mjoshs/silicon-photonics-image-generator

🔬 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. 1.Enter a detailed prompt describing the silicon photonics component you want to visualize
2. 2.Adjust the negative prompt to exclude unwanted elements
3. 3.Fine-tune the generation parameters:
4. 4.Inference Steps: Higher values (20-30) for better quality
5. 5.Guidance Scale: Controls adherence to prompt (7.0 is recommended)
6. 6.Dimensions: Choose appropriate size for your use case
7. 7.Seed: Use the same seed for reproducible results
8. 8.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.