InductiveERModel

class InductiveERModel(*, triples_factory, entity_representations=None, entity_representations_kwargs=None, validation_factory, testing_factory=None, **kwargs)

Bases: ERModel

A base class for inductive models.

This model assumes a shared set of relations between all triple sets (e.g., training and validation), and a separate inference factory used during validation. During testing time, either the validation factory is re-used or another separate testing factory may be provided.

Initialize the inductive model.

Parameters:

• triples_factory (CoreTriplesFactory) – the (training) factory

• entity_representations (Union[str, Representation, Type[Representation], None, Sequence[Union[str, Representation, Type[Representation], None]]]) – the training entity representations

• entity_representations_kwargs (Union[Mapping[str, Any], None, Sequence[Optional[Mapping[str, Any]]]]) – additional keyword-based parameters for the training entity representations

• validation_factory (CoreTriplesFactory) – the validation factory

• testing_factory (Optional[CoreTriplesFactory]) – the testing factory. If None, the validation factory is re-used, i.e., validation and test entities come from the same (unseen) set of entities.

• kwargs – additional keyword-based parameters passed to ERModel.__init__()