Created
November 26, 2022 21:48
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Implement 'MergeSort + Count Inversions' algorithm on a 1-D array
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#!/usr/bin/env python3 | |
def merge_count_split_inversions(left_sorted: list, right_sorted: list, lst_len: int) -> tuple: | |
""" | |
Perform merge of two sorted lists and count inversions while merging | |
>>> merge_count_split_inversions([2], [1], 2) | |
([1, 2], 1) | |
>>> merge_count_split_inversions([1, 3, 5], [2, 4, 6], 6) | |
([1, 2, 3, 4, 5, 6], 3) | |
>>> merge_count_split_inversions([1, 2], [3, 4, 5], 5) | |
([1, 2, 3, 4, 5], 0) | |
""" | |
sorted_lst, split_inversions, i, j = [], 0, 0, 0 | |
for _ in range(lst_len): | |
next_left = left_sorted[i] if i < (lst_len // 2) else None | |
next_right = right_sorted[j] if j < lst_len - (lst_len // 2) else None | |
if (next_left is not None and next_right is not None and next_left <= next_right) or next_right is None: | |
sorted_lst.append(next_left) | |
i += 1 | |
else: | |
sorted_lst.append(next_right) | |
j += 1 | |
split_inversions += (lst_len // 2) - i if next_left is not None else 0 | |
return sorted_lst, split_inversions | |
def sort_count_array_inversions(lst: list) -> tuple: | |
""" | |
Counts the number of inversions in `lst` | |
>>> sort_count_array_inversions([2, 1]) | |
([1, 2], 1) | |
>>> sort_count_array_inversions([1, 3, 5, 2, 4, 6]) | |
([1, 2, 3, 4, 5, 6], 3) | |
""" | |
if (lst_len := len(lst)) == 1: | |
return lst, 0 | |
else: | |
left_sorted, left_inversions = sort_count_array_inversions( | |
lst[: (lst_len // 2)] | |
) | |
right_sorted, right_inversions = sort_count_array_inversions( | |
lst[(lst_len // 2) :] | |
) | |
sorted_lst, split_inversions = merge_count_split_inversions(left_sorted, right_sorted, lst_len) | |
return sorted_lst, left_inversions + right_inversions + split_inversions |
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The$O(n)$ time complexity, so just like Merge Sort, counting inversions on a 1-D array is $O(n \log n)$ !
merge_count_split_inversions
subroutine is