utils.py

# Natural Language Toolkit: Utility functions
#
# Copyright (C) 2001-2020 NLTK Project
# Author: Steven Bird <[email protected]>
# URL: <http://nltk.org/>
# For license information, see LICENSE.TXT

from itertools import chain

def pad_sequence(
    sequence,
    n,
    pad_left=False,
    pad_right=False,
    left_pad_symbol=None,
    right_pad_symbol=None,
):
    """
    Returns a padded sequence of items before ngram extraction.
        >>> list(pad_sequence([1,2,3,4,5], 2, pad_left=True, pad_right=True, left_pad_symbol='<s>', right_pad_symbol='</s>'))
        ['<s>', 1, 2, 3, 4, 5, '</s>']
        >>> list(pad_sequence([1,2,3,4,5], 2, pad_left=True, left_pad_symbol='<s>'))
        ['<s>', 1, 2, 3, 4, 5]
        >>> list(pad_sequence([1,2,3,4,5], 2, pad_right=True, right_pad_symbol='</s>'))
        [1, 2, 3, 4, 5, '</s>']
    :param sequence: the source data to be padded
    :type sequence: sequence or iter
    :param n: the degree of the ngrams
    :type n: int
    :param pad_left: whether the ngrams should be left-padded
    :type pad_left: bool
    :param pad_right: whether the ngrams should be right-padded
    :type pad_right: bool
    :param left_pad_symbol: the symbol to use for left padding (default is None)
    :type left_pad_symbol: any
    :param right_pad_symbol: the symbol to use for right padding (default is None)
    :type right_pad_symbol: any
    :rtype: sequence or iter
    """
    sequence = iter(sequence)
    if pad_left:
        sequence = chain((left_pad_symbol,) * (n - 1), sequence)
    if pad_right:
        sequence = chain(sequence, (right_pad_symbol,) * (n - 1))
    return sequence


# add a flag to pad the sequence so we get peripheral ngrams?


def ngrams(
    sequence,
    n,
    pad_left=False,
    pad_right=False,
    left_pad_symbol=None,
    right_pad_symbol=None,
):
    """
    Return the ngrams generated from a sequence of items, as an iterator.
    For example:
        >>> from nltk.util import ngrams
        >>> list(ngrams([1,2,3,4,5], 3))
        [(1, 2, 3), (2, 3, 4), (3, 4, 5)]
    Wrap with list for a list version of this function.  Set pad_left
    or pad_right to true in order to get additional ngrams:
        >>> list(ngrams([1,2,3,4,5], 2, pad_right=True))
        [(1, 2), (2, 3), (3, 4), (4, 5), (5, None)]
        >>> list(ngrams([1,2,3,4,5], 2, pad_right=True, right_pad_symbol='</s>'))
        [(1, 2), (2, 3), (3, 4), (4, 5), (5, '</s>')]
        >>> list(ngrams([1,2,3,4,5], 2, pad_left=True, left_pad_symbol='<s>'))
        [('<s>', 1), (1, 2), (2, 3), (3, 4), (4, 5)]
        >>> list(ngrams([1,2,3,4,5], 2, pad_left=True, pad_right=True, left_pad_symbol='<s>', right_pad_symbol='</s>'))
        [('<s>', 1), (1, 2), (2, 3), (3, 4), (4, 5), (5, '</s>')]
    :param sequence: the source data to be converted into ngrams
    :type sequence: sequence or iter
    :param n: the degree of the ngrams
    :type n: int
    :param pad_left: whether the ngrams should be left-padded
    :type pad_left: bool
    :param pad_right: whether the ngrams should be right-padded
    :type pad_right: bool
    :param left_pad_symbol: the symbol to use for left padding (default is None)
    :type left_pad_symbol: any
    :param right_pad_symbol: the symbol to use for right padding (default is None)
    :type right_pad_symbol: any
    :rtype: sequence or iter
    """
    sequence = pad_sequence(
        sequence, n, pad_left, pad_right, left_pad_symbol, right_pad_symbol
    )

    history = []
    while n > 1:
        # PEP 479, prevent RuntimeError from being raised when StopIteration bubbles out of generator
        try:
            next_item = next(sequence)
        except StopIteration:
            # no more data, terminate the generator
            return
        history.append(next_item)
        n -= 1
    for item in sequence:
        history.append(item)
        yield tuple(history)
        del history[0]