facebookresearch / LLM-QAT

Related projects ⓘ

Alternatives and complementary repositories for LLM-QAT

• SqueezeAILab / KVQuant
  [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization
  ☆302Updated 2 months ago
• xijiu9 / Train_Transformers_with_INT4
  ☆133Updated last year
• nbasyl / LLM-FP4
  The official implementation of the EMNLP 2023 paper LLM-FP4
  ☆166Updated 10 months ago
• spcl / QuaRot
  Code for Neurips24 paper: QuaRot, an end-to-end 4-bit inference of large language models.
  ☆278Updated 3 months ago
• Guangxuan-Xiao / torch-int
  This repository contains integer operators on GPUs for PyTorch.
  ☆181Updated last year
• efeslab / Atom
  [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving
  ☆277Updated 4 months ago
• facebookresearch / SpinQuant
  Code repo for the paper "SpinQuant LLM quantization with learned rotations"
  ☆151Updated 2 weeks ago
• mit-han-lab / qserve
  QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving
  ☆433Updated 2 months ago
• FMInference / DejaVu
  ☆283Updated 7 months ago
• jy-yuan / KIVI
  KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache
  ☆240Updated 3 weeks ago
• WoosukKwon / retraining-free-pruning
  [NeurIPS 2022] A Fast Post-Training Pruning Framework for Transformers
  ☆167Updated last year
• Macaronlin / LLaMA3-Quantization
  A repository dedicated to evaluating the performance of quantizied LLaMA3 using various quantization methods..
  ☆165Updated 3 months ago
• hahnyuan / RPTQ4LLM
  Reorder-based post-training quantization for large language model
  ☆181Updated last year
• FMInference / H2O
  [NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.
  ☆387Updated 3 months ago
• pprp / Awesome-LLM-Prune
  Awesome list for LLM pruning.
  ☆159Updated 3 weeks ago
• IST-DASLab / OBC
  Code for the NeurIPS 2022 paper "Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning".
  ☆101Updated last year
• microsoft / TransformerCompression
  For releasing code related to compression methods for transformers, accompanying our publications
  ☆369Updated 3 weeks ago
• FasterDecoding / SnapKV
  ☆183Updated 6 months ago
• mit-han-lab / deepcompressor
  ☆121Updated this week
• fpgaminer / GPTQ-triton
  GPTQ inference Triton kernel
  ☆283Updated last year
• hemingkx / Spec-Bench
  Spec-Bench: A Comprehensive Benchmark and Unified Evaluation Platform for Speculative Decoding (ACL 2024 Findings)
  ☆184Updated 2 weeks ago
• Azure / MS-AMP
  Microsoft Automatic Mixed Precision Library
  ☆522Updated last month
• opengear-project / GEAR
  GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM
  ☆146Updated 3 months ago
• ModelTC / llmc
  [EMNLP 2024 Industry Track] This is the official PyTorch implementation of "LLMC: Benchmarking Large Language Model Quantization with a V…
  ☆315Updated this week
• DD-DuDa / BitDistiller
  [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.
  ☆79Updated 5 months ago
• AniZpZ / AutoSmoothQuant
  An easy-to-use package for implementing SmoothQuant for LLMs
  ☆82Updated 5 months ago
• Qualcomm-AI-research / transformer-quantization
  ☆192Updated 3 years ago
• HandH1998 / QQQ
  QQQ is an innovative and hardware-optimized W4A8 quantization solution for LLMs.
  ☆75Updated 3 weeks ago
• lucidrains / speculative-decoding
  Explorations into some recent techniques surrounding speculative decoding
  ☆209Updated last year
• feifeibear / long-context-attention
  USP: Unified (a.k.a. Hybrid, 2D) Sequence Parallel Attention for Long Context Transformers Model Training and Inference
  ☆352Updated last week