"""Methods package — registry-driven re-exports. Each family module's ``@register``-decorated classes self-register at import time. Importing this package eagerly imports every family module so ``ALL_METHODS`` is fully populated and ``ml.methods.`` resolves without a per-call lazy fallback. """ from __future__ import annotations from ._registry import ALL_METHODS, get, list_methods, register # Eagerly import every family module so every @register decorator fires. # Order is alphabetical for determinism. Any ImportError here is a real # bug — let it propagate (do not silence). from . import ( # noqa: E402,F401 classical, llm, llm_finetune, llm_ts_reason, naive, sequence, tsfm, ) def __getattr__(name: str): """Resolve ``methods.`` lookups via the registry. The registry stores classes by their lowercase ``name`` attr; the public re-export uses the class's actual Python name (e.g. ``Persistence``, ``LightGBMRegressor``). Search every registered class for a Python-name match, then fall back to the lowercase registry id. """ for cls in ALL_METHODS.values(): if cls.__name__ == name: return cls if name in ALL_METHODS: return ALL_METHODS[name] raise AttributeError(f"module 'methods' has no attribute {name!r}") __all__ = ["ALL_METHODS", "get", "list_methods", "register"]