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junqiangwu a748a839ad Add support for LongCat-Image (#12828)
* Add  LongCat-Image

* Update src/diffusers/models/transformers/transformer_longcat_image.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/models/transformers/transformer_longcat_image.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/models/transformers/transformer_longcat_image.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/pipelines/longcat_image/pipeline_longcat_image.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/pipelines/longcat_image/pipeline_longcat_image.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/pipelines/longcat_image/pipeline_longcat_image.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/models/transformers/transformer_longcat_image.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/pipelines/longcat_image/pipeline_longcat_image.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* fix code

* add doc

* Update src/diffusers/pipelines/longcat_image/pipeline_longcat_image_edit.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/pipelines/longcat_image/pipeline_longcat_image_edit.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/pipelines/longcat_image/pipeline_longcat_image.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/pipelines/longcat_image/pipeline_longcat_image.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/pipelines/longcat_image/pipeline_longcat_image.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* Update src/diffusers/pipelines/longcat_image/pipeline_longcat_image.py

Co-authored-by: YiYi Xu <yixu310@gmail.com>

* fix code & mask style & fix-copies

* Apply style fixes

* fix single input rewrite error

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Co-authored-by: YiYi Xu <yixu310@gmail.com>
Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: hadoop-imagen <hadoop-imagen@psxfb7pxrbvmh3oq-worker-0.psxfb7pxrbvmh3oq.hadoop-aipnlp.svc.cluster.local>
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