def _check_constraints(self):
"""Check model constraints.
* Entity and relation embeddings have to have at most unit L2 norm.
* Covariances have to have values between c_min and c_max
"""
for embedding in (self.model.entity_embeddings, self.model.relation_embeddings):
assert all_in_bounds(embedding(indices=None).norm(p=2, dim=-1), high=1., a_tol=EPSILON)
for cov in (self.model.entity_covariances, self.model.relation_covariances):
assert all_in_bounds(cov(indices=None), low=self.model.c_min, high=self.model.c_max)
def _check_constraints(self):
"""Check model constraints.
Entity and relation embeddings have to have at most unit L2 norm.
"""
for emb in (self.model.entity_embeddings, self.model.relation_embeddings):
assert all_in_bounds(emb.weight.norm(p=2, dim=-1), high=1., a_tol=1.0e-06)
def _check_constraints(self):
"""Check model constraints.
Entity embeddings have to have at most unit L2 norm.
"""
assert all_in_bounds(self.model.entity_embeddings.weight.norm(p=2,
dim=-1),
high=1.)
def _check_constraints(self):
"""Check model constraints.
Entity embeddings have to have at most unit L2 norm.
"""
assert all_in_bounds(
self.instance.entity_embeddings(indices=None).norm(p=2, dim=-1),
high=1.0,
a_tol=EPSILON)
def _check_constraints(self):
"""Check model constraints.
Entity and relation embeddings have to have at most unit L2 norm.
"""
for emb in (self.instance.entity_embeddings,
self.instance.relation_embeddings):
assert all_in_bounds(emb(indices=None).norm(p=2, dim=-1),
high=1.,
a_tol=EPSILON)