StiphyJay / MQuantLinks
[ACM MM2025]: MQuant: Unleashing the Inference Potential of Multimodal Large Language Models via Full Static Quantization
☆12Updated last week
Alternatives and similar repositories for MQuant
Users that are interested in MQuant are comparing it to the libraries listed below
Sorting:
- [EMNLP 2024 Industry Track] This is the official PyTorch implementation of "LLMC: Benchmarking Large Language Model Quantization with a V…☆512Updated this week
- [ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"☆146Updated last month
- [ICLR2025]: OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitt…☆68Updated 3 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆405Updated 7 months ago
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆164Updated 9 months ago
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆302Updated 5 months ago
- Awesome list for LLM pruning.☆241Updated 7 months ago
- Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"☆304Updated 4 months ago
- Code Repository of Evaluating Quantized Large Language Models☆130Updated 10 months ago
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆142Updated last month
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆51Updated last month
- Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"☆74Updated 2 weeks ago
- Analyze the inference of Large Language Models (LLMs). Analyze aspects like computation, storage, transmission, and hardware roofline mod…☆509Updated 10 months ago
- Awesome list for LLM quantization☆252Updated last month
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆115Updated last year
- Official implementation of the ICLR 2024 paper AffineQuant☆26Updated last year
- Spec-Bench: A Comprehensive Benchmark and Unified Evaluation Platform for Speculative Decoding (ACL 2024 Findings)☆285Updated 2 months ago
- ☆331Updated last year
- [NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.☆461Updated 11 months ago
- This repository contains integer operators on GPUs for PyTorch.☆206Updated last year
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆311Updated 6 months ago
- Code for the NeurIPS 2022 paper "Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning".☆122Updated 2 years ago
- 🎓Automatically Update circult-eda-mlsys-tinyml Papers Daily using Github Actions (Update Every 8th hours)☆10Updated this week
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆314Updated last year
- [MLSys'25] QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving; [MLSys'25] LServe: Efficient Long-sequence LLM Se…☆717Updated 4 months ago
- The official implementation of the EMNLP 2023 paper LLM-FP4☆210Updated last year
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆135Updated 3 months ago
- Official Implementation of "Learning Harmonized Representations for Speculative Sampling" (HASS)☆43Updated 4 months ago
- ☆24Updated 2 months ago
- 📰 Must-read papers on KV Cache Compression (constantly updating 🤗).☆484Updated 3 weeks ago