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  | `--first_frame` | [Required] First-frame image input for image-to-video generation. |
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  | `--last_frame` | [Optional] If provided, the model will generate intermediate video content based on the specified first and last frame images. |
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  | `--enable_cpu_offload` | [Optional] Offload the model into CPU for less GPU memory cost (about 9.3G, compared to 27.5G if CPU offload is not enabled), but the inference time will increase significantly. |
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  5. **(Optional) Interpolate the video to 30 FPS**
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  - It is recommended to use [EMA-VFI](https://github.com/MCG-NJU/EMAVFI) to interpolate the video from 15 FPS to 30 FPS.
 
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  | `--first_frame` | [Required] First-frame image input for image-to-video generation. |
118
  | `--last_frame` | [Optional] If provided, the model will generate intermediate video content based on the specified first and last frame images. |
119
  | `--enable_cpu_offload` | [Optional] Offload the model into CPU for less GPU memory cost (about 9.3G, compared to 27.5G if CPU offload is not enabled), but the inference time will increase significantly. |
 
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  5. **(Optional) Interpolate the video to 30 FPS**
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  - It is recommended to use [EMA-VFI](https://github.com/MCG-NJU/EMAVFI) to interpolate the video from 15 FPS to 30 FPS.