This is a generalization of the "string contains substring" problem to (more) arbitrary types.
Given an sequence (such as a list or tuple), what's the best way of determining whether another sequence is inside it? As a bonus, it should return the index of the element where the subsequence starts:
Example usage (Sequence in Sequence):
>>> seq_in_seq([5,6], [4,'a',3,5,6]) 3 >>> seq_in_seq([5,7], [4,'a',3,5,6]) -1 # or None, or whatever
So far, I just rely on brute force and it seems slow, ugly, and clumsy.
In python, the in operator can be used to check the presence of a value in a sequence(string, list, tuple, set, dictionary). It returns a boolean value 'True' if the item is found in the sequence else it returns False. Let us consider a list my_list = ["bat", 3, "apple", "dog", 4.8 ].
I second the Knuth-Morris-Pratt algorithm. By the way, your problem (and the KMP solution) is exactly recipe 5.13 in Python Cookbook 2nd edition. You can find the related code at http://code.activestate.com/recipes/117214/
It finds all the correct subsequences in a given sequence, and should be used as an iterator:
>>> for s in KnuthMorrisPratt([4,'a',3,5,6], [5,6]): print s 3 >>> for s in KnuthMorrisPratt([4,'a',3,5,6], [5,7]): print s (nothing)
Here's a brute-force approach O(n*m)
(similar to @mcella's answer). It might be faster than the Knuth-Morris-Pratt algorithm implementation in pure Python O(n+m)
(see @Gregg Lind answer) for small input sequences.
#!/usr/bin/env python def index(subseq, seq): """Return an index of `subseq`uence in the `seq`uence. Or `-1` if `subseq` is not a subsequence of the `seq`. The time complexity of the algorithm is O(n*m), where n, m = len(seq), len(subseq) >>> index([1,2], range(5)) 1 >>> index(range(1, 6), range(5)) -1 >>> index(range(5), range(5)) 0 >>> index([1,2], [0, 1, 0, 1, 2]) 3 """ i, n, m = -1, len(seq), len(subseq) try: while True: i = seq.index(subseq[0], i + 1, n - m + 1) if subseq == seq[i:i + m]: return i except ValueError: return -1 if __name__ == '__main__': import doctest; doctest.testmod()
I wonder how large is the small in this case?
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