pipeline = LattePipeline.from_pretrained(
"maxin-cn/Latte-1",
text_encoder=text_encoder_8bit,
transformer=transformer_8bit,
torch_dtype=torch.float16,
device_map="balanced",
)

prompt = "A small cactus with a happy face in the Sahara desert."
video = pipeline(prompt).frames[0]
export_to_gif(video, "latte.gif")
```