Add support for LongCat-Image

[junqiangwu]

What does this PR do?

This PR introduces the LongCat-Image Series into the diffusers library. The LongCat-Image Series comprises powerful and highly efficient 6B-parameter models, featuring both a state-of-the-art image generation model and a versatile image editing model. Designed to be friendly for consumer-grade hardware, this series demonstrates strong capabilities in high-fidelity image synthesis and precise, controllable image editing. The technical report and checkpoints for both models have been released.

Thanks for the support of @yiyixuxu @apolinario.

• GitHub: https://github.com/meituan-longcat/LongCat-Image
• LongCat-Image on Hugging Face: https://huggingface.co/meituan-longcat/LongCat-Image
• LongCat-Image-Edit on Hugging Face: https://huggingface.co/meituan-longcat/LongCat-Image-Edit

[yiyixuxu]

I think you need to add the doc page into the index here https://github.com/huggingface/diffusers/blob/main/docs/source/en/_toctree.yml

also can you run make style and make fix-copies?

[junqiangwu]

Thanks for the feedback — we’ve updated the code accordingly and run make style and make fix-copies in this commit. Please let us know if you spot anything else that should be addressed. @yiyixuxu

[yiyixuxu]

@bot /style

[github-actions[bot]]

Style bot fixed some files and pushed the changes.

[HuggingFaceDocBuilderDev]

The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

[junqiangwu]

My apologies. During further testing with additional examples, I identified an issue and have already implemented a fix. I’m not completely sure whether this change might affect your merge.

[ovi054]

load_lora_weights(), unload_lora_weights these doesn't work with LongCatImagePipeline. @junqiangwu