mobiusml / hqq
Official implementation of Half-Quadratic Quantization (HQQ)
☆765Updated this week
Alternatives and similar repositories for hqq:
Users that are interested in hqq are comparing it to the libraries listed below
- ☆528Updated 4 months ago
- Advanced Quantization Algorithm for LLMs/VLMs.☆394Updated this week
- For releasing code related to compression methods for transformers, accompanying our publications☆416Updated 2 months ago
- VPTQ, A Flexible and Extreme low-bit quantization algorithm☆612Updated this week
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆771Updated 6 months ago
- A pytorch quantization backend for optimum☆900Updated 2 weeks ago
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆362Updated last year
- [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization☆680Updated 7 months ago
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆784Updated 5 months ago
- Transformers-compatible library for applying various compression algorithms to LLMs for optimized deployment with vLLM☆1,103Updated this week
- An innovative library for efficient LLM inference via low-bit quantization☆351Updated 6 months ago
- A high-throughput and memory-efficient inference and serving engine for LLMs☆262Updated 5 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆595Updated 2 weeks ago
- A family of compressed models obtained via pruning and knowledge distillation☆330Updated 4 months ago
- [ICML 2024] Break the Sequential Dependency of LLM Inference Using Lookahead Decoding☆1,216Updated 2 weeks ago
- A throughput-oriented high-performance serving framework for LLMs☆766Updated 6 months ago
- Serving multiple LoRA finetuned LLM as one☆1,036Updated 10 months ago
- Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".☆272Updated last year
- ☆512Updated 6 months ago
- [NeurIPS'24 Spotlight, ICLR'25] To speed up Long-context LLMs' inference, approximate and dynamic sparse calculate the attention, which r…☆944Updated 3 weeks ago
- Production ready LLM model compression/quantization toolkit with hw accelerated inference support for both cpu/gpu via HF, vLLM, and SGLa…☆375Updated this week
- Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients.☆196Updated 8 months ago
- Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models☆226Updated 10 months ago
- Minimalistic large language model 3D-parallelism training☆1,701Updated this week
- An Open Source Toolkit For LLM Distillation☆540Updated 2 months ago
- Efficient LLM Inference over Long Sequences☆365Updated last month
- 🏋️ A unified multi-backend utility for benchmarking Transformers, Timm, PEFT, Diffusers and Sentence-Transformers with full support of O…☆289Updated last month
- scalable and robust tree-based speculative decoding algorithm☆339Updated last month
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆336Updated 7 months ago
- Comparison of Language Model Inference Engines☆208Updated 3 months ago