SqueezeAILab / KVQuant
[NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization
☆346Updated 8 months ago
Alternatives and similar repositories for KVQuant:
Users that are interested in KVQuant are comparing it to the libraries listed below
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆293Updated 3 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆307Updated 10 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆383Updated 5 months ago
- ☆238Updated last year
- The official implementation of the EMNLP 2023 paper LLM-FP4☆198Updated last year
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆161Updated 9 months ago
- ☆314Updated last year
- ☆126Updated 2 months ago
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆274Updated 5 months ago
- [ICLR'25] Fast Inference of MoE Models with CPU-GPU Orchestration☆209Updated 5 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆656Updated 2 months ago
- Official repository for DistFlashAttn: Distributed Memory-efficient Attention for Long-context LLMs Training☆209Updated 8 months ago
- Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity☆205Updated last year
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆268Updated 2 months ago
- [NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.☆443Updated 9 months ago
- An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).☆248Updated 6 months ago
- Spec-Bench: A Comprehensive Benchmark and Unified Evaluation Platform for Speculative Decoding (ACL 2024 Findings)☆261Updated 2 weeks ago
- For releasing code related to compression methods for transformers, accompanying our publications☆425Updated 3 months ago
- This repository contains integer operators on GPUs for PyTorch.☆203Updated last year
- Explorations into some recent techniques surrounding speculative decoding☆261Updated 4 months ago
- Fast low-bit matmul kernels in Triton☆295Updated this week
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆810Updated 8 months ago
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆362Updated last year
- [ICLR 2025] DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads☆456Updated 2 months ago
- ☆186Updated 7 months ago
- A low-latency & high-throughput serving engine for LLMs☆351Updated 2 weeks ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆284Updated 2 months ago
- Applied AI experiments and examples for PyTorch☆262Updated last week
- ☆220Updated 10 months ago
- QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference☆117Updated last year