Merge Sort

最后更新于:2022-04-02 01:06:49

# Merge Sort - 归并排序 核心:将两个有序对数组归并成一个更大的有序数组。通常做法为递归排序,并将两个不同的有序数组归并到第三个数组中。 先来看看动图,归并排序是一种典型的分治应用。 ![Merge Sort](https://docs.gechiui.com/gc-content/uploads/sites/kancloud/2015-10-24_562b1f3295180.gif) ### Python ~~~ #!/usr/bin/env python class Sort: def mergeSort(self, alist): if len(alist) <= 1: return alist mid = len(alist) / 2 left = self.mergeSort(alist[:mid]) print("left = " + str(left)) right = self.mergeSort(alist[mid:]) print("right = " + str(right)) return self.mergeSortedArray(left, right) #@param A and B: sorted integer array A and B. #@return: A new sorted integer array def mergeSortedArray(self, A, B): sortedArray = [] l = 0 r = 0 while l < len(A) and r < len(B): if A[l] < B[r]: sortedArray.append(A[l]) l += 1 else: sortedArray.append(B[r]) r += 1 sortedArray += A[l:] sortedArray += B[r:] return sortedArray unsortedArray = [6, 5, 3, 1, 8, 7, 2, 4] merge_sort = Sort() print(merge_sort.mergeSort(unsortedArray)) ~~~ ### 原地归并 ### Java ~~~ public class MergeSort { public static void main(String[] args) { int unsortedArray[] = new int[]{6, 5, 3, 1, 8, 7, 2, 4}; mergeSort(unsortedArray); System.out.println("After sort: "); for (int item : unsortedArray) { System.out.print(item + " "); } } private static void merge(int[] array, int low, int mid, int high) { int[] helper = new int[array.length]; // copy array to helper for (int k = low; k <= high; k++) { helper[k] = array[k]; } // merge array[low...mid] and array[mid + 1...high] int i = low, j = mid + 1; for (int k = low; k <= high; k++) { // k means current location if (i > mid) { // no item in left part array[k] = helper[j]; j++; } else if (j > high) { // no item in right part array[k] = helper[i]; i++; } else if (helper[i] > helper[j]) { // get smaller item in the right side array[k] = helper[j]; j++; } else { // get smaller item in the left side array[k] = helper[i]; i++; } } } public static void sort(int[] array, int low, int high) { if (high <= low) return; int mid = low + (high - low) / 2; sort(array, low, mid); sort(array, mid + 1, high); merge(array, low, mid, high); for (int item : array) { System.out.print(item + " "); } System.out.println(); } public static void mergeSort(int[] array) { sort(array, 0, array.length - 1); } } ~~~ 时间复杂度为 O(NlogN)O(N \log N)O(NlogN), 使用了等长的辅助数组,空间复杂度为 O(N)O(N)O(N)。 ### Reference - [Mergesort](http://algs4.cs.princeton.edu/22mergesort/) - Robert Sedgewick 的大作,非常清晰。
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