Spaces:
Runtime error
Runtime error
| # filename: flux_consistent_integration_plan.txt | |
| ## Phase 1: Abstraction & Unification Strategy | |
| - `FluxImageGenerator` uses `gradio_client` to interact with a remote Hugging Face space. | |
| - `IPAdapterRunner` is a local generation pipeline using diffusers + IP-Adapter. | |
| - Both support prompt-based image generation with customizable parameters (prompt, steps, cfg, seed, etc). | |
| ### Goal | |
| Create a **unified wrapper** class or interface that allows flexible switching between: | |
| - **Online generation** (via Flux Gradio Space) | |
| - **Local consistent generation** (via IP-Adapter) | |
| --- | |
| ## Phase 2: Interface Unification Blueprint | |
| ### Abstract base class: `ImageGeneratorInterface` | |
| ```python | |
| class ImageGeneratorInterface: | |
| def generate(self, prompt: str, **kwargs) -> list[Image.Image]: | |
| raise NotImplementedError("Subclasses must implement 'generate'") | |
| Phase 3: Adapter Classes | |
| Adapter 1: FluxClientAdapter(ImageGeneratorInterface) | |
| Wraps FluxImageGenerator using its generate_image() method, returns PIL image list. | |
| Adapter 2: IPAdapterLocalAdapter(ImageGeneratorInterface) | |
| Wraps IPAdapterRunner, uses generate_text2img() or others, returns PIL image list. | |
| Phase 4: Switcher Logic | |
| Implement a GeneratorSwitcher or factory function that selects an adapter based on: | |
| User preference (e.g., "local" vs "remote") | |
| Availability (e.g., fallback to remote if CUDA unavailable) | |
| Scenario (e.g., "consistent generation" requires local IP-Adapter) | |
| Phase 5: Shared Prompt Configuration | |
| Create a shared PromptConfig dataclass: | |
| @dataclass | |
| class PromptConfig: | |
| prompt: str | |
| negative_prompt: str = "" | |
| steps: int = 35 | |
| cfg_scale: float = 7.0 | |
| seed: int = 42 | |
| sampler: str = "DPM++ 2M Karras" | |
| strength: float = 0.7 | |
| enhance_prompt_option: bool = False | |
| This ensures both adapters consume a common configuration object, simplifying switching and reproducibility. | |
| Phase 6: Optional Prompt Enhancers | |
| Support optional enhancements: | |
| Mistral/Nemo prompt enhancements (for FluxClient) | |
| IP-based guidance (for IPAdapterLocal) | |
| Phase 7: Next Steps... | |
| Draft interfaces & adapters for both pipelines | |
| Normalize return types to always return list of PIL.Image.Image | |
| Add support for preview grids via image_grid() | |
| Consider hybrid fallback/merging strategy | |
| ➡️ Interested in getting a draft of the ImageGeneratorInterface and first adapter implementation? | |