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README

DyDiT

<img width="40%" alt="Dynamic Diffusion Transformer" src="https://github.com/alibaba-damo-academy/DyDiT/raw/main/DyDiT/assets/logo.png">

The official implementation of two papers: + "2025ICLR Dynamic Diffusion Transformer" + Journal version "2025ArXiv DyDiT++: Dynamic Diffusion Transformers for Efficient Visual Generation"

https://github.com/user-attachments/assets/44ef5f81-cfe0-4e59-b228-14cc0729f5c6

🚀 News

  • 2025.04.10: The extended journal version has been released.
  • 2025.03.26: We release the code of training and text-to-image generation model, DyFLUX.
  • 2025.01.23: "Dynamic Diffusion Transformer" is accepted by ICLR 2025!!! We will update the code and paper soon.
  • 2024.12.19: We release the code for inference.
  • 2024.10.04: Our paper is released.

🔧 Usage

We provide detailed instructions to run our code. Please cd DyDiT or cd DyFLUX for more information.

🤔 Cite DyDiT

If you found our work useful, please consider citing us.

@article{zhao2024dynamic,
  title={Dynamic diffusion transformer},
  author={Zhao, Wangbo and Han, Yizeng and Tang, Jiasheng and Wang, Kai and Song, Yibing and Huang, Gao and Wang, Fan and You, Yang},
  journal={ICLR},
  year={2025}
}


@misc{zhao2025dyditdynamicdiffusiontransformers,
      title={DyDiT++: Dynamic Diffusion Transformers for Efficient Visual Generation}, 
      author={Wangbo Zhao and Yizeng Han and Jiasheng Tang and Kai Wang and Hao Luo and Yibing Song and Gao Huang and Fan Wang and Yang You},
      year={2025},
      eprint={2504.06803},
      archivePrefix={arXiv},
      primaryClass={cs.CV},
      url={https://arxiv.org/abs/2504.06803}, 
}

☎️ Contact

If you're interested in collaborating with us, feel free to reach out via email at wangbo.zhao96@gmail.com.

Core symbols most depended-on inside this repo

Shape

Method 185
Function 96
Class 50

Languages

Python100%

Modules by API surface

DyDiT/evaluator.py51 symbols
DyDiT/models.py50 symbols
DyDiT/misc.py36 symbols
DyDiT/diffusion/gaussian_diffusion.py33 symbols
DyFLUX/flux_models/attention_processor_dyn.py23 symbols
DyFLUX/flux_models/dy_utils.py18 symbols
DyFLUX/flux_models/pipeline_flux_dyn.py17 symbols
DyDiT/utils.py16 symbols
DyDiT/dynamic_model.py16 symbols
DyFLUX/flux_models/transformer_flux_dyn.py15 symbols
DyDiT/diffusion/timestep_sampler.py15 symbols
DyDiT/diffusion/respace.py13 symbols

For agents

$ claude mcp add DyDiT \
  -- python -m otcore.mcp_server <graph>

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