Compare different hardware platforms via the Roofline Model for LLM inference tasks.
☆119Mar 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…☆641Sep 11, 2024Updated last year
- High performance RMSNorm Implement by using SM Core Storage(Registers and Shared Memory)☆30Jan 22, 2026Updated 3 months ago
- 使用 cutlass 仓库在 ada 架构上实现 fp8 的 flash attention☆81Aug 12, 2024Updated last year
- A low-latency & high-throughput serving engine for LLMs☆496Jan 8, 2026Updated 3 months ago
- ☆120May 16, 2025Updated 11 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.
- A Suite for Parallel Inference of Diffusion Transformers (DiTs) on multi-GPU Clusters☆58Jul 23, 2024Updated last year
- ☆157Mar 4, 2025Updated last year
- Quantized Attention on GPU☆44Nov 22, 2024Updated last year
- Handwritten GEMM using Intel AMX (Advanced Matrix Extension)☆17Jan 11, 2025Updated last year
- ☆13Jan 7, 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…☆282Mar 6, 2025Updated last year
- A lightweight design for computation-communication overlap.☆229Jan 20, 2026Updated 3 months ago
- Examples of CUDA implementations by Cutlass CuTe☆272Jul 1, 2025Updated 10 months ago
- USP: Unified (a.k.a. Hybrid, 2D) Sequence Parallel Attention for Long Context Transformers Model Training and Inference☆666Jan 15, 2026Updated 3 months ago
- 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.
- Elixir: Train a Large Language Model on a Small GPU Cluster☆15Jun 8, 2023Updated 2 years ago
- A throughput-oriented high-performance serving framework for LLMs☆954Mar 29, 2026Updated last month
- A CUDA kernel for NHWC GroupNorm for PyTorch☆23Nov 15, 2024Updated last year
- ☆98May 31, 2025Updated 11 months ago
- [WIP] Better (FP8) attention for Hopper☆33Feb 24, 2025Updated last year
- ⚡️Write HGEMM from scratch using Tensor Cores with WMMA, MMA and CuTe API, Achieve Peak⚡️ Performance.☆151May 10, 2025Updated 11 months ago
- [ICML 2025 Spotlight] ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference☆296May 1, 2025Updated last year
- A fast communication-overlapping library for tensor/expert parallelism on GPUs.☆1,295Aug 28, 2025Updated 8 months ago
- A tiny yet powerful LLM inference system tailored for researching purpose. vLLM-equivalent performance with only 2k lines of code (2% of …☆327Jun 10, 2025Updated 10 months ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Decoding Attention is specially optimized for MHA, MQA, GQA and MLA using CUDA core for the decoding stage of LLM inference.☆46Jun 11, 2025Updated 10 months ago
- A standalone GEMM kernel for fp16 activation and quantized weight, extracted from FasterTransformer☆96Feb 20, 2026Updated 2 months ago
- An efficient spatial accelerator enabling hybrid sparse attention mechanisms for long sequences☆32Mar 7, 2024Updated 2 years ago
- ☆150Jan 9, 2025Updated last year
- High performance Transformer implementation in C++.☆154Jan 18, 2025Updated last year
- [VLDB 26, NeurIPS 25] Scalable long-context LLM decoding that leverages sparsity—by treating the KV cache as a vector storage system.☆135Feb 22, 2026Updated 2 months ago
- RTP-LLM: Alibaba's high-performance LLM inference engine for diverse applications.☆1,106Updated this week
- [NeurIPS'25 Spotlight] Adaptive Attention Sparsity with Hierarchical Top-p Pruning☆94Apr 20, 2026Updated last week
- A collection of memory efficient attention operators implemented in the Triton language.☆290Jun 5, 2024Updated 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.
- Dynamic Memory Management for Serving LLMs without PagedAttention☆482May 30, 2025Updated 11 months ago
- ☆242Oct 24, 2025Updated 6 months ago
- A Easy-to-understand TensorOp Matmul Tutorial☆428Mar 5, 2026Updated last month
- ☆26Feb 17, 2025Updated last year
- A Rust-based Unikernel Enhancing Reliability and Efficiency of Embedded Systems.☆11Jun 28, 2024Updated last year
- Mooncake is the serving platform for Kimi, a leading LLM service provided by Moonshot AI.☆5,242Updated this week
- Efficient and easy multi-instance LLM serving☆547Mar 12, 2026Updated last month