ing coherent motion across image frames. These modules are applied after the Resnet and Attention blocks in the Stable Diffusion UNet. In addition to the motion modules, PIA also replaces the input convolution layer of the SD 1.5 UNet model with a 9 channel input convolution layer. The following example demonstrates how to use PIA to generate a video from a single image.   Copied import torch
from diffusers import (
    EulerDiscreteScheduler,
