# coding: utf-8 from __future__ import unicode_literals from ...attrs import IS_ALPHA, IS_DIGIT, IS_LOWER, IS_PUNCT, IS_TITLE, IS_STOP from ..util import get_doc import pytest import numpy def test_token_api_strings(en_tokenizer): text = "Give it back! He pleaded." tags = ['VERB', 'PRON', 'PART', 'PUNCT', 'PRON', 'VERB', 'PUNCT'] heads = [0, -1, -2, -3, 1, 0, -1] deps = ['ROOT', 'dobj', 'prt', 'punct', 'nsubj', 'ROOT', 'punct'] tokens = en_tokenizer(text) doc = get_doc(tokens.vocab, [t.text for t in tokens], tags, heads, deps) assert doc[0].orth_ == 'Give' assert doc[0].text == 'Give' assert doc[0].text_with_ws == 'Give ' assert doc[0].lower_ == 'give' assert doc[0].shape_ == 'Xxxx' assert doc[0].prefix_ == 'G' assert doc[0].suffix_ == 'ive' assert doc[0].pos_ == 'VERB' assert doc[0].dep_ == 'ROOT' def test_token_api_flags(en_tokenizer): text = "Give it back! He pleaded." tokens = en_tokenizer(text) assert tokens[0].check_flag(IS_ALPHA) assert not tokens[0].check_flag(IS_DIGIT) assert tokens[0].check_flag(IS_TITLE) assert tokens[1].check_flag(IS_LOWER) assert tokens[3].check_flag(IS_PUNCT) assert tokens[2].check_flag(IS_STOP) assert not tokens[5].check_flag(IS_STOP) # TODO: Test more of these, esp. if a bug is found @pytest.mark.parametrize('text', ["Give it back! He pleaded."]) def test_token_api_prob_inherited_from_vocab(en_tokenizer, text): word = text.split()[0] en_tokenizer.vocab[word].prob = -1 tokens = en_tokenizer(text) assert tokens[0].prob != 0 @pytest.mark.parametrize('text', ["one two"]) def test_token_api_str_builtin(en_tokenizer, text): tokens = en_tokenizer(text) assert str(tokens[0]) == text.split(' ')[0] assert str(tokens[1]) == text.split(' ')[1] def test_token_api_is_properties(en_vocab): text = ["Hi", ",", "my", "email", "is", "test@me.com"] doc = get_doc(en_vocab, text) assert doc[0].is_title assert doc[0].is_alpha assert not doc[0].is_digit assert doc[1].is_punct assert doc[3].is_ascii assert not doc[3].like_url assert doc[4].is_lower assert doc[5].like_email @pytest.mark.parametrize('text,vectors', [ ("apples oranges ldskbjls", ["apples -1 -1 -1", "oranges -1 -1 0"]) ]) def test_token_api_vectors(en_tokenizer, text_file, text, vectors): text_file.write('\n'.join(vectors)) text_file.seek(0) vector_length = en_tokenizer.vocab.load_vectors(text_file) assert vector_length == 3 tokens = en_tokenizer(text) assert tokens[0].has_vector assert tokens[1].has_vector assert not tokens[2].has_vector assert tokens[0].similarity(tokens[1]) > tokens[0].similarity(tokens[2]) assert tokens[0].similarity(tokens[1]) == tokens[1].similarity(tokens[0]) assert sum(tokens[0].vector) != sum(tokens[1].vector) assert numpy.isclose( tokens[0].vector_norm, numpy.sqrt(numpy.dot(tokens[0].vector, tokens[0].vector))) def test_token_api_ancestors(en_tokenizer): # the structure of this sentence depends on the English annotation scheme text = "Yesterday I saw a dog that barked loudly." heads = [2, 1, 0, 1, -2, 1, -2, -1, -6] tokens = en_tokenizer(text) doc = get_doc(tokens.vocab, [t.text for t in tokens], heads=heads) assert [t.text for t in doc[6].ancestors] == ["dog", "saw"] assert [t.text for t in doc[1].ancestors] == ["saw"] assert [t.text for t in doc[2].ancestors] == [] assert doc[2].is_ancestor_of(doc[7]) assert not doc[6].is_ancestor_of(doc[2]) def test_token_api_head_setter(en_tokenizer): # the structure of this sentence depends on the English annotation scheme text = "Yesterday I saw a dog that barked loudly." heads = [2, 1, 0, 1, -2, 1, -2, -1, -6] tokens = en_tokenizer(text) doc = get_doc(tokens.vocab, [t.text for t in tokens], heads=heads) assert doc[6].n_lefts == 1 assert doc[6].n_rights == 1 assert doc[6].left_edge.i == 5 assert doc[6].right_edge.i == 7 assert doc[4].n_lefts == 1 assert doc[4].n_rights == 1 assert doc[4].left_edge.i == 3 assert doc[4].right_edge.i == 7 assert doc[3].n_lefts == 0 assert doc[3].n_rights == 0 assert doc[3].left_edge.i == 3 assert doc[3].right_edge.i == 3 assert doc[2].left_edge.i == 0 assert doc[2].right_edge.i == 8 doc[6].head = doc[3] assert doc[6].n_lefts == 1 assert doc[6].n_rights == 1 assert doc[6].left_edge.i == 5 assert doc[6].right_edge.i == 7 assert doc[3].n_lefts == 0 assert doc[3].n_rights == 1 assert doc[3].left_edge.i == 3 assert doc[3].right_edge.i == 7 assert doc[4].n_lefts == 1 assert doc[4].n_rights == 0 assert doc[4].left_edge.i == 3 assert doc[4].right_edge.i == 7 assert doc[2].left_edge.i == 0 assert doc[2].right_edge.i == 8 doc[0].head = doc[5] assert doc[5].left_edge.i == 0 assert doc[6].left_edge.i == 0 assert doc[3].left_edge.i == 0 assert doc[4].left_edge.i == 0 assert doc[2].left_edge.i == 0