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@mit-han-lab

MIT HAN Lab

Efficient AI Computing. PI: Song Han

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  1. streaming-llm streaming-llm Public

    [ICLR 2024] Efficient Streaming Language Models with Attention Sinks

    Python 6.4k 355

  2. smoothquant smoothquant Public

    [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models

    Python 1.1k 129

  3. llm-awq llm-awq Public

    [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

    Python 2.2k 159

  4. bevfusion bevfusion Public

    [ICRA'23] BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation

    Python 2.2k 386

  5. once-for-all once-for-all Public

    [ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment

    Python 1.9k 333

  6. temporal-shift-module temporal-shift-module Public

    [ICCV 2019] TSM: Temporal Shift Module for Efficient Video Understanding

    Python 2k 416

Repositories

Showing 10 of 51 repositories
  • torchsparse Public

    [MICRO'23, MLSys'22] TorchSparse: Efficient Training and Inference Framework for Sparse Convolution on GPUs.

    mit-han-lab/torchsparse’s past year of commit activity
    Cuda 1,159 MIT 134 28 2 Updated Jul 26, 2024
  • bevfusion Public

    [ICRA'23] BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation

    mit-han-lab/bevfusion’s past year of commit activity
    Python 2,166 Apache-2.0 386 60 2 Updated Jul 25, 2024
  • proxylessnas Public

    [ICLR 2019] ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware

    mit-han-lab/proxylessnas’s past year of commit activity
    C++ 1,415 MIT 283 0 1 Updated Jul 25, 2024
  • torchquantum Public

    A PyTorch-based framework for Quantum Classical Simulation, Quantum Machine Learning, Quantum Neural Networks, Parameterized Quantum Circuits with support for easy deployments on real quantum computers.

    mit-han-lab/torchquantum’s past year of commit activity
    Jupyter Notebook 1,252 MIT 186 56 (4 issues need help) 7 Updated Jul 21, 2024
  • spatten Public

    [HPCA'21] SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning

    mit-han-lab/spatten’s past year of commit activity
    Scala 58 MIT 3 1 0 Updated Jul 19, 2024
  • qserve Public

    QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving

    mit-han-lab/qserve’s past year of commit activity
    Python 355 Apache-2.0 12 19 1 Updated Jul 19, 2024
  • llm-awq Public

    [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

    mit-han-lab/llm-awq’s past year of commit activity
    Python 2,177 MIT 159 114 7 Updated Jul 16, 2024
  • hardware-aware-transformers Public

    [ACL'20] HAT: Hardware-Aware Transformers for Efficient Natural Language Processing

    mit-han-lab/hardware-aware-transformers’s past year of commit activity
    Python 325 49 3 0 Updated Jul 14, 2024
  • smoothquant Public

    [ICML 2023] SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models

    mit-han-lab/smoothquant’s past year of commit activity
    Python 1,121 MIT 129 59 1 Updated Jul 12, 2024
  • spvnas Public archive

    [ECCV 2020] Searching Efficient 3D Architectures with Sparse Point-Voxel Convolution

    mit-han-lab/spvnas’s past year of commit activity
    Python 577 MIT 108 0 0 Updated Jul 11, 2024
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