Alternatives and similar repositories for AffineQuant

Users that are interested in AffineQuant are comparing it to the libraries listed below

• ChenMnZ / PrefixQuant
  An algorithm for weight-activation quantization (W4A4, W4A8) of LLMs, supporting both static and dynamic quantization
  ☆133Updated 3 months ago
• ruikangliu / FlatQuant
  Official PyTorch implementation of "FlatQuant: Flatness Matters for LLM Quantization"
  ☆127Updated this week
• BrotherHappy / OSTQuant
  [ICLR2025]: OSTQuant: Refining Large Language Model Quantization with Orthogonal and Scaling Transformations for Better Distribution Fitt…
  ☆48Updated last month
• ClubieDong / QAQ-KVCacheQuantization
  QAQ: Quality Adaptive Quantization for LLM KV Cache
  ☆49Updated last year
• HandH1998 / QQQ
  QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.
  ☆121Updated last month
• INT-FlashAttention2024 / INT-FlashAttention
  ☆68Updated 3 months ago
• Intelligent-Computing-Lab-Yale / GPTQv2
  Code implementation of GPTQv2 (https://arxiv.org/abs/2504.02692)
  ☆36Updated 3 weeks ago
• DD-DuDa / BitDistiller
  [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.
  ☆111Updated 11 months ago
• AniZpZ / AutoSmoothQuant
  An easy-to-use package for implementing SmoothQuant for LLMs
  ☆97Updated last month
• Guangxuan-Xiao / torch-int
  This repository contains integer operators on GPUs for PyTorch.
  ☆204Updated last year
• ModelTC / Outlier_Suppression_Plus
  Official implementation of the EMNLP23 paper: Outlier Suppression+: Accurate quantization of large language models by equivalent and opti…
  ☆46Updated last year
• zhangsichengsjtu / AFPQ
  AFPQ code implementation
  ☆21Updated last year
• efeslab / Atom
  [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving
  ☆308Updated 10 months ago
• tgale96 / grouped_gemm
  PyTorch bindings for CUTLASS grouped GEMM.
  ☆88Updated last week
• Intelligent-Computing-Lab-Yale / TesseraQ
  ☆20Updated 6 months ago
• AlibabaPAI / FLASHNN
  ☆93Updated 8 months ago
• thu-nics / qllm-eval
  Code Repository of Evaluating Quantized Large Language Models
  ☆123Updated 8 months ago
• FasterDecoding / TEAL
  ☆128Updated 2 months ago
• usyd-fsalab / fp6_llm
  An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).
  ☆248Updated 6 months ago
• naver-aics / lut-gemm
  ☆55Updated last year
• andy-yang-1 / DoubleSparse
  16-fold memory access reduction with nearly no loss
  ☆93Updated last month
• flashinfer-ai / cutlass-viz
  ☆58Updated 2 weeks ago
• hahnyuan / RPTQ4LLM
  Reorder-based post-training quantization for large language model
  ☆188Updated last year
• weishengying / cutlass_flash_atten_fp8
  使用 cutlass 仓库在 ada 架构上实现 fp8 的 flash attention
  ☆64Updated 9 months ago
• wimh966 / outlier_suppression
  The official PyTorch implementation of the NeurIPS2022 (spotlight) paper, Outlier Suppression: Pushing the Limit of Low-bit Transformer L…
  ☆47Updated 2 years ago
• jundaf2 / INT8-Flash-Attention-FMHA-Quantization
  ☆158Updated last year
• SqueezeBits / QUICK
  QUICK: Quantization-aware Interleaving and Conflict-free Kernel for efficient LLM inference
  ☆117Updated last year
• Dao-AILab / fast-hadamard-transform
  Fast Hadamard transform in CUDA, with a PyTorch interface
  ☆185Updated 11 months ago
• wangsiping97 / FastGEMV
  High-speed GEMV kernels, at most 2.7x speedup compared to pytorch baseline.
  ☆106Updated 10 months ago
• ByteDance-Seed / decoupleQ
  A quantization algorithm for LLM
  ☆139Updated 10 months ago