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