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Make dev data optional
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parent
0fc56e2544
commit
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@ -16,7 +16,7 @@ from .. import util
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def train(language, output_dir, train_data, dev_data, n_iter, tagger, parser, ner):
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output_path = Path(output_dir)
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train_path = Path(train_data)
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dev_path = Path(dev_data)
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dev_path = Path(dev_data) if dev_data else None
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check_dirs(output_path, data_path, dev_path)
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lang = util.get_lang_class(language)
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@ -26,12 +26,13 @@ def train(language, output_dir, train_data, dev_data, n_iter, tagger, parser, ne
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parser_cfg['features'] = lang.Defaults.parser_features
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entity_cfg['features'] = lang.Defaults.entity_features
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gold_train = list(read_gold_json(train_path))
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gold_dev = list(read_gold_json(dev_path))
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gold_dev = list(read_gold_json(dev_path)) if dev_path else None
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train_model(lang, gold_train, gold_dev, output_path, tagger_cfg, parser_cfg,
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entity_cfg, n_iter)
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scorer = evaluate(lang, list(read_gold_json(dev_loc)), output_path)
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print_results(scorer)
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if gold_dev:
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scorer = evaluate(lang, gold_dev, output_path)
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print_results(scorer)
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def train_config(config):
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@ -54,7 +55,7 @@ def train_model(Language, train_data, dev_data, output_path, tagger_cfg, parser_
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for itn, epoch in enumerate(trainer.epochs(n_iter, augment_data=None)):
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for doc, gold in epoch:
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trainer.update(doc, gold)
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dev_scores = trainer.evaluate(dev_data)
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dev_scores = trainer.evaluate(dev_data) if dev_data else []
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print_progress(itn, trainer.nlp.parser.model.nr_weight,
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trainer.nlp.parser.model.nr_active_feat,
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**dev_scores.scores)
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@ -82,8 +83,10 @@ def evaluate(Language, gold_tuples, output_path):
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def check_dirs(input_path, train_path, dev_path):
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if not output_path.exists():
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util.sys_exit(output_path.as_posix(), title="Output directory not found")
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if not train_path.exists() and train_path.is_file():
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if not train_path.exists() or not train_path.is_file():
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util.sys_exit(train_path.as_posix(), title="Training data not found")
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if dev_path and not dev_path.exists():
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util.sys_exit(dev_path.as_posix(), title="Development data not found")
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def print_progress(itn, nr_weight, nr_active_feat, **scores):
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