wirddlmZddlmZmZddlZddlZddl Z ddl m Z eGdde Z dS)) dataclass)ListUnionN) BaseOutputcpeZdZUdZeejeje e e j j fe d<dS)AnimateDiffPipelineOutputa Output class for AnimateDiff pipelines. Args: frames (`torch.Tensor`, `np.ndarray`, or List[List[PIL.Image.Image]]): List of video outputs - It can be a nested list of length `batch_size,` with each sub-list containing denoised PIL image sequences of length `num_frames.` It can also be a NumPy array or Torch tensor of shape `(batch_size, num_frames, channels, height, width)` framesN) __name__ __module__ __qualname____doc__rtorchTensornpndarrayrPILImage__annotations__/root/.openclaw/workspace/chatterbox_venv_py311/lib/python3.11/site-packages/diffusers/pipelines/animatediff/pipeline_output.pyr r sH   %, Dcio1F,GG HHHHHHrr ) dataclassesrtypingrrnumpyr PIL.Imagerrutilsrr rrrrs!!!!!!   I I I I I I I  I I Ir