microsoft / VPTQ
VPTQ, A Flexible and Extreme low-bit quantization algorithm
☆593Updated this week
Alternatives and similar repositories for VPTQ:
Users that are interested in VPTQ are comparing it to the libraries listed below
- EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆250Updated 4 months ago
- Efficient LLM Inference over Long Sequences☆362Updated 2 weeks ago
- Official implementation of Half-Quadratic Quantization (HQQ)☆760Updated last week
- Advanced Quantization Algorithm for LLMs/VLMs.☆379Updated this week
- [NeurIPS'24 Spotlight, ICLR'25] To speed up Long-context LLMs' inference, approximate and dynamic sparse calculate the attention, which r…☆924Updated last week
- A throughput-oriented high-performance serving framework for LLMs☆745Updated 5 months ago
- ☆528Updated 4 months ago
- Transformers-compatible library for applying various compression algorithms to LLMs for optimized deployment with vLLM☆1,032Updated this week
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆559Updated last week
- For releasing code related to compression methods for transformers, accompanying our publications☆409Updated last month
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆742Updated 6 months ago
- [ICLR 2025] DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads☆431Updated 3 weeks ago
- Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients.☆195Updated 7 months ago
- An innovative library for efficient LLM inference via low-bit quantization☆351Updated 6 months ago
- Production ready LLM model compression/quantization toolkit with accelerated inference support for both cpu/gpu via HF, vLLM, and SGLang.☆320Updated this week
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆335Updated 6 months ago
- A family of compressed models obtained via pruning and knowledge distillation☆326Updated 3 months ago
- Official Implementation of EAGLE-1 (ICML'24) and EAGLE-2 (EMNLP'24)☆993Updated 2 weeks ago
- LLM KV cache compression made easy☆412Updated 2 weeks ago
- scalable and robust tree-based speculative decoding algorithm☆333Updated last month
- Recipes to scale inference-time compute of open models☆1,019Updated last week
- Fast Matrix Multiplications for Lookup Table-Quantized LLMs☆231Updated last week
- An efficent implementation of the method proposed in "The Era of 1-bit LLMs"☆154Updated 4 months ago
- [ICML 2024] CLLMs: Consistency Large Language Models☆379Updated 3 months ago
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆530Updated 2 weeks ago
- OLMoE: Open Mixture-of-Experts Language Models☆634Updated 2 months ago
- Fast, Flexible and Portable Structured Generation☆748Updated this week
- The homepage of OneBit model quantization framework.☆170Updated 3 weeks ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆351Updated 3 months ago