Official implementation of Half-Quadratic Quantization (HQQ)
☆919Feb 26, 2026Updated 3 weeks ago
Alternatives and similar repositories for hqq
Users that are interested in hqq are comparing it to the libraries listed below
Sorting:
- Official Pytorch repository for Extreme Compression of Large Language Models via Additive Quantization https://arxiv.org/pdf/2401.06118.p…☆1,315Feb 26, 2026Updated 3 weeks ago
- Fast low-bit matmul kernels in Triton☆438Feb 1, 2026Updated last month
- A pytorch quantization backend for optimum☆1,032Nov 21, 2025Updated 4 months ago
- AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:☆2,317May 11, 2025Updated 10 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
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆492Nov 26, 2024Updated last year
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆397Feb 24, 2024Updated 2 years ago
- ☆580Oct 29, 2024Updated last year
- [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization☆713Aug 13, 2024Updated last year
- PyTorch native quantization and sparsity for training and inference☆2,739Updated this week
- Training LLMs with QLoRA + FSDP☆1,540Nov 9, 2024Updated last year
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆890Nov 26, 2025Updated 3 months ago
- Accessible large language models via k-bit quantization for PyTorch.☆8,052Updated this week
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,463Jul 17, 2025Updated 8 months ago
- Fast Matrix Multiplications for Lookup Table-Quantized LLMs☆389Apr 13, 2025Updated 11 months ago
- A general 2-8 bits quantization toolbox with GPTQ/AWQ/HQQ/VPTQ, and export to onnx/onnx-runtime easily.☆186Mar 4, 2026Updated 2 weeks ago
- An easy-to-use LLMs quantization package with user-friendly apis, based on GPTQ algorithm.☆5,034Apr 11, 2025Updated 11 months ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆359Nov 20, 2025Updated 4 months ago
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆752Aug 6, 2025Updated 7 months ago
- Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".☆2,266Mar 27, 2024Updated last year
- [ICML 2024] BiLLM: Pushing the Limit of Post-Training Quantization for LLMs☆228Jan 11, 2025Updated last year
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆330Nov 26, 2025Updated 3 months ago
- [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
- Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".☆281Nov 3, 2023Updated 2 years ago
- 🎯An accuracy-first, highly efficient quantization toolkit for LLMs, designed to minimize quality degradation across Weight-Only Quantiza…☆914Updated this week
- VPTQ, A Flexible and Extreme low-bit quantization algorithm☆674Apr 25, 2025Updated 10 months ago
- GPTQ inference Triton kernel☆321May 18, 2023Updated 2 years ago
- Tools for merging pretrained large language models.☆6,867Mar 15, 2026Updated last week
- ☆553Feb 8, 2026Updated last month
- GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection☆1,684Oct 28, 2024Updated last year
- Aana SDK is a powerful framework for building AI enabled multimodal applications.☆58Aug 22, 2025Updated 7 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆336Jul 2, 2024Updated last year
- A fast inference library for running LLMs locally on modern consumer-class GPUs☆4,468Mar 4, 2026Updated 2 weeks ago
- ☆235Jun 11, 2024Updated last year
- Easy and Efficient Quantization for Transformers☆206Jan 28, 2026Updated last month
- Repository for the QUIK project, enabling the use of 4bit kernels for generative inference - EMNLP 2024☆185Apr 16, 2024Updated last year
- Serving multiple LoRA finetuned LLM as one☆1,148May 8, 2024Updated last year
- Tile primitives for speedy kernels☆3,232Updated this week
- [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models☆1,621Jul 12, 2024Updated last year