"""
https://cp-algorithms.com/string/prefix-function.html

Prefix function Knuth–Morris–Pratt algorithm

Different algorithm than Knuth-Morris-Pratt pattern finding

E.x. Finding longest prefix which is also suffix

Time Complexity: O(n) - where n is the length of the string
"""


def prefix_function(input_string: str) -> list:
    """
    For the given string this function computes value for each index(i),
    which represents the longest coincidence of prefix and sufix
    for given substring (input_str[0...i])

    For the value of the first element the algorithm always returns 0

    >>> prefix_function("aabcdaabc")
    [0, 1, 0, 0, 0, 1, 2, 3, 4]
    >>> prefix_function("asdasdad")
    [0, 0, 0, 1, 2, 3, 4, 0]
    """

    # list for the result values
    prefix_result = [0] * len(input_string)

    for i in range(1, len(input_string)):

        # use last results for better performance - dynamic programming
        j = prefix_result[i - 1]
        while j > 0 and input_string[i] != input_string[j]:
            j = prefix_result[j - 1]

        if input_string[i] == input_string[j]:
            j += 1
        prefix_result[i] = j

    return prefix_result


def longest_prefix(input_str: str) -> int:
    """
    Prefix-function use case
    Finding longest prefix which is sufix as well

    >>> longest_prefix("aabcdaabc")
    4
    >>> longest_prefix("asdasdad")
    4
    >>> longest_prefix("abcab")
    2
    """

    # just returning maximum value of the array gives us answer
    return max(prefix_function(input_str))


if __name__ == "__main__":
    import doctest

    doctest.testmod()

Prefix Function