mirror of https://github.com/explosion/spaCy.git
Fix MultitaskObjective
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@ -652,10 +652,7 @@ class MultitaskObjective(Tagger):
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self.labels[label] = len(self.labels)
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if self.model is True:
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token_vector_width = util.env_opt('token_vector_width')
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self.model = chain(
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tok2vec,
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Softmax(len(self.labels), token_vector_width)
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)
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self.model = self.Model(len(self.labels), tok2vec=tok2vec)
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link_vectors_to_models(self.vocab)
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if sgd is None:
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sgd = self.create_optimizer()
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@ -663,7 +660,20 @@ class MultitaskObjective(Tagger):
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@classmethod
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def Model(cls, n_tags, tok2vec=None, **cfg):
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return build_tagger_model(n_tags, tok2vec=tok2vec, **cfg)
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token_vector_width = util.env_opt('token_vector_width', 128)
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softmax = Softmax(n_tags, token_vector_width)
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model = chain(
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tok2vec,
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softmax
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)
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model.tok2vec = tok2vec
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model.softmax = softmax
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return model
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def predict(self, docs):
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tokvecs = self.model.tok2vec(docs)
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scores = self.model.softmax(tokvecs)
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return tokvecs, scores
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def get_loss(self, docs, golds, scores):
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cdef int idx = 0
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