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.
☆1,332Jul 29, 2023Updated 2 years ago
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. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- how to optimize some algorithm in cuda.☆3,146Updated this week
- A simple high performance CUDA GEMM implementation.☆437Jan 4, 2024Updated 2 years ago
- Optimizing SGEMM kernel functions on NVIDIA GPUs to a close-to-cuBLAS performance.☆420Jan 2, 2025Updated last year
- Yinghan's Code Sample☆365Jul 25, 2022Updated 3 years ago
- row-major matmul optimization☆743May 14, 2026Updated 2 months ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- Several optimization methods of half-precision general matrix multiplication (HGEMM) using tensor core with WMMA API and MMA PTX instruct…☆557Sep 8, 2024Updated last year
- A Easy-to-understand TensorOp Matmul Tutorial☆445Mar 5, 2026Updated 4 months ago
- 📚LeetCUDA: Modern CUDA Learn Notes with PyTorch for Beginners🐑, 200+ CUDA Kernels, Tensor Cores, HGEMM, FA-2 MMA.🎉☆11,621Updated this week
- Examples of CUDA implementations by Cutlass CuTe☆279Jul 1, 2025Updated last year
- Xiao's CUDA Optimization Guide [NO LONGER ADDING NEW CONTENT]☆328Nov 8, 2022Updated 3 years ago
- ☆2,782Jan 16, 2024Updated 2 years ago
- compiler learning resources collect.☆2,758May 20, 2026Updated 2 months ago
- CUDA Templates and Python DSLs for High-Performance Linear Algebra☆10,123Updated this week
- flash attention tutorial written in python, triton, cuda, cutlass☆527Jan 20, 2026Updated 6 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Step-by-step optimization of CUDA SGEMM☆486Mar 30, 2022Updated 4 years ago
- ☆2,022Jul 29, 2023Updated 2 years ago
- ☆160Dec 26, 2024Updated last year
- Material for gpu-mode lectures☆6,349Jun 15, 2026Updated last month
- ☆188May 11, 2026Updated 2 months ago
- FlashInfer: Kernel Library for LLM Serving☆6,018Updated this week
- Flash Attention in ~100 lines of CUDA (forward pass only)☆1,172Dec 30, 2024Updated last year
- ☆121Apr 11, 2024Updated 2 years ago
- ☆121May 16, 2025Updated last year
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- 📚A curated list of Awesome LLM/VLM Inference Papers with Codes: Flash-Attention, Paged-Attention, WINT8/4, Parallelism, etc.🎉☆5,413Jun 23, 2026Updated last month
- ☆156Mar 18, 2024Updated 2 years ago
- Distributed Compiler based on Triton for Parallel Systems☆1,498Updated this week
- An unofficial cuda assembler, for all generations of SASS, hopefully ：）☆609Apr 20, 2023Updated 3 years ago
- A CUDA tutorial to make people learn CUDA program from 0☆279Jul 9, 2024Updated 2 years ago
- learning how CUDA works☆399Mar 3, 2025Updated last year
- CUDA 算子手撕与面试指南☆1,044Aug 23, 2025Updated 11 months ago
- A fast communication-overlapping library for tensor/expert parallelism on GPUs.☆1,345Aug 28, 2025Updated 10 months ago
- ☆150Jan 9, 2025Updated last year
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆769Aug 6, 2025Updated 11 months ago
- A list of awesome compiler projects and papers for tensor computation and deep learning.☆2,768Oct 19, 2024Updated last year
- ☆269Jul 11, 2024Updated 2 years ago
- MegCC是一个运行时超轻量，高效，移植简单的深度学习模型编译器☆483Oct 23, 2024Updated last year
- 校招、秋招、春招、实习好项目！带你从零实 现一个高性能的深度学习推理库，支持大模型 llama2 、Unet、Yolov5、Resnet等模型的推理。Implement a high-performance deep learning inference library st…☆3,470Jun 22, 2025Updated last year
- 使用 cutlass 仓库在 ada 架构上实现 fp8 的 flash attention☆82Aug 12, 2024Updated last year
- Implement Flash Attention using Cute.☆108Dec 17, 2024Updated last year