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@NUS-HPC-AI-Lab

NUS HPC AI Lab

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NUS HPC-AI Lab

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We are the High-Performance Computing for Artificial Intelligence (HPC-AI) Lab at the National University of Singapore (NUS)!

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  1. LARS-ImageNet-PyTorch LARS-ImageNet-PyTorch Public

    Accuracy 77%. Large batch deep learning optimizer LARS for ImageNet with PyTorch and ResNet, using Horovod for distribution. Optional accumulated gradient and NVIDIA DALI dataloader.

    Python 38 8

  2. pytorch-lamb pytorch-lamb Public

    PyTorch implementation of LAMB for ImageNet/ResNet-50 training

    Python 14 2

  3. InfoBatch InfoBatch Public

    Lossless Training Speed Up by Unbiased Dynamic Data Pruning

    Python 317 18

  4. Neural-Network-Parameter-Diffusion Neural-Network-Parameter-Diffusion Public

    We introduce a novel approach for parameter generation, named neural network parameter diffusion (p-diff), which employs a standard latent diffusion model to synthesize a new set of parameters

    Python 833 42

  5. VideoSys VideoSys Public

    VideoSys: An easy and efficient system for video generation

    Python 1.8k 120

Repositories

Showing 10 of 24 repositories
  • Neural-Network-Parameter-Diffusion Public

    We introduce a novel approach for parameter generation, named neural network parameter diffusion (p-diff), which employs a standard latent diffusion model to synthesize a new set of parameters

    NUS-HPC-AI-Lab/Neural-Network-Parameter-Diffusion’s past year of commit activity
    Python 833 42 8 1 Updated Nov 11, 2024
  • VideoSys Public

    VideoSys: An easy and efficient system for video generation

    NUS-HPC-AI-Lab/VideoSys’s past year of commit activity
    Python 1,763 Apache-2.0 120 11 4 Updated Nov 11, 2024
  • Multimodal-ICL-Retriever Public
    NUS-HPC-AI-Lab/Multimodal-ICL-Retriever’s past year of commit activity
    Python 2 MIT 0 1 0 Updated Nov 9, 2024
  • EDF Public
    NUS-HPC-AI-Lab/EDF’s past year of commit activity
    Python 7 0 1 0 Updated Oct 28, 2024
  • Dynamic-Tuning Public

    The official implementation of "2024NeurIPS Dynamic Tuning Towards Parameter and Inference Efficiency for ViT Adaptation"

    NUS-HPC-AI-Lab/Dynamic-Tuning’s past year of commit activity
    Python 36 1 0 0 Updated Oct 20, 2024
  • SpeeD Public

    SpeeD: A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training

    NUS-HPC-AI-Lab/SpeeD’s past year of commit activity
    Python 161 Apache-2.0 5 4 0 Updated Oct 19, 2024
  • Dynamic-Diffusion-Transformer Public
    NUS-HPC-AI-Lab/Dynamic-Diffusion-Transformer’s past year of commit activity
    32 0 1 0 Updated Oct 8, 2024
  • PAD Public

    Prioritize Alignment in Dataset Distillation

    NUS-HPC-AI-Lab/PAD’s past year of commit activity
    Python 21 2 0 0 Updated Sep 26, 2024
  • InfoBatch Public

    Lossless Training Speed Up by Unbiased Dynamic Data Pruning

    NUS-HPC-AI-Lab/InfoBatch’s past year of commit activity
    Python 317 18 8 0 Updated Sep 24, 2024
  • InfoGrowth Public

    Efficient and Online Dataset Growth Algorithm (with cleanness and diversity awareness) to deal with growing web data

    NUS-HPC-AI-Lab/InfoGrowth’s past year of commit activity
    Python 19 0 0 0 Updated Aug 6, 2024
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