Official implementation of Half-Quadratic Quantization (HQQ)
☆949Feb 26, 2026Updated 4 months ago
Alternatives and similar repositories for hqq
Users that are interested in hqq are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Fast low-bit matmul kernels in Triton☆477Updated this week
- Official Pytorch repository for Extreme Compression of Large Language Models via Additive Quantization https://arxiv.org/pdf/2401.06118.p…☆1,324Feb 26, 2026Updated 4 months ago
- A pytorch quantization backend for optimum☆1,046Updated this week
- AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:☆2,350May 11, 2025Updated last year
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆1,109Sep 4, 2024Updated last year
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆523Nov 26, 2024Updated last year
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆399Feb 24, 2024Updated 2 years ago
- [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization☆722Aug 13, 2024Updated last year
- ☆600Oct 29, 2024Updated last year
- PyTorch native quantization and sparsity for training and inference☆2,909Updated this week
- Training LLMs with QLoRA + FSDP☆1,549Nov 9, 2024Updated last year
- Accessible large language models via k-bit quantization for PyTorch.☆8,333Updated this week
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆901Nov 26, 2025Updated 7 months ago
- Fast Matrix Multiplications for Lookup Table-Quantized LLMs☆391Apr 13, 2025Updated last year
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,592Jul 17, 2025Updated last year
- A general 2-8 bits quantization toolbox with GPTQ/AWQ/HQQ/VPTQ, and export to onnx/onnx-runtime easily.☆190Mar 23, 2026Updated 3 months ago
- An easy-to-use LLMs quantization package with user-friendly apis, based on GPTQ algorithm.☆5,073Apr 11, 2025Updated last year
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆769Aug 6, 2025Updated 11 months ago
- Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".☆2,334Mar 27, 2024Updated 2 years ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆418Nov 20, 2025Updated 8 months ago
- [ICML 2024] BiLLM: Pushing the Limit of Post-Training Quantization for LLMs☆235Jan 11, 2025Updated last year
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆342Apr 10, 2026Updated 3 months ago
- Code for the paper "QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models".☆278Nov 3, 2023Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- VPTQ, A Flexible and Extreme low-bit quantization algorithm☆682Apr 25, 2025Updated last year
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆850Mar 6, 2025Updated last year
- GPTQ inference Triton kernel☆323May 18, 2023Updated 3 years ago
- Tools for merging pretrained large language models.☆7,246Jun 17, 2026Updated last month
- ☆554Feb 8, 2026Updated 5 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆343Jul 2, 2024Updated 2 years ago
- GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection☆1,699Oct 28, 2024Updated last year
- ☆234Jun 11, 2024Updated 2 years ago
- Easy and Efficient Quantization for Transformers☆205Mar 25, 2026Updated 3 months ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- A fast inference library for running LLMs locally on modern consumer-class GPUs☆4,586Mar 4, 2026Updated 4 months ago
- Repository for the QUIK project, enabling the use of 4bit kernels for generative inference - EMNLP 2024☆185Apr 16, 2024Updated 2 years ago
- [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models☆1,670Jul 12, 2024Updated 2 years ago
- Serving multiple LoRA finetuned LLM as one☆1,166May 8, 2024Updated 2 years ago
- Tile primitives for speedy kernels☆3,552Jul 13, 2026Updated last week
- ☆114Feb 26, 2026Updated 4 months ago
- ☆180Jun 22, 2025Updated last year