</Tip>  
<Tip>
Decoding the latents in full precision is very memory intensive. You will need at least 70GB VRAM to generate the 163 frames in this example. To reduce memory, either reduce the number of frames or run the decoding step in `torch.bfloat16`.
</Tip>  
```python
import torch
from torch.nn.attention import SDPBackend, sdpa_kernel