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feat(diffusers): support large models and add Shutdown for dynamic reloading #8404

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feat(diffusers): add Shutdown method to release GPU memory

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feat(diffusers): support large models and add Shutdown for dynamic reloading #8404

feat(diffusers): add Shutdown method to release GPU memory
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