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OPEN MODELS / Image to video

Run LTX-2.3-22b-LoRA-Cinemagraph on a cloud GPU

LTX-2.3-22b-LoRA-Cinemagraph is a Image to video model by Lightricks. 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 CMP 170HX from $0.75/hr
Parameters
≈ 22B
GPU memory needed
≈ 54 GB
License
—
Downloads
325
Updated Oct 22, 2026

GPUs it fits on today

Our estimate is about 54 GB for inference with BF16 weights, including working memory. Real use depends on resolution, batch size and context length.

GPUMemoryPer hour10 hours
CMP 170HX64 GB$0.75$7.50Rent
GB10119 GB$1.07$10.70Rent
RTX PRO 6000 Max-Q96 GB$1.72$17.20Rent
RTX PRO 6000 WS96 GB$2.32$23.20Rent
RTX 6000D84 GB$2.41$24.10Rent

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

How to run LTX-2.3-22b-LoRA-Cinemagraph

  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.

This model is gated: accept its license on Hugging Face and run huggingface-cli login before downloading.

pip install -U diffusers transformers accelerate
huggingface-cli download Lightricks/LTX-2.3-22b-LoRA-Cinemagraph --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 LTX-2.3-22b-LoRA-Cinemagraph need?
By our estimate about 54 GB for inference (22B parameters). Higher resolution, longer context or bigger batches need more.
How much does it cost to run LTX-2.3-22b-LoRA-Cinemagraph?
From $0.75 per hour on CMP 170HX, billed per second. Ten hours cost about $7.50.
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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