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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 6.7k 365

  2. smoothquant smoothquant Public

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

    Python 1.3k 146

  3. llm-awq llm-awq Public

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

    Python 2.5k 200

  4. bevfusion bevfusion Public archive

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

    Python 2.3k 425

  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 2.1k 417

Repositories

Showing 10 of 56 repositories
  • nunchaku Public

    SVDQuant: Absorbing Outliers by Low-Rank Components for 4-Bit Diffusion Models

    mit-han-lab/nunchaku’s past year of commit activity
    Cuda 321 Apache-2.0 15 11 1 Updated Nov 16, 2024
  • 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 1,220 MIT 143 26 2 Updated Nov 12, 2024
  • efficientvit Public

    Efficient vision foundation models for high-resolution generation and perception.

    mit-han-lab/efficientvit’s past year of commit activity
    Python 2,352 Apache-2.0 189 92 0 Updated Nov 12, 2024
  • deepcompressor Public

    Model Compression Toolbox for Large Language Models and Diffusion Models

    mit-han-lab/deepcompressor’s past year of commit activity
    Python 221 Apache-2.0 15 16 1 Updated Nov 10, 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 443 Apache-2.0 23 26 3 Updated Nov 10, 2024
  • mit-han-lab/tinychat-tutorial’s past year of commit activity
    C++ 49 18 3 1 Updated Nov 5, 2024
  • distrifuser Public

    [CVPR 2024 Highlight] DistriFusion: Distributed Parallel Inference for High-Resolution Diffusion Models

    mit-han-lab/distrifuser’s past year of commit activity
    Python 590 MIT 23 7 0 Updated Nov 4, 2024
  • Quest Public

    [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference

    mit-han-lab/Quest’s past year of commit activity
    Cuda 201 18 3 0 Updated Nov 1, 2024
  • duo-attention Public

    DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads

    mit-han-lab/duo-attention’s past year of commit activity
    Python 373 MIT 18 3 0 Updated Oct 31, 2024
  • vila-u Public

    VILA-U: a Unified Foundation Model Integrating Visual Understanding and Generation

    mit-han-lab/vila-u’s past year of commit activity
    Python 136 MIT 2 6 0 Updated Oct 24, 2024

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