spaCy/spacy/pipeline.pyx

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from .syntax.parser cimport Parser
from .syntax.ner cimport BiluoPushDown
from .syntax.arc_eager cimport ArcEager
from .vocab cimport Vocab
from .tagger cimport Tagger
cdef class EntityRecognizer(Parser):
@classmethod
def load(cls, path, Vocab vocab):
return Parser.load(path, vocab, BiluoPushDown)
@classmethod
def blank(cls, Vocab vocab, **cfg):
if 'actions' not in cfg:
cfg['actions'] = {}
entity_types = cfg.get('entity_types', [''])
for action_type in (1, 2, 3, 4):
cfg['actions'][action_type] = {ent_type: True for ent_type in entity_types}
return Parser.blank(vocab, BiluoPushDown, **cfg)
cdef class DependencyParser(Parser):
@classmethod
def load(cls, path, Vocab vocab):
return Parser.load(path, vocab, ArcEager)
@classmethod
def blank(cls, Vocab vocab, **cfg):
if 'actions' not in cfg:
cfg['actions'] = {1: {'': True}, 2: {'': True}, 3: {}, 4: {},
5: {'ROOT': True}}
for label in cfg.get('left_labels', []):
cfg['actions'][3][label] = True
for label in cfg.get('right_labels', []):
cfg['actions'][4][label] = True
for label in cfg.get('break_labels', []):
cfg['actions'][5][label] = True
return Parser.blank(vocab, ArcEager, **cfg)
__all__ = [Tagger, DependencyParser, EntityRecognizer]