def reduce_max(seq_batch):
sums = tf.reduce_sum(seq_batch.mask, 1, keep_dims=True) # (batch_size, 1)
with tf.control_dependencies([tf.assert_positive(sums)]): # avoid dividing by zero
seq_batch = seq_batch.with_pad_value(float('-inf')) # set pad values to -inf
result = tf.reduce_max(seq_batch.values, 1)
return result
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