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Insert into vocab, and print nr_weight and nr_feat
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@ -152,6 +152,11 @@ def train(Language, gold_tuples, model_dir, dev_loc, n_iter=15, feat_set=u'basic
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rho=regularization)
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nlp = Language(data_dir=model_dir, tagger=False, parser=False, entity=False)
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# Insert into vocab
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for _, sents in gold_tuples:
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for annot_tuples, _ in sents:
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for word in annot_tuples[1]:
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_ = nlp.vocab[word]
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nlp.tagger = Tagger.blank(nlp.vocab, Tagger.default_templates())
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#nlp.parser = BeamParser.from_dir(dep_model_dir, nlp.vocab.strings, ArcEager)
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nlp.parser = Parser.from_dir(dep_model_dir, nlp.vocab.strings, ArcEager)
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@ -160,7 +165,7 @@ def train(Language, gold_tuples, model_dir, dev_loc, n_iter=15, feat_set=u'basic
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print(nlp.parser.model.widths)
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print("Itn.\tP.Loss\tTrain\tDev\tnr_weight")
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print("Itn.\tP.Loss\tTrain\tDev\tnr_weight\tnr_feat")
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last_score = 0.0
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nr_trimmed = 0
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eg_seen = 0
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@ -177,6 +182,7 @@ def train(Language, gold_tuples, model_dir, dev_loc, n_iter=15, feat_set=u'basic
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print("Dev before average", dev_uas)
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nlp.parser.model.end_training()
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nlp.parser.model.dump(path.join(model_dir, 'deps', 'model'))
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print("Saved. Evaluating...")
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return nlp
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@ -198,10 +204,12 @@ def _train_epoch(nlp, gold_tuples, eg_seen, itn, dev_loc, micro_eval):
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else:
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dev_uas = 0.0
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train_uas = score_sents(nlp, micro_eval).uas
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size = nlp.parser.model.nr_weight
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nr_upd = nlp.parser.model.time
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print('%d,%d:\t%d\t%.3f\t%.3f\t%d' % (itn, nr_upd, int(loss),
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train_uas, dev_uas, size))
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nr_weight = nlp.parser.model.nr_weight
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nr_feat = nlp.parser.model.nr_active_feat
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print('%d,%d:\t%d\t%.3f\t%.3f\t%d\t%d' % (itn, nr_upd, int(loss),
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train_uas, dev_uas,
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nr_weight, nr_feat))
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loss = 0
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return eg_seen
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@ -242,6 +250,8 @@ def main(train_loc, dev_loc, model_dir, n_iter=15, neural=False, batch_norm=Fals
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print('POS', scorer.tags_acc)
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print('UAS', scorer.uas)
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print('LAS', scorer.las)
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print('nr_weight', nlp.parser.model.nr_weight)
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print('nr_feat', nlp.parser.model.nr_active_feat)
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if __name__ == '__main__':
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