📚A curated list of Awesome LLM/VLM Inference Papers with Codes: Flash-Attention, Paged-Attention, WINT8/4, Parallelism, etc.🎉
☆5,504Aug 14, 2026Updated last month
Alternatives and similar repositories for Awesome-LLM-Inference
Users that are interested in Awesome-LLM-Inference are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Open sources book with Modern CUDA Learn Notes for Beginners, includes FP16/BF16, FP8, HGEMM, FlashAttention, CuTe, etc.☆11,969Updated this week
- FlashInfer: Kernel Library for LLM Serving☆6,431Updated this week
- how to optimize some algorithm in cuda.☆3,272Updated this week
- Mooncake is the serving platform for Kimi, a leading LLM service provided by Moonshot AI.☆6,596Updated this week
- LightLLM is a Python-based LLM (Large Language Model) inference and serving framework, notable for its lightweight design, easy scalabili…☆4,294Updated this week
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- A curated list for Efficient Large Language Models☆2,043Jun 17, 2025Updated last year
- 📚A curated list of Awesome Diffusion Inference Papers with Codes: Sampling, Cache, Quantization, Parallelism, etc.🎉☆591Jun 13, 2026Updated 3 months ago
- TensorRT LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and supports state-of-the-art optimizat…☆14,637Updated this week
- My learning notes for ML SYS.☆7,365Sep 10, 2026Updated last week
- Large Language Model (LLM) Systems Paper List☆2,261Jul 25, 2026Updated last month
- Disaggregated serving system for Large Language Models (LLMs).☆837Apr 6, 2025Updated last year
- SGLang is a high-performance serving framework for large language models and multimodal models.☆36,103Updated this week
- Awesome LLM compression research papers and tools.☆1,878Aug 27, 2026Updated 3 weeks ago
- Material for gpu-mode lectures☆6,607Sep 9, 2026Updated last week
- 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.
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆861Mar 6, 2025Updated last year
- Fast and memory-efficient exact attention☆24,947Updated this week
- A throughput-oriented high-performance serving framework for LLMs☆977Mar 29, 2026Updated 5 months ago
- Transformer related optimization, including BERT, GPT☆6,446Mar 27, 2024Updated 2 years ago
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,635Jul 17, 2025Updated last year
- CUDA Templates and Python DSLs for High-Performance Linear Algebra☆10,447Updated this week
- LMDeploy is a toolkit for compressing, deploying, and serving LLMs.☆8,078Updated this week
- Dynamic Memory Management for Serving LLMs without PagedAttention☆523Aug 24, 2026Updated 3 weeks ago
- Materials for learning SGLang☆894Jan 5, 2026Updated 8 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.
- Distributed Compiler and Optimized Parallel Kernels☆1,546Aug 12, 2026Updated last month
- 📰 Must-read papers and blogs on Speculative Decoding ⚡️☆1,297Jun 27, 2026Updated 2 months ago
- RTP-LLM: Alibaba's high-performance LLM inference engine for diverse applications.☆1,341Updated this week
- A low-latency & high-throughput serving engine for LLMs☆525Jan 8, 2026Updated 8 months ago
- Analyze the inference of Large Language Models (LLMs). Analyze aspects like computation, storage, transmission, and hardware roofline mod…☆681Sep 11, 2024Updated 2 years ago
- Domain-specific language designed to streamline the development of high-performance GPU/CPU/Accelerators kernels☆7,421Updated this week
- A high-throughput and memory-efficient inference and serving engine for LLMs☆92,016Updated this week
- Ongoing research training transformer models at scale☆17,931Updated this week
- A fast communication-overlapping library for tensor/expert parallelism on GPUs.☆1,361Aug 28, 2025Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- ☆646Jan 14, 2026Updated 8 months ago
- Nano vLLM☆15,477Apr 26, 2026Updated 4 months ago
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆1,148Sep 4, 2024Updated 2 years ago
- This is a series of GPU optimization topics. Here we will introduce how to optimize the CUDA kernel in detail. I will introduce several…☆1,360Jul 29, 2023Updated 3 years ago
- Medusa: Simple Framework for Accelerating LLM Generation with Multiple Decoding Heads☆2,772Jun 25, 2024Updated 2 years ago
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆770Aug 6, 2025Updated last year
- compiler learning resources collect.☆2,774May 20, 2026Updated 3 months ago