zhuHQ's repositories
Lightening-Transformer
[HPCA24] Lightening-Transformer: A Dynamically-operated Optically-interconnected Photonic Transformer Accelerator
Lightening-Transformer-AE
Artifact evaluation for HPCA'24 paper Lightening-Transformer: A Dynamically-operated Optically-interconnected Photonic Transformer Accelerator
Butterfly_Acc
The codes and artifacts associated with our MICRO'22 paper titled: "Adaptable Butterfly Accelerator for Attention-based NNs via Hardware and Algorithm Co-design"
AnalogVNN
A fully modular framework for modeling and optimizing analog neural networks
DCNO-ICLR2024
This is the code for DCNO(Dilated convolution neural operator for multiscale partial differential equations)
deit
Official DeiT repository
DNN-Chip-Predictor
[ICASSP'20] DNN-Chip Predictor: An Analytical Performance Predictor for DNN Accelerators with Various Dataflows and Hardware Architectures
DREAMPlace
Deep learning toolkit-enabled VLSI placement
LeViT
LeViT a Vision Transformer in ConvNet's Clothing for Faster Inference
llm-awq
AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration
maestro
An analytical cost model evaluating DNN mappings (dataflows and tiling).
micronet
micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regula
MNSIM_Python
MNSIM_Python_v1.0. The former circuits-level version link: https://github.com/Zhu-Zhenhua/MNSIM_V1.1
NeurOLight
A Neural Operator-based Integrated Photonic Device Simulation Framework, NeurOLight NeurIPS 2022
pytorch-cifar
95.47% on CIFAR10 with PyTorch
pytorch-cifar100
Practice on cifar100(ResNet, DenseNet, VGG, GoogleNet, InceptionV3, InceptionV4, Inception-ResNetv2, Xception, Resnet In Resnet, ResNext,ShuffleNet, ShuffleNetv2, MobileNet, MobileNetv2, SqueezeNet, NasNet, Residual Attention Network, SENet, WideResNet)
pytorch-classification
Classification with PyTorch.
pytorch-distributed
A quickstart and benchmark for pytorch distributed training.
pytorch-fgvc-dataset
PyTorch custom dataset APIs -- CUB-200-2011, Stanford Dogs, Stanford Cars, FGVC Aircraft, NABirds, Tiny ImageNet, iNaturalist2017
pytorch-image-models
PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more
pytorch-onn
A PyTorch Library for Photonic Integrated Circuit Simulation and Photonic AI Computing
Q-ViT
The official implementation of the NeurIPS 2022 paper Q-ViT.
RobustQuantization
source code of the paper: Robust Quantization: One Model to Rule Them All
ViTCoD
[HPCA 2023] ViTCoD: Vision Transformer Acceleration via Dedicated Algorithm and Accelerator Co-Design
zhuhanqing.github.io
My personal website