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Copy file name to clipboardexpand all lines: README.md
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- Multiple types of models, such as UNet, can be used as building blocks in an end-to-end diffusion system (see [src/diffusers/models](https://github.com/huggingface/diffusers/tree/main/src/diffusers/models)).
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- Training examples to show how to train the most popular diffusion model tasks (see [examples](https://github.com/huggingface/diffusers/tree/main/examples), *e.g.*[unconditional-image-generation](https://github.com/huggingface/diffusers/tree/main/examples/unconditional_image_generation)).
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## Installation
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**With `pip`**
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```bash
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pip install --upgrade diffusers # should install diffusers 0.2.4
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```
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**With `conda`**
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```sh
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conda install -c conda-forge diffusers
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```
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## Contributing
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We ❤️ contributions from the open-source community!
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If you want to contribute to this library, please check out (or at least pretend to) our [Contribution guide](https://github.com/huggingface/diffusers/blob/main/CONTRIBUTING.md).
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You can look out for [issues](https://github.com/huggingface/diffusers/issues) you'd like to tackle to contribute to the library.
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- See [Good first issues](https://github.com/huggingface/diffusers/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22) for general opportunities to contribute
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- See [New model/pipeline](https://github.com/huggingface/diffusers/issues?q=is%3Aopen+is%3Aissue+label%3A%22New+pipeline%2Fmodel%22) to contribute exciting new diffusion models / diffusion pipelines
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- See [New scheduler](https://github.com/huggingface/diffusers/issues?q=is%3Aopen+is%3Aissue+label%3A%22New+scheduler%22)
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Also, say 👋 in our public Discord channel <ahref="https://discord.gg/G7tWnz98XR"><imgalt="Join us on Discord"src="https://img.shields.io/discord/823813159592001537?color=5865F2&logo=discord&logoColor=white"></a>. We discuss the hottest trends about diffusion models, help each other with contributions, personal projects or
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just hang out ☕.
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## Quickstart
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In order to get started, we recommend taking a look at two notebooks:
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- Diffusers is **modality independent** and focuses on providing pretrained models and tools to build systems that generate **continous outputs**, *e.g.* vision and audio.
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- Diffusion models and schedulers are provided as concise, elementary building blocks. In contrast, diffusion pipelines are a collection of end-to-end diffusion systems that can be used out-of-the-box, should stay as close as possible to their original implementation and can include components of another library, such as text-encoders. Examples for diffusion pipelines are [Glide](https://github.com/openai/glide-text2im) and [Latent Diffusion](https://github.com/CompVis/latent-diffusion).
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## Installation
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**With `pip`**
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```bash
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pip install --upgrade diffusers # should install diffusers 0.2.4
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```
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**With `conda`**
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```sh
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conda install -c conda-forge diffusers
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```
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## In the works
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For the first release, 🤗 Diffusers focuses on text-to-image diffusion techniques. However, diffusers can be used for much more than that! Over the upcoming releases, we'll be focusing on:
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