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deuglify kb deserializer
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@ -118,7 +118,7 @@ class Language(object):
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"tagger": lambda nlp, **cfg: Tagger(nlp.vocab, **cfg),
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"parser": lambda nlp, **cfg: DependencyParser(nlp.vocab, **cfg),
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"ner": lambda nlp, **cfg: EntityRecognizer(nlp.vocab, **cfg),
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"entity_linker": lambda nlp, **cfg: EntityLinker(**cfg),
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"entity_linker": lambda nlp, **cfg: EntityLinker(nlp.vocab, **cfg),
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"similarity": lambda nlp, **cfg: SimilarityHook(nlp.vocab, **cfg),
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"textcat": lambda nlp, **cfg: TextCategorizer(nlp.vocab, **cfg),
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"sentencizer": lambda nlp, **cfg: Sentencizer(**cfg),
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@ -811,13 +811,6 @@ class Language(object):
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exclude = list(exclude) + ["vocab"]
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util.from_disk(path, deserializers, exclude)
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# download the KB for the entity linking component - requires the vocab
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for pipe_name, pipe in self.pipeline:
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if pipe_name == "entity_linker":
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kb = KnowledgeBase(vocab=self.vocab, entity_vector_length=pipe.cfg["entity_width"])
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kb.load_bulk(path / pipe_name / "kb")
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pipe.set_kb(kb)
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self._path = path
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return self
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@ -13,6 +13,7 @@ from thinc.misc import LayerNorm
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from thinc.neural.util import to_categorical
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from thinc.neural.util import get_array_module
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from spacy.kb import KnowledgeBase
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from ..cli.pretrain import get_cossim_loss
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from .functions import merge_subtokens
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from ..tokens.doc cimport Doc
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@ -1079,7 +1080,8 @@ class EntityLinker(Pipe):
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model = build_nel_encoder(embed_width=embed_width, hidden_width=hidden_width, ner_types=len(type_to_int), **cfg)
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return model
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def __init__(self, **cfg):
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def __init__(self, vocab, **cfg):
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self.vocab = vocab
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self.model = True
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self.kb = None
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self.cfg = dict(cfg)
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@ -1277,6 +1279,7 @@ class EntityLinker(Pipe):
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def to_disk(self, path, exclude=tuple(), **kwargs):
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serialize = OrderedDict()
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serialize["cfg"] = lambda p: srsly.write_json(p, self.cfg)
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serialize["vocab"] = lambda p: self.vocab.to_disk(p)
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serialize["kb"] = lambda p: self.kb.dump(p)
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if self.model not in (None, True, False):
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serialize["model"] = lambda p: p.open("wb").write(self.model.to_bytes())
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@ -1289,8 +1292,15 @@ class EntityLinker(Pipe):
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self.model = self.Model(**self.cfg)
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self.model.from_bytes(p.open("rb").read())
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def load_kb(p):
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kb = KnowledgeBase(vocab=self.vocab, entity_vector_length=self.cfg["entity_width"])
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kb.load_bulk(p)
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self.set_kb(kb)
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deserialize = OrderedDict()
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deserialize["cfg"] = lambda p: self.cfg.update(_load_cfg(p))
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deserialize["vocab"] = lambda p: self.vocab.from_disk(p)
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deserialize["kb"] = load_kb
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deserialize["model"] = load_model
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exclude = util.get_serialization_exclude(deserialize, exclude, kwargs)
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util.from_disk(path, deserialize, exclude)
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