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Add support to Lumina-Image 2.0 #10639

Description

@zhuole1025

Model/Pipeline/Scheduler description

Lumina-Image 2.0 is the latest model in the Lumina family and will be released very soon (https://huggingface.co/Alpha-VLLM/Lumina-Image-2.0). It is a 2-B parameter Diffusion Transformer that significantly improves instruction-following and generates higher-quality, more diverse images. Our paper will be released soon, and we have finished the diffuser pipeline for Lumina-Image 2.0.

Open source status

  • The model implementation is available.
  • The model weights are available (Only relevant if addition is not a scheduler).

Provide useful links for the implementation

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