Model reference · open weights
LingBot-Video-Dense is an open-weight video model from FastVideo. LingBot-Video-Dense-1.3B-Diffusers (BF16) weighs 12.2 GB; the smallest configuration that runs it is RTX 3060 12 GB.
What it is
| Released by | FastVideo |
|---|---|
| Released | 2026-07-13 |
| VRAM | 12.2 GB for the weights |
What it runs on
| Card | Weights | Memory |
|---|---|---|
| RTX 3060 12 GB | fits (encoders offloaded) | 11.6 GB |
| RTX 4060 Ti 16 GB | fits | 15.4 GB |
| RTX 3090 24 GB | fits | 23.4 GB |
| RTX 4090 24 GB | fits | 23.4 GB |
| RTX 5090 32 GB | fits | 31.0 GB |
| L40S 48 GB | fits | 44.0 GB |
| A100 80 GB | fits | 78.2 GB |
| H100 80 GB | fits | 78.1 GB |
| RTX PRO 6000 Blackwell 96 GB | fits | 93.8 GB |
| DGX Spark (GB10) 128 GB unified | fits | 107 GB |
| H200 141 GB | fits | 138 GB |
| B200 180 GB | fits | 176 GB |
From the model card
This repository contains the released LingBot-Video Dense 1.3B checkpoint in the component layout loaded natively by FastVideo. ## Usage
Use a FastVideo revision containing LingBot-Video support:
from fastvideo import VideoGenerator
generator = VideoGenerator.from_pretrained(
"FastVideo/LingBot-Video-Dense-1.3B-Diffusers",
num_gpus=1,
use_fsdp_inference=False,
text_encoder_cpu_offload=True,
)
result = generator.generate({
"prompt": "A red fox runs through fresh snow at sunrise.",
"output": {"output_path": "outputs/lingbot-video", "save_video": True},
})
generator.shutdown()
The default preset generates 121 frames at 832×480 with 40 denoising steps.
The original model and this converted package are distributed under the Apache-2.0 license declared by the released checkpoint.
Quoted from the model card on Hugging Face. The full card is behind the Hugging Face link above.
Running it yourself
Rent a machine by the hour. How to run this model is on its model card.