# coding: utf-8 from __future__ import unicode_literals import pytest from spacy.syntax.nonproj import ancestors, contains_cycle, is_nonproj_arc from spacy.syntax.nonproj import is_nonproj_tree from spacy.syntax import nonproj from ..util import get_doc @pytest.fixture def tree(): return [1, 2, 2, 4, 5, 2, 2] @pytest.fixture def cyclic_tree(): return [1, 2, 2, 4, 5, 3, 2] @pytest.fixture def partial_tree(): return [1, 2, 2, 4, 5, None, 7, 4, 2] @pytest.fixture def nonproj_tree(): return [1, 2, 2, 4, 5, 2, 7, 4, 2] @pytest.fixture def proj_tree(): return [1, 2, 2, 4, 5, 2, 7, 5, 2] @pytest.fixture def multirooted_tree(): return [3, 2, 0, 3, 3, 7, 7, 3, 7, 10, 7, 10, 11, 12, 18, 16, 18, 17, 12, 3] def test_parser_ancestors(tree, cyclic_tree, partial_tree, multirooted_tree): assert([a for a in ancestors(3, tree)] == [4, 5, 2]) assert([a for a in ancestors(3, cyclic_tree)] == [4, 5, 3, 4, 5, 3, 4]) assert([a for a in ancestors(3, partial_tree)] == [4, 5, None]) assert([a for a in ancestors(17, multirooted_tree)] == []) def test_parser_contains_cycle(tree, cyclic_tree, partial_tree, multirooted_tree): assert(contains_cycle(tree) == None) assert(contains_cycle(cyclic_tree) == set([3, 4, 5])) assert(contains_cycle(partial_tree) == None) assert(contains_cycle(multirooted_tree) == None) def test_parser_is_nonproj_arc(nonproj_tree, partial_tree, multirooted_tree): assert(is_nonproj_arc(0, nonproj_tree) == False) assert(is_nonproj_arc(1, nonproj_tree) == False) assert(is_nonproj_arc(2, nonproj_tree) == False) assert(is_nonproj_arc(3, nonproj_tree) == False) assert(is_nonproj_arc(4, nonproj_tree) == False) assert(is_nonproj_arc(5, nonproj_tree) == False) assert(is_nonproj_arc(6, nonproj_tree) == False) assert(is_nonproj_arc(7, nonproj_tree) == True) assert(is_nonproj_arc(8, nonproj_tree) == False) assert(is_nonproj_arc(7, partial_tree) == False) assert(is_nonproj_arc(17, multirooted_tree) == False) assert(is_nonproj_arc(16, multirooted_tree) == True) def test_parser_is_nonproj_tree(proj_tree, nonproj_tree, partial_tree, multirooted_tree): assert(is_nonproj_tree(proj_tree) == False) assert(is_nonproj_tree(nonproj_tree) == True) assert(is_nonproj_tree(partial_tree) == False) assert(is_nonproj_tree(multirooted_tree) == True) def test_parser_pseudoprojectivity(en_tokenizer): def deprojectivize(proj_heads, deco_labels): tokens = en_tokenizer('whatever ' * len(proj_heads)) rel_proj_heads = [head-i for i, head in enumerate(proj_heads)] doc = get_doc(tokens.vocab, words=[t.text for t in tokens], deps=deco_labels, heads=rel_proj_heads) nonproj.deprojectivize(doc) return [t.head.i for t in doc], [token.dep_ for token in doc] tree = [1, 2, 2] nonproj_tree = [1, 2, 2, 4, 5, 2, 7, 4, 2] nonproj_tree2 = [9, 1, 3, 1, 5, 6, 9, 8, 6, 1, 6, 12, 13, 10, 1] labels = ['det', 'nsubj', 'root', 'det', 'dobj', 'aux', 'nsubj', 'acl', 'punct'] labels2 = ['advmod', 'root', 'det', 'nsubj', 'advmod', 'det', 'dobj', 'det', 'nmod', 'aux', 'nmod', 'advmod', 'det', 'amod', 'punct'] assert(nonproj.decompose('X||Y') == ('X','Y')) assert(nonproj.decompose('X') == ('X','')) assert(nonproj.is_decorated('X||Y') == True) assert(nonproj.is_decorated('X') == False) nonproj._lift(0, tree) assert(tree == [2, 2, 2]) assert(nonproj._get_smallest_nonproj_arc(nonproj_tree) == 7) assert(nonproj._get_smallest_nonproj_arc(nonproj_tree2) == 10) proj_heads, deco_labels = nonproj.projectivize(nonproj_tree, labels) assert(proj_heads == [1, 2, 2, 4, 5, 2, 7, 5, 2]) assert(deco_labels == ['det', 'nsubj', 'root', 'det', 'dobj', 'aux', 'nsubj', 'acl||dobj', 'punct']) deproj_heads, undeco_labels = deprojectivize(proj_heads, deco_labels) assert(deproj_heads == nonproj_tree) assert(undeco_labels == labels) proj_heads, deco_labels = nonproj.projectivize(nonproj_tree2, labels2) assert(proj_heads == [1, 1, 3, 1, 5, 6, 9, 8, 6, 1, 9, 12, 13, 10, 1]) assert(deco_labels == ['advmod||aux', 'root', 'det', 'nsubj', 'advmod', 'det', 'dobj', 'det', 'nmod', 'aux', 'nmod||dobj', 'advmod', 'det', 'amod', 'punct']) deproj_heads, undeco_labels = deprojectivize(proj_heads, deco_labels) assert(deproj_heads == nonproj_tree2) assert(undeco_labels == labels2) # if decoration is wrong such that there is no head with the desired label # the structure is kept and the label is undecorated proj_heads = [1, 2, 2, 4, 5, 2, 7, 5, 2] deco_labels = ['det', 'nsubj', 'root', 'det', 'dobj', 'aux', 'nsubj', 'acl||iobj', 'punct'] deproj_heads, undeco_labels = deprojectivize(proj_heads, deco_labels) assert(deproj_heads == proj_heads) assert(undeco_labels == ['det', 'nsubj', 'root', 'det', 'dobj', 'aux', 'nsubj', 'acl', 'punct']) # if there are two potential new heads, the first one is chosen even if # it's wrong proj_heads = [1, 1, 3, 1, 5, 6, 9, 8, 6, 1, 9, 12, 13, 10, 1] deco_labels = ['advmod||aux', 'root', 'det', 'aux', 'advmod', 'det', 'dobj', 'det', 'nmod', 'aux', 'nmod||dobj', 'advmod', 'det', 'amod', 'punct'] deproj_heads, undeco_labels = deprojectivize(proj_heads, deco_labels) assert(deproj_heads == [3, 1, 3, 1, 5, 6, 9, 8, 6, 1, 6, 12, 13, 10, 1]) assert(undeco_labels == ['advmod', 'root', 'det', 'aux', 'advmod', 'det', 'dobj', 'det', 'nmod', 'aux', 'nmod', 'advmod', 'det', 'amod', 'punct'])