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perf: keep raw dit image tensors on cpu until vae preprocess. - #2261

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perf: keep raw dit image tensors on cpu until vae preprocess.#2261
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chuanhaoyu:feature/dit-keep-raw-images-cpu

perf: keep raw dit image tensors on cpu until vae preprocess.

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