""" Algorithm protocol: fixed implementations selected by id from declarative templates. """ from __future__ import annotations from typing import Any, Dict, Mapping, Protocol from data_layer.training_profile.models import AlgorithmRunResult class TrainingAlgorithm(Protocol): """Built-in algorithm callable shape.""" id: str def __call__( self, *, inputs: Mapping[str, Any], params: Mapping[str, Any], ) -> AlgorithmRunResult: ...