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* Fix typos in docs and comments

* Apply style fixes

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* update

* update

* update

* update

* OmniGen model.py

* update OmniGenTransformerModel

* omnigen pipeline

* omnigen pipeline

* update omnigen_pipeline

* test case for omnigen

* update omnigenpipeline

* update docs

* update docs

* offload_transformer

* enable_transformer_block_cpu_offload

* update docs

* reformat

* reformat

* reformat

* update docs

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* Update docs/source/en/api/models/omnigen_transformer.md
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* Update docs/source/en/using-diffusers/omnigen.md
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* Update docs/source/en/using-diffusers/omnigen.md
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* update docs

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* Update docs/source/en/using-diffusers/omnigen.md
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* Update docs/source/en/using-diffusers/omnigen.md
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* Update docs/source/en/using-diffusers/omnigen.md
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* Update docs/source/en/using-diffusers/omnigen.md
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* update docs

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* Update src/diffusers/models/transformers/transformer_omnigen.py
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* Update src/diffusers/models/transformers/transformer_omnigen.py
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* Update src/diffusers/models/transformers/transformer_omnigen.py
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* Update src/diffusers/pipelines/omnigen/pipeline_omnigen.py
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* Update src/diffusers/pipelines/omnigen/pipeline_omnigen.py
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* Update src/diffusers/pipelines/omnigen/pipeline_omnigen.py
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* Update tests/pipelines/omnigen/test_pipeline_omnigen.py
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* Update tests/pipelines/omnigen/test_pipeline_omnigen.py
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* Update src/diffusers/pipelines/omnigen/pipeline_omnigen.py
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* Update src/diffusers/pipelines/omnigen/pipeline_omnigen.py
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* Update src/diffusers/pipelines/omnigen/pipeline_omnigen.py
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* consistent attention processor

* updata

* update

* check_inputs

* make style

* update testpipeline

* update testpipeline

* refactor omnigen

* more updates

* apply review suggestion

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* OmniGen model.py

* update OmniGenTransformerModel

* omnigen pipeline

* omnigen pipeline

* update omnigen_pipeline

* test case for omnigen

* update omnigenpipeline

* update docs

* update docs

* offload_transformer

* enable_transformer_block_cpu_offload

* update docs

* reformat

* reformat

* reformat

* update docs

* update docs

* make style

* make style

* Update docs/source/en/api/models/omnigen_transformer.md
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* Update docs/source/en/using-diffusers/omnigen.md
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* Update docs/source/en/using-diffusers/omnigen.md
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* update docs

* revert changes to examples/

* update OmniGen2DModel

* make style

* update test cases

* Update docs/source/en/api/pipelines/omnigen.md
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* Update docs/source/en/using-diffusers/omnigen.md
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* Update docs/source/en/using-diffusers/omnigen.md
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* Update docs/source/en/using-diffusers/omnigen.md
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* Update docs/source/en/using-diffusers/omnigen.md
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* Update docs/source/en/using-diffusers/omnigen.md
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* update docs

* typo

* Update src/diffusers/models/embeddings.py
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* Update src/diffusers/models/attention.py
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* Update src/diffusers/models/transformers/transformer_omnigen.py
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* Update src/diffusers/models/transformers/transformer_omnigen.py
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* Update src/diffusers/models/transformers/transformer_omnigen.py
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* Update src/diffusers/pipelines/omnigen/pipeline_omnigen.py
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* Update src/diffusers/pipelines/omnigen/pipeline_omnigen.py
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* Update src/diffusers/pipelines/omnigen/pipeline_omnigen.py
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* Update tests/pipelines/omnigen/test_pipeline_omnigen.py
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* Update tests/pipelines/omnigen/test_pipeline_omnigen.py
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* Update src/diffusers/pipelines/omnigen/pipeline_omnigen.py
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* Update src/diffusers/pipelines/omnigen/pipeline_omnigen.py
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* Update src/diffusers/pipelines/omnigen/pipeline_omnigen.py
Co-authored-by: hlky <hlky@hlky.ac>

* consistent attention processor

* updata

* update

* check_inputs

* make style

* update testpipeline

* update testpipeline

---------
Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>
Co-authored-by: hlky <hlky@hlky.ac>
Co-authored-by: Aryan <aryan@huggingface.co>