Compare different hardware platforms via the Roofline Model for LLM inference tasks.
☆123Mar 13, 2024Updated 2 years ago
Alternatives and similar repositories for LLMRoofline
Users that are interested in LLMRoofline are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Analyze the inference of Large Language Models (LLMs). Analyze aspects like computation, storage, transmission, and hardware roofline mod…☆662Sep 11, 2024Updated last year
- 使用 cutlass 仓库在 ada 架构上实现 fp8 的 flash attention☆82Aug 12, 2024Updated last year
- FA4-based Relative Attention Kernel developed by TML and Colfax☆17Updated this week
- A low-latency & high-throughput serving engine for LLMs☆512Jan 8, 2026Updated 6 months ago
- ☆121May 16, 2025Updated last year
- 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.
- A Suite for Parallel Inference of Diffusion Transformers (DiTs) on multi-GPU Clusters☆58May 3, 2026Updated 2 months ago
- Quantized Attention on GPU☆45Nov 22, 2024Updated last year
- ☆156Mar 4, 2025Updated last year
- FLA but cuTile☆27Apr 17, 2026Updated 3 months ago
- ☆13Jan 7, 2025Updated last year
- Handwritten GEMM using Intel AMX (Advanced Matrix Extension)☆17Jan 11, 2025Updated last year
- Since the emergence of chatGPT in 2022, the acceleration of Large Language Model has become increasingly important. Here is a list of pap…☆284Mar 6, 2025Updated last year
- Elixir: Train a Large Language Model on a Small GPU Cluster☆16Jun 8, 2023Updated 3 years ago
- USP: Unified (a.k.a. Hybrid, 2D) Sequence Parallel Attention for Long Context Transformers Model Training and Inference☆681May 21, 2026Updated 2 months ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- A throughput-oriented high-performance serving framework for LLMs☆969Mar 29, 2026Updated 3 months ago
- Examples of CUDA implementations by Cutlass CuTe☆279Jul 1, 2025Updated last year
- A CUDA kernel for NHWC GroupNorm for PyTorch☆23Nov 15, 2024Updated last year
- TileFusion is an experimental C++ macro kernel template library that elevates the abstraction level in CUDA C for tile processing.☆115Jun 28, 2025Updated last year
- [WIP] Better (FP8) attention for Hopper☆33Feb 24, 2025Updated last year
- High performance RMSNorm Implement by using SM Core Storage(Registers and Shared Memory)☆30Jan 22, 2026Updated 6 months ago
- ☆115May 31, 2025Updated last year
- A lightweight design for computation-communication overlap.☆242Jan 20, 2026Updated 6 months ago
- Decoding Attention is specially optimized for MHA, MQA, GQA and MLA using CUDA core for the decoding stage of LLM inference.☆47Jun 11, 2025Updated last year
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- [ICML 2025 Spotlight] ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference☆310May 1, 2025Updated last year
- Accurate, large-scale, and extensible simulator for LLM inference Systems☆646Jul 25, 2025Updated 11 months ago
- PTX ISA 9.1 documentation converted to searchable markdown. Includes Claude Code skill for CUDA development.☆215Dec 24, 2025Updated 6 months ago
- High performance Transformer implementation in C++.☆155Jan 18, 2025Updated last year
- A standalone GEMM kernel for fp16 activation and quantized weight, extracted from FasterTransformer☆96Jun 21, 2026Updated last month
- ☆150Jan 9, 2025Updated last year
- An efficient spatial accelerator enabling hybrid sparse attention mechanisms for long sequences☆32Mar 7, 2024Updated 2 years ago
- RTP-LLM: Alibaba's high-performance LLM inference engine for diverse applications.☆1,281Updated this week
- Implement Flash Attention using Cute.☆108Dec 17, 2024Updated last year
- 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.
- 一个轻量化的大模型推理框架☆23May 26, 2025Updated last year
- A collection of memory efficient attention operators implemented in the Triton language.☆300Updated this week
- Sample Codes using NVSHMEM on Multi-GPU☆30Jan 22, 2023Updated 3 years ago
- Dynamic Memory Management for Serving LLMs without PagedAttention☆504Updated this week
- Multi-Level Triton Runner supporting Python, IR, PTX, AMDGCN, cubin and hasco.☆98May 8, 2026Updated 2 months ago
- A Rust-based Unikernel Enhancing Reliability and Efficiency of Embedded Systems.☆12Jun 28, 2024Updated 2 years ago
- ☆26Feb 17, 2025Updated last year