[diffusion] doc: minor update docs (#13177)
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# Copyright 2023 The vLLM team.
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# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
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"""sgl-diffusion distributed state.
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"""sglang-diffusion distributed state.
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It takes over the control of the distributed environment from PyTorch.
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The typical workflow is:
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