A quantization algorithm for LLM
☆150Jun 21, 2024Updated last year
Alternatives and similar repositories for decoupleQ
Users that are interested in decoupleQ are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆217Nov 25, 2025Updated 6 months ago
- Fast Hadamard transform in CUDA, with a PyTorch interface☆327Mar 10, 2026Updated 3 months ago
- ☆25Oct 31, 2024Updated last year
- [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
- Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"☆398Feb 24, 2024Updated 2 years ago
- 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.
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆155Aug 21, 2025Updated 9 months ago
- ☆42Mar 28, 2024Updated 2 years ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆175Nov 26, 2025Updated 6 months ago
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆843Mar 6, 2025Updated last year
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆425Aug 13, 2024Updated last year
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆513Nov 26, 2024Updated last year
- Quantized Attention on GPU☆44Nov 22, 2024Updated last year
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆341Jul 2, 2024Updated last year
- ☆54Nov 5, 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.
- ☆90Jan 23, 2025Updated last year
- Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…☆51Oct 21, 2023Updated 2 years ago
- Code for the AAAI 2024 Oral paper "OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Model…☆70Mar 7, 2024Updated 2 years ago
- Code Repository of Evaluating Quantized Large Language Models☆134Sep 8, 2024Updated last year
- Official implementation of ICML'24 paper "LQER: Low-Rank Quantization Error Reconstruction for LLMs"☆19Jul 11, 2024Updated last year
- Fast low-bit matmul kernels in Triton☆470May 15, 2026Updated 3 weeks ago
- [EMNLP 2024 & AAAI 2026] A powerful toolkit for compressing large models including LLMs, VLMs, and video generative models.☆721May 14, 2026Updated 3 weeks ago
- BitBLAS is a library to support mixed-precision matrix multiplications, especially for quantized LLM deployment.☆765Aug 6, 2025Updated 10 months ago
- [ACL 2025 Main] EfficientQAT: Efficient Quantization-Aware Training for Large Language Models☆341Apr 10, 2026Updated 2 months ago
- 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.
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆899Nov 26, 2025Updated 6 months ago
- ☆175Jun 22, 2025Updated 11 months ago
- ☆172Mar 9, 2023Updated 3 years ago
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆405Nov 20, 2025Updated 6 months ago
- PB-LLM: Partially Binarized Large Language Models☆157Nov 20, 2023Updated 2 years ago
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆401Feb 14, 2025Updated last year
- QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference☆123Mar 6, 2024Updated 2 years ago
- ☆26Feb 17, 2025Updated last year
- Model Compression Toolbox for Large Language Models and Diffusion Models☆787Aug 14, 2025Updated 9 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- An easy-to-use package for implementing SmoothQuant for LLMs☆111Apr 7, 2025Updated last year
- Official PyTorch implementation of "GuidedQuant: Large Language Model Quantization via Exploiting End Loss Guidance" (ICML 2025)☆51Apr 13, 2026Updated last month
- ☆52May 19, 2025Updated last year
- A repository dedicated to evaluating the performance of quantizied LLaMA3 using various quantization methods..☆199Jan 14, 2025Updated last year
- ☆14Nov 3, 2025Updated 7 months ago
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆180Apr 24, 2026Updated last month
- Boosting 4-bit inference kernels with 2:4 Sparsity☆96Sep 4, 2024Updated last year