TensorFlow

API

 tf.nn / ctc_greedy_decoder


Get unique labels and indices for batched labels for tf.nn.ctc_loss.

For use with tf.nn.ctc_loss optional argument unique: This op can be used to preprocess labels in input pipeline to for better speed/memory use computing the ctc loss on TPU.

Example:

ctc_unique_labels([[3, 4, 4, 3]]) -> unique labels padded with 0: [[3, 4, 0, 0]] indices of original labels in unique: [0, 1, 1, 0]

labels tensor of shape [batch_size, max_label_length] padded with 0.
name A name for this Op. Defaults to "ctc_unique_labels".

tuple of
  • unique labels, tensor of shape [batch_size, max_label_length]
  • indices into unique labels, shape [batch_size, max_label_length]

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