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| title: Silicon Photonics Image Generator | |
| emoji: 🔬 | |
| colorFrom: blue | |
| colorTo: purple | |
| sdk: gradio | |
| sdk_version: "4.44.0" | |
| app_file: app.py | |
| pinned: false | |
| license: mit | |
| # 🔬 Silicon Photonics Image Generator | |
| Generate technical diagrams and visualizations for silicon photonics using our fine-tuned LoRA model based on Stable Diffusion XL. | |
| ## Features | |
| - **High-Quality Generation**: Uses Stable Diffusion XL with custom LoRA fine-tuning | |
| - **Technical Focus**: Optimized for silicon photonics diagrams and visualizations | |
| - **Customizable Parameters**: Control inference steps, guidance scale, dimensions, and seed | |
| - **Professional Output**: Generates technical diagrams suitable for educational and research purposes | |
| ## Usage | |
| 1. Enter a detailed prompt describing the silicon photonics component you want to visualize | |
| 2. Adjust the negative prompt to exclude unwanted elements | |
| 3. Fine-tune the generation parameters: | |
| - **Inference Steps**: Higher values (20-30) for better quality | |
| - **Guidance Scale**: Controls adherence to prompt (7.0 is recommended) | |
| - **Dimensions**: Choose appropriate size for your use case | |
| - **Seed**: Use the same seed for reproducible results | |
| 4. Click "Generate Image" to create your visualization | |
| ## Example Prompts | |
| - "A detailed technical diagram of a silicon waveguide showing light propagation" | |
| - "Cross-section view of a silicon photonic integrated circuit with waveguides and couplers" | |
| - "3D visualization of a silicon ring resonator for optical filtering" | |
| - "Schematic diagram of a silicon photonic modulator with electrodes" | |
| ## Model Details | |
| - **Base Model**: Stable Diffusion XL 1.0 | |
| - **Fine-tuning**: LoRA (Low-Rank Adaptation) for silicon photonics | |
| - **Training Data**: Technical diagrams and visualizations from silicon photonics literature | |
| - **Optimized For**: Educational content, research visualizations, technical documentation | |
| ## Technical Specifications | |
| - **Framework**: PyTorch with Diffusers | |
| - **Precision**: FP16 for efficiency | |
| - **Device**: CUDA (if available) or CPU | |
| - **Memory**: ~8GB VRAM recommended for optimal performance | |
| ## License | |
| This model is fine-tuned for educational and research purposes in silicon photonics. | |