Compare different hardware platforms via the Roofline Model for LLM inference tasks.
☆125Mar 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…☆672Sep 11, 2024Updated last year
- 使用 cutlass 仓库在 ada 架构上实现 fp8 的 flash attention☆82Aug 12, 2024Updated 2 years ago
- FA4-based Relative Attention Kernel developed by TML and Colfax☆18Jul 17, 2026Updated 3 weeks ago
- A low-latency & high-throughput serving engine for LLMs☆518Jan 8, 2026Updated 7 months ago
- ☆122May 16, 2025Updated last year
- 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 Suite for Parallel Inference of Diffusion Transformers (DiTs) on multi-GPU Clusters☆58May 3, 2026Updated 3 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…☆285Mar 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☆685May 21, 2026Updated 2 months ago
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- A throughput-oriented high-performance serving framework for LLMs☆974Mar 29, 2026Updated 4 months ago
- Examples of CUDA implementations by Cutlass CuTe☆281Jul 1, 2025Updated last year
- A CUDA kernel for NHWC GroupNorm for PyTorch☆26Nov 15, 2024Updated last year
- TileFusion is an experimental C++ macro kernel template library that elevates the abstraction level in CUDA C for tile processing.☆117Aug 4, 2026Updated last week
- [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
- ☆119May 31, 2025Updated last year
- A lightweight design for computation-communication overlap.☆244Jan 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.☆48Jun 11, 2025Updated last year
- 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.
- [ICML 2025 Spotlight] ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference☆311May 1, 2025Updated last year
- Accurate, large-scale, and extensible simulator for LLM inference Systems☆664Jul 25, 2025Updated last year
- PTX ISA 9.1 documentation converted to searchable markdown. Includes Claude Code skill for CUDA development.☆223Dec 24, 2025Updated 7 months ago
- High performance Transformer implementation in C++.☆156Jan 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.