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added demo png

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  # Stable Diffusion Image Generator
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  A modular image generation system built on **HuggingFace Diffusers**, with support for multiple Stable Diffusion pipelines, configurable inference parameters, a clean **Gradio UI**, and a lightweight local **history/metadata store**.
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  The system supports **text-to-image**, **image-to-image**, and **super-resolution upscaling** using **Real-ESRGAN (NCNN)**.
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  Designed with a focus on **extensibility**, **clean code**, and **practical deployment constraints** (CPU or low-memory environments).
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  ---
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  # Core Features
 
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  # Stable Diffusion Image Generator
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+ ![appdemo](.github_assets/demo.png)
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  A modular image generation system built on **HuggingFace Diffusers**, with support for multiple Stable Diffusion pipelines, configurable inference parameters, a clean **Gradio UI**, and a lightweight local **history/metadata store**.
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  The system supports **text-to-image**, **image-to-image**, and **super-resolution upscaling** using **Real-ESRGAN (NCNN)**.
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  Designed with a focus on **extensibility**, **clean code**, and **practical deployment constraints** (CPU or low-memory environments).
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+ [Visit App](https://huggingface.co/spaces/SanskarModi/sd-image-gen-toolkit)
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  # Core Features