contrib.keras.preprocessing.sequence.pad_sequences

tf.contrib.keras.preprocessing.sequence.pad_sequences

tf.contrib.keras.preprocessing.sequence.pad_sequences

pad_sequences(
    sequences,
    maxlen=None,
    dtype='int32',
    padding='pre',
    truncating='pre',
    value=0.0
)

Defined in tensorflow/contrib/keras/python/keras/preprocessing/sequence.py.

Pads each sequence to the same length (length of the longest sequence).

If maxlen is provided, any sequence longer than maxlen is truncated to maxlen. Truncation happens off either the beginning (default) or the end of the sequence.

Supports post-padding and pre-padding (default).

Arguments:

sequences: list of lists where each element is a sequence
maxlen: int, maximum length
dtype: type to cast the resulting sequence.
padding: 'pre' or 'post', pad either before or after each sequence.
truncating: 'pre' or 'post', remove values from sequences larger than
    maxlen either in the beginning or in the end of the sequence
value: float, value to pad the sequences to the desired value.

Returns:

x: numpy array with dimensions (number_of_sequences, maxlen)

Raises:

ValueError: in case of invalid values for `truncating` or `padding`,
    or in case of invalid shape for a `sequences` entry.