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Create future_plan.txt

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