def _get_triple_embeddings(self, triples):
heads, relations, tails = slice_triples(triples)
return (
self._get_entity_embeddings(heads),
self._get_relation_embeddings(relations),
self._get_entity_embeddings(tails),
)
def _score_triples(self, triples):
heads, relations, tails = slice_triples(triples)
h_embs = self._get_entity_embeddings(heads)
r_embs = self._get_relation_embeddings(relations)
t_embs = self._get_entity_embeddings(tails)
h_proj_vec_embs = self._get_entity_projections(heads)
r_projs_embs = self._get_relation_projections(relations)
t_proj_vec_embs = self._get_entity_projections(tails)
proj_heads = self._project_entities(h_embs, h_proj_vec_embs, r_projs_embs)
proj_tails = self._project_entities(t_embs, t_proj_vec_embs, r_projs_embs)
scores = self._compute_scores(h_embs=proj_heads, r_embs=r_embs, t_embs=proj_tails)
return scores