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50 lines
2.0 KiB
50 lines
2.0 KiB
# Image Generator with Stable Diffusion v2
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A minimal iOS app that generates images using Stable Diffusion v2.
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The app uses
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- stabilityai/Stable Diffusion v2 model, which was converted CoreML models using Apple's tool
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- Apple / ml-stable-diffusion Swift Package (https://github.com/apple/ml-stable-diffusion#swift-requirements)
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With the app, you can
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- try the image generation with Stable Diffusion v2 and Apple's Swift Package
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- see how the Apple / ml-stable-diffusion Library works
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The project requires
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- Xcode 14.1, macOS 13+
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- iPhone 12+ iOS 16.2+ or iPad Pro/M1/M2 iPadOS 16.2+
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Preparation
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The coreml model files are too big to store in the GitHub repository. Git's file limitation is 100MB but the model files are total 2.5GB.
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So the files were removed from the project.
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You need to add the converted coreml model files yourself.
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1. convert stabilityai/Stable-Diffusion-2-base PyTorch model to coreml models using Apple's tool.
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2. add the files to the models2/Resources folder in the Xcode project.
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- merges, TextEndoder, Unet, VAEDecoder, vocab
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## Considerations
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1. Chunked models: Chunked version, `UnetChunk1.mlmodelc` and `UnetChunk2.mlmodelc`, is better for iOS and iPadOS.
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Follow the Apple's instructions. (https://github.com/apple/ml-stable-diffusion)
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1. Large binary file: Since the model files are very large (about 2.5GB), it causes a large binary of the app.
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The FAQ of Apple documentation says "The recommended option is to prompt the user to download
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these assets upon first launch of the app. This keeps the app binary size independent of the
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Core ML models being deployed. Disclosing the size of the download to the user is extremely
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important as there could be data charges or storage impact that the user might not be comfortable with.".
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## References
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- Apple Swift Package / ml-stable-diffusion: https://github.com/apple/ml-stable-diffusion
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