A pytorch quantization backend for optimum
☆1,040Apr 2, 2026Updated last month
Alternatives and similar repositories for optimum-quanto
Users that are interested in optimum-quanto are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- PyTorch native quantization and sparsity for training and inference☆2,834Updated this week
- Official implementation of Half-Quadratic Quantization (HQQ)☆939Feb 26, 2026Updated 3 months ago
- Accessible large language models via k-bit quantization for PyTorch.☆8,216Updated this week
- 🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and Sentence Transformers with easy to use hardware optimization…☆3,398May 18, 2026Updated last week
- Model Compression Toolbox for Large Language Models and Diffusion Models☆784Aug 14, 2025Updated 9 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.
- AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:☆2,338May 11, 2025Updated last year
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,537Jul 17, 2025Updated 10 months ago
- An easy-to-use LLMs quantization package with user-friendly apis, based on GPTQ algorithm.☆5,062Apr 11, 2025Updated last year
- SOTA low-bit LLM quantization (INT8/FP8/MXFP8/INT4/MXFP4/NVFP4) & sparsity; leading model compression techniques on PyTorch, TensorFlow, …☆2,643Updated this week
- Faster generation with text-to-image diffusion models.☆233Jun 28, 2025Updated 10 months ago
- FP16xINT4 LLM inference kernel that can achieve near-ideal ~4x speedups up to medium batchsizes of 16-32 tokens.☆1,078Sep 4, 2024Updated last year
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆840Mar 6, 2025Updated last year
- Easy and Efficient Quantization for Transformers☆205Mar 25, 2026Updated 2 months ago
- [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models☆1,650Jul 12, 2024Updated last year
- 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.
- A unified library of SOTA model optimization techniques like quantization, pruning, distillation, speculative decoding, etc. It compresse…☆2,750Updated this week
- A safetensors extension to efficiently store sparse quantized tensors on disk☆284Updated this week
- End-to-end recipes for optimizing diffusion models with torchao and diffusers (inference and FP8 training).☆396Jan 8, 2026Updated 4 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆340Jul 2, 2024Updated last year
- A general 2-8 bits quantization toolbox with GPTQ/AWQ/HQQ/VPTQ, and export to onnx/onnx-runtime easily.☆190Mar 23, 2026Updated 2 months ago
- [ICLR2024 spotlight] OmniQuant is a simple and powerful quantization technique for LLMs.☆898Nov 26, 2025Updated 6 months ago
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆424Aug 13, 2024Updated last year
- PyTorch native post-training library☆5,757Updated this week
- Transformers-compatible library for applying various compression algorithms to LLMs for optimized deployment with vLLM☆3,262May 20, 2026Updated last week
- 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.
- Fast and memory-efficient exact attention☆23,917Updated this week
- Lighteval is your all-in-one toolkit for evaluating LLMs across multiple backends☆2,426Updated this week
- ☆172Mar 9, 2023Updated 3 years ago
- This repository contains the experimental PyTorch native float8 training UX☆226Aug 1, 2024Updated last year
- Simple, safe way to store and distribute tensors☆3,754May 20, 2026Updated last week
- 🚀 A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (i…☆9,691May 19, 2026Updated last week
- Official Pytorch repository for Extreme Compression of Large Language Models via Additive Quantization https://arxiv.org/pdf/2401.06118.p…☆1,320Feb 26, 2026Updated 3 months ago
- Large Language Model Text Generation Inference☆10,856Mar 21, 2026Updated 2 months ago
- https://wavespeed.ai/ Best inference performance optimization framework for HuggingFace Diffusers on NVIDIA GPUs.☆1,303Mar 27, 2025Updated last year
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- Hackable and optimized Transformers building blocks, supporting a composable construction.☆10,462Apr 21, 2026Updated last month
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆509Nov 26, 2024Updated last year
- Minimalistic large language model 3D-parallelism training☆2,698Apr 7, 2026Updated last month
- [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization☆720Aug 13, 2024Updated last year
- Manage scalable open LLM inference endpoints in Slurm clusters☆287Jul 11, 2024Updated last year
- A library for accelerating Transformer models on NVIDIA GPUs, including using 8-bit and 4-bit floating point (FP8 and FP4) precision on H…☆3,350Updated this week
- 🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.☆21,187Updated this week