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library_name: diffusers
tags:
- stable-diffusion
license: mit
---
## Consistency Decoder
This is a decoder that can be used to improve decoding for Stable Diffusion VAEs. To know more, refer to the [DALL-E 3 technical report](https://cdn.openai.com/papers/dall-e-3.pdf).
To original code repository can be found [here](https://github.com/openai/consistencydecoder).
## Usage in 🧨 diffusers
```python
import torch
from diffusers import DiffusionPipeline, ConsistencyDecoderVAE
vae = ConsistencyDecoderVAE.from_pretrained("openai/consistency-decoder", torch_dtype=pipe.torch_dtype)
pipe = StableDiffusionPipeline.from_pretrained(
"runwayml/stable-diffusion-v1-5", vae=vae, torch_dtype=torch.float16
).to("cuda")
pipe("horse", generator=torch.manual_seed(0)).images
```
## Results
_(Taken from the original [code repository](https://github.com/openai/consistencydecoder))_
## Examples
Original Image | GAN Decoder | Consistency Decoder |
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