def count_start(tokenizer):
    """
    A decorator which wrap the given tokenizer to yield (token, start).
    Notice! the decorated tokenizer must take a int arguments stands for the start position of the input context/sentence

    >>> tokenizer = lambda sentence: sentence.split(' ')
    >>> tokenizer('The quick brown fox jumps over the lazy dog')
    ['The', 'quick', 'brown', 'fox', 'jumps', 'over', 'the',
    'lazy', 'dog']
    >>> tokenizer = count_start(tokenizer)
    >>> tokenizer('The quick brown fox jumps over the lazy dog', 0)

    ('The', 0)
    ('quick', 4)
    ...
    """
    def wrapper(context, base):
        tokens = list(tokenizer(context))
        flag = 0
        for token in tokens:
            start = context.index(token, flag)
            flag = start + len(token)
            yield (token, base + start)

    return wrapper