Triton Language.☆475Updated last week
- CUDA by Example, written by two senior members of the CUDA software platform team, shows programmers how to employ this new technology. …☆404Updated last year
- Training materials associated with NVIDIA's CUDA Training Series (www.olcf.ornl.gov/cuda-training-series/)☆738Updated 7 months ago
- This is a Chinese translation of the CUDA programming guide☆1,495Updated 4 months ago
- Puzzles for learning Triton, play it with minimal environment configuration!☆276Updated 4 months ago