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Upload README.md with huggingface_hub

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- ![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stable_diffusion_quantized/web-assets/banner.png)
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  # Stable-Diffusion: Optimized for Mobile Deployment
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  ## State-of-the-art generative AI model used to generate detailed images conditioned on text descriptions
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  spot check the output with expected output.
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  **Note**: This on-device profiling and inference requires access to Qualcomm®
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- AI Hub. [Sign up for early access](https://aihub.qualcomm.com/sign-up).
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+ ![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/stable_diffusion_quantized/web-assets/model_demo.png)
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  # Stable-Diffusion: Optimized for Mobile Deployment
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  ## State-of-the-art generative AI model used to generate detailed images conditioned on text descriptions
 
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  spot check the output with expected output.
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  **Note**: This on-device profiling and inference requires access to Qualcomm®
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+ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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