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one_hot = True
embedding_size = 256 # is ignored if one_hot=True
num_layers = 3
rnn_size = 512
dropout = 0.5
learning_rate = 0.003
learning_rate_decay_after = 20
learning_rate_decay = 0.97
batch_size = 64
max_epoch = 100
grad_clipping = 5
validation_fraction = 0.05
validate_every = 1000 # iterations
save_every = 10 # epochs