Guangxuan-Xiao / torch-int

Related projects: ⓘ

• mit-han-lab / lmquant
  ☆102Updated 3 months ago
• IST-DASLab / OBC
  Code for the NeurIPS 2022 paper "Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning".
  ☆95Updated last year
• facebookresearch / SpinQuant
  Code repo for the paper "SpinQuant LLM quantization with learned rotations"
  ☆79Updated this week
• FlagOpen / FlagAttention
  A collection of memory efficient attention operators implemented in the Triton language.
  ☆205Updated 3 months ago
• mit-han-lab / Quest
  [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference
  ☆161Updated 2 months ago
• jundaf2 / INT8-Flash-Attention-FMHA-Quantization
  ☆151Updated last year
• HandH1998 / QQQ
  QQQ is an innovative and hardware-optimized W4A8 quantization solution.
  ☆59Updated last week
• efeslab / Atom
  [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving
  ☆258Updated 2 months ago
• usyd-fsalab / fp6_llm
  An efficient GPU support for LLM inference with x-bit quantization (e.g. FP6,FP5).
  ☆173Updated 3 months ago
• thu-nics / qllm-eval
  Code Repository of Evaluating Quantized Large Language Models
  ☆89Updated last week
• spcl / QuaRot
  Code for QuaRot, an end-to-end 4-bit inference of large language models.
  ☆256Updated last month
• ColfaxResearch / cutlass-kernels
  ☆138Updated 2 months ago
• WoosukKwon / retraining-free-pruning
  [NeurIPS 2022] A Fast Post-Training Pruning Framework for Transformers
  ☆160Updated last year
• Qualcomm-AI-research / transformer-quantization
  ☆186Updated 2 years ago
• nbasyl / LLM-FP4
  The official implementation of the EMNLP 2023 paper LLM-FP4
  ☆156Updated 9 months ago
• facebookresearch / LLM-QAT
  Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"
  ☆240Updated 2 weeks ago
• LiuXiaoxuanPKU / GACT-ICML
  ☆39Updated last year
• AniZpZ / AutoSmoothQuant
  An easy-to-use package for implementing SmoothQuant for LLMs
  ☆78Updated 4 months ago
• IntelLabs / FP8-Emulation-Toolkit
  PyTorch extension for emulating FP8 data formats on standard FP32 Xeon/GPU hardware.
  ☆98Updated 9 months ago
• DD-DuDa / BitDistiller
  [ACL 2024] A novel QAT with Self-Distillation framework to enhance ultra low-bit LLMs.
  ☆69Updated 4 months ago
• Qualcomm-AI-research / FP8-quantization
  ☆113Updated last year
• opengear-project / GEAR
  GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM
  ☆134Updated 2 months ago
• wangsiping97 / FastGEMV
  High-speed GEMV kernels, at most 2.7x speedup compared to pytorch baseline.
  ☆81Updated 2 months ago
• Dao-AILab / fast-hadamard-transform
  Fast Hadamard transform in CUDA, with a PyTorch interface
  ☆87Updated 3 months ago
• AlibabaResearch / flash-llm
  Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity
  ☆166Updated 11 months ago
• microsoft / SparTA
  ☆127Updated last month
• mit-han-lab / qserve
  QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving
  ☆399Updated 2 weeks ago
• FMInference / DejaVu
  ☆269Updated 5 months ago
• aojunzz / NM-sparsity
  ☆212Updated last year
• xijiu9 / Train_Transformers_with_INT4
  ☆130Updated last year