[ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models
☆342Apr 10, 2026Updated 3 months ago
Alternatives and similar repositories for EfficientQAT
Users that are interested in EfficientQAT are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆176Nov 26, 2025Updated 7 months ago
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆901Nov 26, 2025Updated 7 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆523Nov 26, 2024Updated last year
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆139May 16, 2024Updated 2 years ago
- VPTQ, A Flexible and Extreme low-bit quantization algorithm☆681Apr 25, 2025Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- ☆54Nov 5, 2024Updated last year
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆325Mar 4, 2025Updated last year
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆92Jul 28, 2025Updated 11 months ago
- ☆600Oct 29, 2024Updated 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
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆415Feb 14, 2025Updated last year
- The homepage of OneBit model quantization framework.☆205Feb 5, 2025Updated last year
- ACL 2023☆39Jun 6, 2023Updated 3 years ago
- ☆180Jun 22, 2025Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Low-bit LLM inference on CPU/NPU with lookup table☆972Jun 5, 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
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆186Apr 24, 2026Updated 2 months ago
- Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients.☆206Jul 17, 2024Updated 2 years ago
- [TMLR] Official PyTorch implementation of paper "Efficient Quantization-aware Training with Adaptive Coreset Selection"☆38Aug 20, 2024Updated last year
- The official implementation of the EMNLP 2023 paper LLM-FP4☆224Dec 15, 2023Updated 2 years ago
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆769Aug 6, 2025Updated 11 months ago
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆223Nov 25, 2025Updated 7 months ago
- Fast Hadamard transform in CUDA, with a PyTorch interface☆338Mar 10, 2026Updated 4 months ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models☆1,669Jul 12, 2024Updated 2 years ago
- Official implementation of Half-Quadratic Quantization (HQQ)☆949Feb 26, 2026Updated 4 months ago
- LLM Inference with Microscaling Format☆35Nov 12, 2024Updated last year
- ☆234Jun 11, 2024Updated 2 years ago
- Residual vector quantization for KV cache compression in large language model☆12Oct 22, 2024Updated last year
- Model Compression Toolbox for Large Language Models and Diffusion Models☆794Aug 14, 2025Updated 11 months ago
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆72Mar 7, 2024Updated 2 years ago
- PB-LLM: Partially Binarized Large Language Models☆158Nov 20, 2023Updated 2 years ago
- [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization☆722Aug 13, 2024Updated last year
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- The code repository of "MBQ: Modality-Balanced Quantization for Large Vision-Language Models"☆93Mar 17, 2025Updated last year
- Fast Matrix Multiplications for Lookup Table-Quantized LLMs☆391Apr 13, 2025Updated last year
- LLM model quantization (compression) toolkit with HW acceleration support for Nvidia, AMD, Intel GPU and Intel/AMD/Apple CPU via HF, vLLM…☆1,208Updated this week
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆418Nov 20, 2025Updated 8 months ago
- This repository contains the training code of ParetoQ introduced in our work "ParetoQ Scaling Laws in Extremely Low-bit LLM Quantization"☆131Oct 15, 2025Updated 9 months ago
- The official implementation of the ICML 2023 paper OFQ-ViT☆39Oct 3, 2023Updated 2 years ago
- [ICML 2024 Oral] This project is the official implementation of our Accurate LoRA-Finetuning Quantization of LLMs via Information Retenti…☆65Apr 15, 2024Updated 2 years ago