Video generation

How to deploy mochi-1-preview on a GPU cloud

A 10B-parameter video generation model. Full specs, license and use cases.

mochi-1-preview size and hardware requirements

10.0B
Total parameters
Dense (no MoE)
Architecture
F32
Published precision
44.8 GB
Min VRAM (native)
PrecisionWeight size on diskRequired VRAMCheapest live fitGPUs neededEst. $/hr (full fit)
FP3237.4 GB44.8 GBRTX A60001$0.330/hr
FP8 (quantized)9.3 GB11.2 GBRTX 4070 Super1$0.110/hr
INT4 (quantized)4.7 GB5.6 GBRTX 4070 Super1$0.110/hr

How to run mochi-1-preview

Run mochi-1-preview with Diffusers (Python)

From genmo/mochi-1-preview's own model card.

import torch
from diffusers import MochiPipeline
from diffusers.utils import export_to_video

pipe = MochiPipeline.from_pretrained("genmo/mochi-1-preview")

# Enable memory savings
pipe.enable_model_cpu_offload()
pipe.enable_vae_tiling()

prompt = "Close-up of a chameleon's eye, with its scaly skin changing color. Ultra high resolution 4k."

with torch.autocast("cuda", torch.bfloat16, cache_enabled=False):
      frames = pipe(prompt, num_frames=84).frames[0]

export_to_video(frames, "mochi.mp4", fps=30)

Source: https://huggingface.co/genmo/mochi-1-preview/raw/main/README.md

Run mochi-1-preview with ComfyUI

Aquanode's ComfyUI template comes with ComfyUI preinstalled. Download genmo/mochi-1-preview's checkpoint into the models folder and load it in a workflow; this is a real Aquanode template, but loading this specific checkpoint is a manual step, not a one-click deploy.

Deploy mochi-1-preview on Aquanode

Aquanode has no one-click deploy template for mochi-1-preview; you install the inference engine yourself with the commands below. Aquanode sells GPU pods billed per second, not a hosted inference API.

  1. Launch a bare GPU pod sized to the requirement above (1× RTX A6000 or larger).
  2. Open a terminal on the pod, or save one of the commands above as a startup script so it runs automatically the first time the pod boots.
  3. Run the command and connect to the resulting endpoint.

Submit the job. Everything after that is ours.

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