ruikangliu / FlatQuantLinks
[ICML 2025] Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"
☆137Updated last month
Alternatives and similar repositories for FlatQuant
Users that are interested in FlatQuant are comparing it to the libraries listed below
Sorting:
- An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization☆136Updated last month
- QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.☆128Updated 2 months ago
- Code Repository of Evaluating Quantized Large Language Models☆124Updated 9 months ago
- [ICLR2025]: OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitt…☆61Updated 2 months ago
- [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.☆115Updated last year
- Code implementation of GPTAQ (https://arxiv.org/abs/2504.02692)☆47Updated 3 weeks ago
- This repository contains integer operators on GPUs for PyTorch.☆205Updated last year
- An easy-to-use package for implementing SmoothQuant for LLMs☆100Updated 2 months ago
- Official implementation of the ICLR 2024 paper AffineQuant☆26Updated last year
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆310Updated 11 months ago
- ☆141Updated 3 months ago
- Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.☆395Updated 6 months ago
- [ICLR 2025] COAT: Compressing Optimizer States and Activation for Memory-Efficient FP8 Training☆209Updated last week
- ☆75Updated 5 months ago
- A quantization algorithm for LLM☆141Updated last year
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆295Updated 7 months ago
- Code repo for the paper "SpinQuant LLM quantization with learned rotations"☆288Updated 4 months ago
- [NeurIPS 2024 Oral🔥] DuQuant: Distributing Outliers via Dual Transformation Makes Stronger Quantized LLMs.☆161Updated 8 months ago
- A collection of memory efficient attention operators implemented in the Triton language.☆272Updated last year
- PyTorch bindings for CUTLASS grouped GEMM.☆99Updated 3 weeks ago
- Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…☆46Updated last year
- The official implementation of the EMNLP 2023 paper LLM-FP4☆207Updated last year
- ☆96Updated 9 months ago
- Performance of the C++ interface of flash attention and flash attention v2 in large language model (LLM) inference scenarios.☆38Updated 3 months ago
- A sparse attention kernel supporting mix sparse patterns☆238Updated 4 months ago
- Fast Hadamard transform in CUDA, with a PyTorch interface☆201Updated last year
- Spec-Bench: A Comprehensive Benchmark and Unified Evaluation Platform for Speculative Decoding (ACL 2024 Findings)☆282Updated 2 months ago
- ☆139Updated last year
- Implement Flash Attention using Cute.☆87Updated 6 months ago
- GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM☆163Updated 11 months ago