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Tweaks to train script
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@ -57,9 +57,9 @@ def train(_, lang, output_dir, train_data, dev_data, n_iter=20, n_sents=0,
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# starts high and decays sharply, to force the optimizer to explore.
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# starts high and decays sharply, to force the optimizer to explore.
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# Batch size starts at 1 and grows, so that we make updates quickly
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# Batch size starts at 1 and grows, so that we make updates quickly
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# at the beginning of training.
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# at the beginning of training.
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dropout_rates = util.decaying(util.env_opt('dropout_from', 0.0),
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dropout_rates = util.decaying(util.env_opt('dropout_from', 0.5),
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util.env_opt('dropout_to', 0.0),
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util.env_opt('dropout_to', 0.2),
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util.env_opt('dropout_decay', 0.0))
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util.env_opt('dropout_decay', 1e-4))
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batch_sizes = util.compounding(util.env_opt('batch_from', 1),
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batch_sizes = util.compounding(util.env_opt('batch_from', 1),
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util.env_opt('batch_to', 64),
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util.env_opt('batch_to', 64),
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util.env_opt('batch_compound', 1.001))
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util.env_opt('batch_compound', 1.001))
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@ -72,7 +72,7 @@ def train(_, lang, output_dir, train_data, dev_data, n_iter=20, n_sents=0,
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print("Itn.\tDep. Loss\tUAS\tNER P.\tNER R.\tNER F.\tTag %\tToken %")
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print("Itn.\tDep. Loss\tUAS\tNER P.\tNER R.\tNER F.\tTag %\tToken %")
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for i in range(n_iter):
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for i in range(n_iter):
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with tqdm.tqdm(total=corpus.count_train()) as pbar:
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with tqdm.tqdm(total=corpus.count_train(), leave=False) as pbar:
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train_docs = corpus.train_docs(nlp, projectivize=True,
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train_docs = corpus.train_docs(nlp, projectivize=True,
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gold_preproc=False, shuffle=i)
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gold_preproc=False, shuffle=i)
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losses = {}
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losses = {}
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