Compare different hardware platforms via the Roofline Model for LLM inference tasks.
☆126Mar 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…☆689Sep 11, 2024Updated 2 years ago
- ☆34Feb 3, 2025Updated last year
- FA4-based Relative Attention Kernel developed by TML and Colfax☆18Sep 11, 2026Updated last month
- 使用 cutlass 仓库在 ada 架构上实现 fp8 的 flash attention☆82Aug 12, 2024Updated 2 years ago
- A Suite for Parallel Inference of Diffusion Transformers (DiTs) on multi-GPU Clusters☆58May 3, 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.
- Quantized Attention on GPU☆45Nov 22, 2024Updated last year
- A low-latency & high-throughput serving engine for LLMs☆535Jan 8, 2026Updated 9 months ago
- Accurate, large-scale, and extensible simulator for LLM inference Systems☆719Aug 24, 2026Updated 2 months ago
- ☆156Mar 4, 2025Updated last year
- Examples of CUDA implementations by Cutlass CuTe☆283Jul 1, 2025Updated last year
- Handwritten GEMM using Intel AMX (Advanced Matrix Extension)☆17Jan 11, 2025Updated last year
- ☆123May 16, 2025Updated last year
- A throughput-oriented high-performance serving framework for LLMs☆976Mar 29, 2026Updated 7 months ago
- USP: Unified (a.k.a. Hybrid, 2D) Sequence Parallel Attention for Long Context Transformers Model Training and Inference☆696Sep 16, 2026Updated last month
- 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.
- Stateful LLM Serving☆110Mar 11, 2025Updated last year
- ☆13Jan 7, 2025Updated last year
- A standalone GEMM kernel for fp16 activation and quantized weight, extracted from FasterTransformer☆96Jun 21, 2026Updated 4 months ago
- A lightweight design for computation-communication overlap.☆252Jan 20, 2026Updated 9 months ago
- 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
- A fast communication-overlapping library for tensor/expert parallelism on GPUs.☆1,375Aug 28, 2025Updated last year
- Disaggregated serving system for Large Language Models (LLMs).☆846Apr 6, 2025Updated last year
- 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
- FLA but cuTile☆27Apr 17, 2026Updated 6 months ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Efficient and easy multi-instance LLM serving☆560Mar 12, 2026Updated 7 months ago
- ☆271Jul 11, 2024Updated 2 years ago
- ☆44Updated this week
- High performance Transformer implementation in C++.☆166Jan 18, 2025Updated last year
- Elixir: Train a Large Language Model on a Small GPU Cluster☆15Jun 8, 2023Updated 3 years ago
- ☆129May 31, 2025Updated last year
- A Easy-to-understand TensorOp Matmul Tutorial☆459Mar 5, 2026Updated 7 months ago
- We invite you to visit and follow our new repository at https://github.com/microsoft/TileFusion. TiledCUDA is a highly efficient kernel …☆193Jan 28, 2025Updated last year
- TileFusion is an experimental C++ macro kernel template library that elevates the abstraction level in CUDA C for tile processing.☆119Updated this week
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- (WIP) Parallel inference for black-forest-labs' FLUX model.☆19Nov 18, 2024Updated last year
- RTP-LLM: Alibaba's high-performance LLM inference engine for diverse applications.☆1,387Updated this week
- ☆151Jan 9, 2025Updated last year
- Implement Flash Attention using Cute.☆113Dec 17, 2024Updated last year
- ☆46Oct 15, 2025Updated last year
- High Performance Grouped GEMM in PyTorch☆30May 10, 2022Updated 4 years ago
- [ICLR'25] Fast Inference of MoE Models with CPU-GPU Orchestration☆268Nov 18, 2024Updated last year