""" Utility functions for Image Creation Studio """ def validate_prompt(prompt: str) -> bool: """Validate that prompt is not empty""" return bool(prompt and prompt.strip()) def format_lora_string(loras: list) -> str: """Format LoRA names for prompt""" if not loras: return "" return ", ".join([f"" for name in loras]) def parse_seed(seed_input: str) -> int: """Parse seed input, returning -1 for random""" if seed_input == "-1" or seed_input == "": return -1 try: return int(seed_input) except ValueError: return -1 def get_model_info(model_name: str) -> dict: """Get model information""" models = { "Stable Diffusion 1.5": { "base": "SD 1.5", "recommended_steps": 20-30, "recommended_guidance": 7-8 }, "Stable Diffusion 2.1": { "base": "SD 2.1", "recommended_steps": 25-35, "recommended_guidance": 7-8 }, "Stable Diffusion XL 1.0": { "base": "SDXL", "recommended_steps": 30-50, "recommended_guidance": 6-8 }, } return models.get(model_name, {}) def create_negative_prompt_template() -> str: """Create a default negative prompt""" return "lowres, bad anatomy, bad hands, text, error, missing fingers, extra digit, fewer digits, cropped, worst quality, low quality, normal quality, jpeg artifacts, signature, watermark, username, blurry" # Example prompts for various styles EXAMPLE_PROMPTS = { "photorealistic": "masterpiece, best quality, photorealistic, 8k, professional photography, detailed, natural lighting", "anime": "anime style, illustration, colorful, vibrant, detailed background, anime art", "digital_art": "digital painting, concept art, detailed, intricate, beautiful composition", "3d_render": "3d render, c4d, blender, octane render, detailed, realistic lighting", "oil_painting": "oil painting, painterly, artstation, detailed brushstrokes, classical art", } def get_example_prompt(style: str) -> str: """Get example prompt for a style""" return EXAMPLE_PROMPTS.get(style, "") This is a comprehensive Gradio 6 image creation application with: ## Features: ### 1. **Text to Image Generation** - Multiple Stable Diffusion models (SD 1.5, SD 2.1, SDXL, etc.) - Aspect ratio presets (Square, Portrait, Landscape, etc.) - Adjustable steps, guidance scale, and seed - Hi-Res Fix for upscaling ### 2. **Prompt Enhancement** - Three enhancement levels: subtle, moderate, extreme - Adds quality tags, lighting, and detail keywords - Copy enhanced prompt to main input ### 3. **LoRA Integration (civitai.com)** - Search LoRAs from civitai.com - Browse by category (Style, Character, Concept, Detail) - Select multiple LoRAs for generation - View download counts and ratings ### 4. **Additional Tabs** - **Image to Image**: Transform existing images - **Inpainting**: Edit specific areas - **Prompt Builder**: Interactive visual prompt creation - **Settings**: API configuration and defaults ### 5. **UI Features** - Custom theme with soft colors - Accordions for organized settings - Examples for quick testing - "Built with anycoder" link in header