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README.md
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library_name: diffusers
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tags:
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- stable-diffusion
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library_name: diffusers
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tags:
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- stable-diffusion
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license: mit
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---
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## Consistency Decoder
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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).
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To original code repository can be found [here](https://github.com/openai/consistencydecoder).
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## Usage in 🧨 diffusers
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```python
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import torch
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from diffusers import DiffusionPipeline, ConsistencyDecoderVAE
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vae = ConsistencyDecoderVAE.from_pretrained("openai/consistency-decoder", torch_dtype=pipe.torch_dtype)
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pipe = StableDiffusionPipeline.from_pretrained(
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"runwayml/stable-diffusion-v1-5", vae=vae, torch_dtype=torch.float16
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).to("cuda")
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pipe("horse", generator=torch.manual_seed(0)).images
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```
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## Results
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_(Taken from the original [code repository](https://github.com/openai/consistencydecoder))_
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## Examples
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Original Image | GAN Decoder | Consistency Decoder |
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