Alternatives and similar repositories for PyTorch-Quantization-Aware-Training

Users that are interested in PyTorch-Quantization-Aware-Training are comparing it to the libraries listed below

• NVIDIA / sampleQAT
  Inference of quantization aware trained networks using TensorRT
  ☆83Updated 2 years ago
• DeadAt0m / LSQFakeQuantize-PyTorch
  FakeQuantize with Learned Step Size(LSQ+) as Observer in PyTorch
  ☆36Updated 3 years ago
• gmalivenko / onnx-opcounter
  Count number of parameters / MACs / FLOPS for ONNX models.
  ☆95Updated last year
• leimao / PyTorch-Static-Quantization
  PyTorch Static Quantization Example
  ☆38Updated 4 years ago
• jakc4103 / DFQ
  PyTorch implementation of Data Free Quantization Through Weight Equalization and Bias Correction.
  ☆263Updated 2 years ago
• ModelTC / Dipoorlet
  Offline Quantization Tools for Deploy.
  ☆141Updated last year
• A-suozhang / awesome-quantization-and-fixed-point-training
  Neural Network Quantization & Low-Bit Fixed Point Training For Hardware-Friendly Algorithm Design
  ☆160Updated 4 years ago
• lswzjuer / pytorch-quantity
  An 8bit automated quantization conversion tool for the pytorch (Post-training quantization based on KL divergence)
  ☆32Updated 6 years ago
• Qualcomm-AI-research / transformer-quantization
  ☆207Updated 4 years ago
• Jermmy / pytorch-quantization-demo
  A simple network quantization demo using pytorch from scratch.
  ☆539Updated 2 years ago
• ChenShisen / ncnnqat
  quantize aware training package for NCNN on pytorch
  ☆69Updated 4 years ago
• skmhrk1209 / QuanTorch
  PyTorch implementation of "Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference"
  ☆56Updated 6 years ago
• Ranking666 / Base-quantization
  base quantization methods including: QAT, PTQ, per_channel, per_tensor, dorefa, lsq, adaround, omse, Histogram, bias_correction.etc
  ☆51Updated 3 years ago
• snap-research / F8Net
  [ICLR 2022 Oral] F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization
  ☆94Updated 3 years ago
• Ironteen / Batch-Normalization-fusion
  Batch Normalization Auto-fusion for PyTorch
  ☆32Updated 5 years ago
• ThanatosShinji / onnx-tool
  A parser, editor and profiler tool for ONNX models.
  ☆469Updated last month
• megvii-research / FQ-ViT
  [IJCAI 2022] FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer
  ☆355Updated 2 years ago
• deepglint / EasyQuant
  EasyQuant(EQ) is an efficient and simple post-training quantization method via effectively optimizing the scales of weights and activatio…
  ☆404Updated 3 years ago
• yhhhli / APoT_Quantization
  PyTorch implementation for the APoT quantization (ICLR 2020)
  ☆281Updated 11 months ago
• yhhhli / BRECQ
  Pytorch implementation of BRECQ, ICLR 2021
  ☆284Updated 4 years ago
• Jzz24 / pytorch_quantization
  A pytorch implementation of dorefa quantization
  ☆113Updated 5 years ago
• sony-si / ai-research
  ☆48Updated 5 years ago
• itayhubara / CalibTIP
  Improving Post Training Neural Quantization: Layer-wise Calibration and Integer Programming
  ☆98Updated 4 years ago
• Zhen-Dong / HAWQ
  Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.
  ☆451Updated 2 years ago
• qinjian623 / pytorch_toys
  Personal Pytorch toy script.
  ☆67Updated 2 weeks ago
• Forggtensky / Quantize_Pytorch_Vgg16AndMobileNet
  Quantize,Pytorch,Vgg16,MobileNet
  ☆43Updated 4 years ago
• amirgholami / ZeroQ
  [CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework
  ☆279Updated last year
• bytedance / MRECG
  ☆36Updated 2 years ago
• liuzechun / Nonuniform-to-Uniform-Quantization
  Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation. In CVPR 2022.
  ☆136Updated 3 years ago
• BBuf / model-compression
  model compression based on pytorch (1、quantization: 8/4/2bits(dorefa)、ternary/binary value(twn/bnn/xnor-net)；2、 pruning: normal、regular a…
  ☆171Updated 5 years ago