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OPEN MODELS / Image to video

Run lingbot-world-fast-diffusers on a cloud GPU

lingbot-world-fast-diffusers is a Image to video model by robbyant. See how much GPU memory it needs, which GPUs it fits on today and what it costs to run it yourself, billed per second.

Rent RTX A6000 from $0.72/hr
Parameters
19B
GPU memory needed
≈ 46 GB
License
apache-2.0
Downloads
5,612
Updated May 29, 2026

GPUs it fits on today

Our estimate is about 46 GB for inference with F32 weights, including working memory. Real use depends on resolution, batch size and context length.

GPUMemoryPer hour10 hours
RTX A600048 GB$0.72$7.20Rent
CMP 170HX64 GB$0.75$7.50Rent
L4048 GB$0.87$8.70Rent
RTX 6000Ada48 GB$1.00$10.00Rent
L40S48 GB$1.03$10.30Rent

Live starting prices from our catalog. You pay per second while the machine runs.

How to run lingbot-world-fast-diffusers

  1. 01

    Rent a GPU

    Pick one of the GPUs above. Billing is per second; stop the machine and you stop paying.

  2. 02

    Open a terminal or Jupyter

    Connect over SSH or open Jupyter in your browser. PyTorch and CUDA are ready to use.

  3. 03

    Download and run the model

    Run the commands below. The weights download straight from Hugging Face to your machine.

pip install -U diffusers transformers accelerate
huggingface-cli download robbyant/lingbot-world-fast-diffusers --local-dir ./model
python -c "import torch; from diffusers import DiffusionPipeline; p = DiffusionPipeline.from_pretrained('./model', torch_dtype=torch.bfloat16).to('cuda'); print(p)"

Why run it yourself?

Animating images on hosted services burns credits fast. A rented GPU has no credit limit: you pay per second and can try as many variations as you need.

Questions

How much GPU memory does lingbot-world-fast-diffusers need?
By our estimate about 46 GB for inference (19B parameters). Higher resolution, longer context or bigger batches need more.
How much does it cost to run lingbot-world-fast-diffusers?
From $0.72 per hour on RTX A6000, billed per second. Ten hours cost about $7.20.
Do I need a subscription?
No. You pay only for the time your machine runs, from your USD balance. Stop it whenever you are done.

Try it on your own GPU in minutes

Pick a GPU, open Jupyter or SSH and run any open model. You pay per second and can stop anytime; no subscription, no setup fee.

  • Per-second billing in USD
  • PyTorch and CUDA ready in minutes
  • Rent from ChatGPT or Claude too

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