satorbis_kit.inference.base_inference module¶

class satorbis_kit.inference.base_inference.BaseInference(config: Dict[str, Any])[source]¶

Bases: ABC

Base class for inference modules. Provides a standardized template for model inference pipelines, ensuring consistent error handling, and configuration management across different model implementations.

abstractmethod load_model()[source]¶: Load the model into memory.

abstractmethod postprocess(data: Any) → Any[source]¶: Transform model output into the desired format.

abstractmethod predict(data: Any) → Any[source]¶: Execute the model prediction.

abstractmethod preprocess(data: Any) → Any[source]¶: Prepare the data for model prediction.

abstractmethod validate_input(data: Any) → Any[source]¶: Validate the input data format and constraints.

abstractmethod validate_output(data: Any) → Any[source]¶: Validate the final output before returning.