Code repo for the paper "SpinQuant LLM quantization with learned rotations"
☆406Feb 14, 2025Updated last year
Alternatives and similar repositories for SpinQuant
Users that are interested in SpinQuant are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆517Nov 26, 2024Updated last year
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆175Nov 26, 2025Updated 7 months ago
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆92Jul 28, 2025Updated 11 months ago
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆221Nov 25, 2025Updated 7 months ago
- [EMNLP 2024] RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization☆40Sep 24, 2024Updated last year
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆185Apr 24, 2026Updated 2 months ago
- This repository contains the training code of ParetoQ introduced in our work "ParetoQ Scaling Laws in Extremely Low-bit LLM Quantization"☆128Oct 15, 2025Updated 8 months ago
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆899Nov 26, 2025Updated 7 months ago
- Fast Hadamard transform in CUDA, with a PyTorch interface☆333Mar 10, 2026Updated 3 months ago
- [ICLR2025]: OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitt…☆93Apr 8, 2025Updated last year
- ☆91Jan 23, 2025Updated last year
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆155Aug 21, 2025Updated 10 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆845Mar 6, 2025Updated last year
- [EMNLP 2024 & AAAI 2026] A powerful toolkit for compressing large models including LLMs, VLMs, and video generative models.☆728May 14, 2026Updated last month
- 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.
- ☆599Oct 29, 2024Updated last year
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆344Apr 10, 2026Updated 2 months ago
- Model Compression Toolbox for Large Language Models and Diffusion Models☆790Aug 14, 2025Updated 10 months ago
- Official implementation of the ICLR 2024 paper AffineQuant☆30Mar 30, 2024Updated 2 years ago
- [COLM 2025] DFRot: Achieving Outlier-Free and Massive Activation-Free for Rotated LLMs with Refined Rotation; 知乎：https://zhuanlan.zhihu.c…☆30Mar 5, 2025Updated last year
- [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models☆1,662Jul 12, 2024Updated last year
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆342Jul 2, 2024Updated last year
- Code for data-aware compression of DeepSeek models☆75Dec 11, 2025Updated 6 months ago
- ☆25Oct 31, 2024Updated 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.
- Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…☆52Oct 21, 2023Updated 2 years ago
- LLM Inference with Microscaling Format☆34Nov 12, 2024Updated last year
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆139May 16, 2024Updated 2 years ago
- ☆54Nov 5, 2024Updated last year
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆326Mar 4, 2025Updated last year
- [ICLR'25] ViDiT-Q: Efficient and Accurate Quantization of Diffusion Transformers for Image and Video Generation☆162Mar 21, 2025Updated last year
- For releasing code related to compression methods for transformers, accompanying our publications☆462Jan 16, 2025Updated last year
- ☆42Mar 28, 2024Updated 2 years ago
- Work in progress.☆80Nov 25, 2025Updated 7 months ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Awesome LLM compression research papers and tools.☆1,848Feb 23, 2026Updated 4 months ago
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆398Feb 24, 2024Updated 2 years ago
- Official code for the paper "Examining Post-Training Quantization for Mixture-of-Experts: A Benchmark"☆30Jun 30, 2025Updated last year
- [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
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆414Nov 20, 2025Updated 7 months ago
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆1,095Sep 4, 2024Updated last year
- [ICLR 2025🔥] SVD-LLM & [NAACL 2025🔥] SVD-LLM V2☆295Aug 28, 2025Updated 10 months ago