pad_sequences.Rd
Pads sequences to the same length
pad_sequences(sequences, maxlen = NULL, dtype = "int32", padding = "pre", truncating = "pre", value = 0)
sequences | List of lists where each element is a sequence |
---|---|
maxlen | int, maximum length of all sequences |
dtype | type of the output sequences |
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, padding value |
Matrix with dimensions (number_of_sequences, maxlen)
This function transforms a list of num_samples
sequences (lists
of integers) into a matrix of shape (num_samples, num_timesteps)
.
num_timesteps
is either the maxlen
argument if provided, or the length
of the longest sequence otherwise.
Sequences that are shorter than num_timesteps
are padded with value
at
the end.
Sequences longer than num_timesteps
are truncated so that they fit the
desired length. The position where padding or truncation happens is
determined by the arguments padding
and truncating
, respectively.
Pre-padding is the default.
Other text preprocessing: make_sampling_table
,
skipgrams
,
text_hashing_trick
,
text_one_hot
,
text_to_word_sequence