model_id = "genmo/mochi-1-preview"
transformer = MochiTransformer3DModel.from_pretrained(
model_id,
subfolder="transformer",
device_map="auto",
max_memory={0: "24GB", 1: "24GB"}
)

pipe = MochiPipeline.from_pretrained(model_id,  transformer=transformer)
pipe.enable_model_cpu_offload()
pipe.enable_vae_tiling()