mirror of
https://github.com/explosion/spaCy.git
synced 2024-11-11 04:08:09 +03:00
70 lines
2.2 KiB
Python
70 lines
2.2 KiB
Python
from typing import Union, Iterator, Optional, List, Tuple
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from ...symbols import NOUN, PROPN, PRON, VERB, AUX
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from ...errors import Errors
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from ...tokens import Doc, Span, Token
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def noun_chunks(doclike: Union[Doc, Span]) -> Iterator[Span]:
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"""Detect base noun phrases from a dependency parse. Works on Doc and Span."""
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doc = doclike.doc
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if not doc.is_parsed:
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raise ValueError(Errors.E029)
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if not len(doc):
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return
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np_label = doc.vocab.strings.add("NP")
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left_labels = ["det", "fixed", "neg"] # ['nunmod', 'det', 'appos', 'fixed']
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right_labels = ["flat", "fixed", "compound", "neg"]
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stop_labels = ["punct"]
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np_left_deps = [doc.vocab.strings.add(label) for label in left_labels]
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np_right_deps = [doc.vocab.strings.add(label) for label in right_labels]
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stop_deps = [doc.vocab.strings.add(label) for label in stop_labels]
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token = doc[0]
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while token and token.i < len(doclike):
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if token.pos in [PROPN, NOUN, PRON]:
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left, right = noun_bounds(
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doc, token, np_left_deps, np_right_deps, stop_deps
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)
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yield left.i, right.i + 1, np_label
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token = right
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token = next_token(token)
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def is_verb_token(token: Token) -> bool:
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return token.pos in [VERB, AUX]
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def next_token(token: Token) -> Optional[Token]:
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try:
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return token.nbor()
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except IndexError:
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return None
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def noun_bounds(
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doc: Doc,
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root: Token,
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np_left_deps: List[str],
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np_right_deps: List[str],
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stop_deps: List[str],
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) -> Tuple[Token, Token]:
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left_bound = root
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for token in reversed(list(root.lefts)):
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if token.dep in np_left_deps:
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left_bound = token
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right_bound = root
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for token in root.rights:
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if token.dep in np_right_deps:
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left, right = noun_bounds(
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doc, token, np_left_deps, np_right_deps, stop_deps
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)
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filter_func = lambda t: is_verb_token(t) or t.dep in stop_deps
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if list(filter(filter_func, doc[left_bound.i : right.i],)):
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break
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else:
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right_bound = right
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return left_bound, right_bound
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SYNTAX_ITERATORS = {"noun_chunks": noun_chunks}
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