[NeurIPS'24 Spotlight, ICLR'25, ICML'25] To speed up Long-context LLMs' inference, approximate and dynamic sparse calculate the attention, which reduces inference latency by up to 10x for pre-filling on an A100 while maintaining accuracy.
☆1,196Mar 9, 2026Updated last week
Alternatives and similar repositories for MInference
Users that are interested in MInference are comparing it to the libraries listed below
Sorting:
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆376Jul 10, 2025Updated 8 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆359Nov 20, 2025Updated 3 months ago
- [ICLR 2025] DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads☆531Feb 10, 2025Updated last year
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆818Mar 6, 2025Updated last year
- FlashInfer: Kernel Library for LLM Serving☆5,145Updated this week
- ☆306Jul 10, 2025Updated 8 months ago
- Code for paper: [ICLR2025 Oral] FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference☆164Oct 13, 2025Updated 5 months ago
- [NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.☆506Aug 1, 2024Updated last year
- A sparse attention kernel supporting mix sparse patterns☆480Jan 18, 2026Updated 2 months ago
- 📰 Must-read papers on KV Cache Compression (constantly updating 🤗).☆668Feb 24, 2026Updated 3 weeks ago
- [ICML 2025 Spotlight] ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference☆283May 1, 2025Updated 10 months ago
- A throughput-oriented high-performance serving framework for LLMs☆949Oct 29, 2025Updated 4 months ago
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆1,041Sep 4, 2024Updated last year
- [ICLR2025 Spotlight] MagicPIG: LSH Sampling for Efficient LLM Generation☆251Dec 16, 2024Updated last year
- [COLM 2024] TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding☆277Aug 31, 2024Updated last year
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆408Aug 13, 2024Updated last year
- Mooncake is the serving platform for Kimi, a leading LLM service provided by Moonshot AI.☆4,921Updated this week
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆144Dec 4, 2024Updated last year
- Official Implementation of EAGLE-1 (ICML'24), EAGLE-2 (EMNLP'24), and EAGLE-3 (NeurIPS'25).☆2,220Feb 20, 2026Updated last month
- [ICML'24] Data and code for our paper "Training-Free Long-Context Scaling of Large Language Models"☆448Oct 16, 2024Updated last year
- Medusa: Simple Framework for Accelerating LLM Generation with Multiple Decoding Heads☆2,719Jun 25, 2024Updated last year
- ☆65Apr 26, 2025Updated 10 months ago
- [ICML 2024] Break the Sequential Dependency of LLM Inference Using Lookahead Decoding☆1,322Mar 6, 2025Updated last year
- SGLang is a high-performance serving framework for large language models and multimodal models.☆24,455Updated this week
- LLM KV cache compression made easy☆957Updated this week
- Ring attention implementation with flash attention☆996Sep 10, 2025Updated 6 months ago
- LightLLM is a Python-based LLM (Large Language Model) inference and serving framework, notable for its lightweight design, easy scalabili…☆3,945Updated this week
- A low-latency & high-throughput serving engine for LLMs☆484Jan 8, 2026Updated 2 months ago
- 🚀 Efficient implementations of state-of-the-art linear attention models☆4,630Updated this week
- Dynamic Memory Management for Serving LLMs without PagedAttention☆466May 30, 2025Updated 9 months ago
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,463Jul 17, 2025Updated 8 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆335Jul 2, 2024Updated last year
- 📚A curated list of Awesome LLM/VLM Inference Papers with Codes: Flash-Attention, Paged-Attention, WINT8/4, Parallelism, etc.🎉☆5,062Updated this week
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆180Jul 12, 2024Updated last year
- 16-fold memory access reduction with nearly no loss☆108Mar 26, 2025Updated 11 months ago
- The code of our paper "InfLLM: Unveiling the Intrinsic Capacity of LLMs for Understanding Extremely Long Sequences with Training-Free Mem…☆396Apr 20, 2024Updated last year
- Efficient LLM Inference over Long Sequences☆393Jun 25, 2025Updated 8 months ago
- MoBA: Mixture of Block Attention for Long-Context LLMs☆2,076Apr 3, 2025Updated 11 months ago
- [ICML 2025] XAttention: Block Sparse Attention with Antidiagonal Scoring☆272Jul 6, 2025Updated 8 months ago