mobiusml / hqqLinks
Official implementation of Half-Quadratic Quantization (HQQ)
☆864Updated this week
Alternatives and similar repositories for hqq
Users that are interested in hqq are comparing it to the libraries listed below
Sorting:
- ☆552Updated 9 months ago
- Advanced Quantization Algorithm for LLMs and VLMs, with support for CPU, Intel GPU, CUDA and HPU. Seamlessly integrated with Torchao, Tra…☆596Updated this week
- VPTQ, A Flexible and Extreme low-bit quantization algorithm☆652Updated 3 months ago
- A pytorch quantization backend for optimum☆984Updated last month
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆880Updated 11 months ago
- [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization☆701Updated last year
- An innovative library for efficient LLM inference via low-bit quantization☆349Updated 11 months ago
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆377Updated last year
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆839Updated 3 months ago
- For releasing code related to compression methods for transformers, accompanying our publications☆440Updated 7 months ago
- ☆560Updated last year
- Serving multiple LoRA finetuned LLM as one☆1,083Updated last year
- ☆546Updated 8 months ago
- A high-throughput and memory-efficient inference and serving engine for LLMs☆266Updated 10 months ago
- [ICML 2024] Break the Sequential Dependency of LLM Inference Using Lookahead Decoding☆1,272Updated 5 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆735Updated 5 months ago
- Automated Identification of Redundant Layer Blocks for Pruning in Large Language Models☆243Updated last year
- 🏋️ A unified multi-backend utility for benchmarking Transformers, Timm, PEFT, Diffusers and Sentence-Transformers with full support of O…☆309Updated this week
- scalable and robust tree-based speculative decoding algorithm☆355Updated 6 months ago
- Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".☆277Updated last year
- Code for the ICML 2023 paper "SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot".☆825Updated last year
- Official PyTorch implementation of QA-LoRA☆138Updated last year
- [NeurIPS'24 Spotlight, ICLR'25, ICML'25] To speed up Long-context LLMs' inference, approximate and dynamic sparse calculate the attention…☆1,105Updated last week
- A family of compressed models obtained via pruning and knowledge distillation☆348Updated 9 months ago
- A throughput-oriented high-performance serving framework for LLMs☆872Updated last week
- Efficient LLM Inference over Long Sequences☆389Updated last month
- The repository for the code of the UltraFastBERT paper☆517Updated last year
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆293Updated 3 months ago
- Production ready LLM model compression/quantization toolkit with hw accelerated inference support for both cpu/gpu via HF, vLLM, and SGLa…☆735Updated last week
- LLM KV cache compression made easy☆586Updated this week