# coding: utf8 from __future__ import unicode_literals import pytest from spacy.language import Language @pytest.fixture def nlp(): return Language() def new_pipe(doc): return doc def test_add_pipe_no_name(nlp): nlp.add_pipe(new_pipe) assert "new_pipe" in nlp.pipe_names def test_add_pipe_duplicate_name(nlp): nlp.add_pipe(new_pipe, name="duplicate_name") with pytest.raises(ValueError): nlp.add_pipe(new_pipe, name="duplicate_name") @pytest.mark.parametrize("name", ["parser"]) def test_add_pipe_first(nlp, name): nlp.add_pipe(new_pipe, name=name, first=True) assert nlp.pipeline[0][0] == name @pytest.mark.parametrize("name1,name2", [("parser", "lambda_pipe")]) def test_add_pipe_last(nlp, name1, name2): nlp.add_pipe(lambda doc: doc, name=name2) nlp.add_pipe(new_pipe, name=name1, last=True) assert nlp.pipeline[0][0] != name1 assert nlp.pipeline[-1][0] == name1 def test_cant_add_pipe_first_and_last(nlp): with pytest.raises(ValueError): nlp.add_pipe(new_pipe, first=True, last=True) @pytest.mark.parametrize("name", ["my_component"]) def test_get_pipe(nlp, name): with pytest.raises(KeyError): nlp.get_pipe(name) nlp.add_pipe(new_pipe, name=name) assert nlp.get_pipe(name) == new_pipe @pytest.mark.parametrize("name,replacement", [("my_component", lambda doc: doc)]) def test_replace_pipe(nlp, name, replacement): with pytest.raises(ValueError): nlp.replace_pipe(name, new_pipe) nlp.add_pipe(new_pipe, name=name) nlp.replace_pipe(name, replacement) assert nlp.get_pipe(name) != new_pipe assert nlp.get_pipe(name) == replacement @pytest.mark.parametrize("old_name,new_name", [("old_pipe", "new_pipe")]) def test_rename_pipe(nlp, old_name, new_name): with pytest.raises(ValueError): nlp.rename_pipe(old_name, new_name) nlp.add_pipe(new_pipe, name=old_name) nlp.rename_pipe(old_name, new_name) assert nlp.pipeline[0][0] == new_name @pytest.mark.parametrize("name", ["my_component"]) def test_remove_pipe(nlp, name): with pytest.raises(ValueError): nlp.remove_pipe(name) nlp.add_pipe(new_pipe, name=name) assert len(nlp.pipeline) == 1 removed_name, removed_component = nlp.remove_pipe(name) assert not len(nlp.pipeline) assert removed_name == name assert removed_component == new_pipe @pytest.mark.parametrize("name", ["my_component"]) def test_disable_pipes_method(nlp, name): nlp.add_pipe(new_pipe, name=name) assert nlp.has_pipe(name) disabled = nlp.disable_pipes(name) assert not nlp.has_pipe(name) disabled.restore() @pytest.mark.parametrize("name", ["my_component"]) def test_disable_pipes_context(nlp, name): nlp.add_pipe(new_pipe, name=name) assert nlp.has_pipe(name) with nlp.disable_pipes(name): assert not nlp.has_pipe(name) assert nlp.has_pipe(name) @pytest.mark.parametrize("n_pipes", [100]) def test_add_lots_of_pipes(nlp, n_pipes): for i in range(n_pipes): nlp.add_pipe(lambda doc: doc, name="pipe_%d" % i) assert len(nlp.pipe_names) == n_pipes @pytest.mark.parametrize("component", ["ner", {"hello": "world"}]) def test_raise_for_invalid_components(nlp, component): with pytest.raises(ValueError): nlp.add_pipe(component)