# Diffusers — Universal Video & Image Generation Hub

> Hugging Face's diffusion model library. Run CogVideoX, AnimateDiff, Stable Video Diffusion, and 50+ video/image models with a unified API. 33,200+ stars.

## Install

Save as a script file and run:

## Quick Use

```bash
pip install diffusers torch
```

```python
import torch
from diffusers import CogVideoXPipeline
from diffusers.utils import export_to_video

pipe = CogVideoXPipeline.from_pretrained("THUDM/CogVideoX-2b", torch_dtype=torch.float16)
pipe.to("cuda")
video = pipe("A golden retriever playing in snow").frames[0]
export_to_video(video, "output.mp4")
```

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## Intro

Hugging Face Diffusers is the universal hub for running diffusion models — including 50+ video generation models (CogVideoX, AnimateDiff, Stable Video Diffusion, Wan Video, LTX-Video, and more) through a single unified API. Pre-trained models download automatically from Hugging Face Hub. 33,200+ GitHub stars.

**Best for**: AI researchers, developers building video generation features, anyone wanting to run state-of-the-art video models locally
**Works with**: Python, PyTorch, NVIDIA GPUs (CUDA)

Part of the [Video AI Toolkit](https://tokrepo.com/en/workflows/c13f8a88-c947-47b6-9364-5f1a43e5b3ea) collection.

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## Supported Video Models

| Model | Type | Quality |
|-------|------|---------|
| CogVideoX | Text-to-video | High |
| AnimateDiff | Image-to-video | High |
| Stable Video Diffusion | Image-to-video | High |
| Wan Video | Text-to-video | High |
| LTX-Video | Text+audio-to-video | High |
| ModelScope | Text-to-video | Good |

## Image Generation Models

Also supports 100+ image models: Stable Diffusion, SDXL, Flux, Kandinsky, PixArt, and more.

### FAQ

**Q: What is Diffusers?**
A: Hugging Face's Python library for running diffusion models with a unified API. Supports 50+ video generation models and 100+ image models. 33,200+ stars.

**Q: Is Diffusers free?**
A: Yes. Apache 2.0 licensed. Models are freely downloadable from Hugging Face Hub. Requires GPU for practical use.

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## Source & Thanks

> Created by [Hugging Face](https://github.com/huggingface). Licensed under Apache 2.0.
> [diffusers](https://github.com/huggingface/diffusers) — ⭐ 33,200+
> Docs: [huggingface.co/docs/diffusers](https://huggingface.co/docs/diffusers)

---
Source: https://tokrepo.com/en/workflows/4ef1950f-2a47-4e24-9ce2-6f648dea8bed
Author: Script Depot