Example #1
0
def test_append_alias(nlp):
    """Test that we can append additional alias-entity pairs"""
    mykb = KnowledgeBase(nlp.vocab, entity_vector_length=1)

    # adding entities
    mykb.add_entity(entity="Q1", freq=27, entity_vector=[1])
    mykb.add_entity(entity="Q2", freq=12, entity_vector=[2])
    mykb.add_entity(entity="Q3", freq=5, entity_vector=[3])

    # adding aliases
    mykb.add_alias(alias="douglas",
                   entities=["Q2", "Q3"],
                   probabilities=[0.4, 0.1])
    mykb.add_alias(alias="adam", entities=["Q2"], probabilities=[0.9])

    # test the size of the relevant candidates
    assert len(mykb.get_alias_candidates("douglas")) == 2

    # append an alias
    mykb.append_alias(alias="douglas", entity="Q1", prior_prob=0.2)

    # test the size of the relevant candidates has been incremented
    assert len(mykb.get_alias_candidates("douglas")) == 3

    # append the same alias-entity pair again should not work (will throw a warning)
    with pytest.warns(UserWarning):
        mykb.append_alias(alias="douglas", entity="Q1", prior_prob=0.3)

    # test the size of the relevant candidates remained unchanged
    assert len(mykb.get_alias_candidates("douglas")) == 3
Example #2
0
def test_append_invalid_alias(nlp):
    """Test that append an alias will throw an error if prior probs are exceeding 1"""
    mykb = KnowledgeBase(nlp.vocab, entity_vector_length=1)

    # adding entities
    mykb.add_entity(entity="Q1", freq=27, entity_vector=[1])
    mykb.add_entity(entity="Q2", freq=12, entity_vector=[2])
    mykb.add_entity(entity="Q3", freq=5, entity_vector=[3])

    # adding aliases
    mykb.add_alias(alias="douglas", entities=["Q2", "Q3"], probabilities=[0.8, 0.1])
    mykb.add_alias(alias="adam", entities=["Q2"], probabilities=[0.9])

    # append an alias - should fail because the entities and probabilities vectors are not of equal length
    with pytest.raises(ValueError):
        mykb.append_alias(alias="douglas", entity="Q1", prior_prob=0.2)