中文名称 | 英文名称 | 平均时间复杂度 | 空间复杂度 | 稳定性 |
---|---|---|---|---|
选择排序 | Selection | n² | 1 | 不稳 |
冒泡排序 | Bubble | n² | 1 | 稳 |
*插入排序 | Insertion | n² | 1 | 稳 |
*堆排序 | heap | nlogn | 1 | 不稳 |
希尔排序 | Shell | n^1.3 | 1 | 不稳 |
*归并排序 | Merge | nlogn | n | 稳 |
*快速排序 | Quick | nlogn | logn | 不稳 |
桶排序 | Bucket | n+k | n+k | 稳 |
计数排序 | Counting | n+k | n+k | 稳 |
基数排序 | Radix | n*k | n+k | 稳 |
基于比较排序,时间复杂度的极限是O(N*logN)
追求稳定性,用归并
追求额外空间复杂度,用堆
追求绝对的速度,快排(常数时间最少)
对数器
package cn.org.wyxxt;
import cn.org.wyxxt.sort.insertion.Insertion;
import java.util.Arrays;
public class DataChecker {
static int[] generateRandomArray(int maxSize, int maxValue) {
//Math.random() [0,1)
int[] arr = new int[(int) ((maxSize + 1) * Math.random())];
for (int i = 0; i < arr.length; i++) {
// [-?,+?]
arr[i] = (int) ((maxValue + 1) * Math.random()) - (int) (maxValue * Math.random());
}
return arr;
}
static int[] copyArray(int[] arr) {
if (arr == null) {
return null;
}
int[] res = new int[arr.length];
for (int i = 0; i < arr.length; i++) {
res[i] = arr[i];
}
return res;
}
static void comparator(int[] arr) {
Arrays.sort(arr);
}
static boolean isEqual(int[] arr1, int[] arr2) {
if ((arr1 == null && arr2 != null) || (arr1 != null && arr2 == null)) {
return false;
}
if (arr1 == null && arr2 == null) {
return true;
}
if (arr1.length != arr2.length) {
return false;
}
for (int i = 0; i < arr1.length; i++) {
if (arr1[i] != arr2[i]) {
return false;
}
}
return true;
}
static void check() {
int testTime = 500000;
int maxSize = 100;
int maxValue = 100;
boolean same = true;
for (int times = 0; times < testTime; times++) {
int[] arr = generateRandomArray(maxSize, maxValue);
int[] arr2 = copyArray(arr);
comparator(arr);
Insertion.sort(arr2);
if (!isEqual(arr, arr2)) {
System.out.println(Arrays.toString(arr));
System.out.println(Arrays.toString(arr2));
same = false;
break;
}
}
System.out.println(same ? "Nice!" : "Fucking fucked!");
}
public static void main(String[] args) {
check();
}
}
选择排序
package cn.org.wyxxt.sort.selection;
public class Selection {
public static void main(String[] args) {
int[] arr = {1,4,8,2,9,0,3,6,5,7};
sort(arr);
print(arr);
}
public static void sort(int[] arr) {
for (int i=0;i<arr.length-1;i++) {
int minPos = i;
for (int j=i+1;j<arr.length;j++) {
minPos = arr[j]<arr[minPos] ? j : minPos;
}
swap(arr,i,minPos);
}
}
static void swap(int[] arr,int i,int j) {
int temp = arr[i];
arr[i] = arr[j];
arr[j] = temp;
}
static void print(int[] arr) {
for (int i=0;i<arr.length;i++) {
System.out.print(arr[i] + " ");
}
}
}
冒泡排序
package cn.org.wyxxt.sort.bubble;
public class Bubble {
public static void main(String[] args) {
int[] arr = {1,4,9,2,5,0,3,6,8,7};
sort(arr);
print(arr);
}
public static void sort(int[] arr) {
for(int j=arr.length-1;j>0;j--) {
findMax(arr, j);
}
}
static void findMax(int[] arr,int n) {
for (int i=0;i<n;i++) {
if (arr[i]>arr[i+1]) swap(arr,i,i+1);
}
}
static void swap(int[] arr,int i,int j) {
int temp = arr[i];
arr[i] = arr[j];
arr[j] = temp;
}
static void print(int[] arr) {
for (int i=0;i<arr.length;i++) {
System.out.print(arr[i] + " ");
}
}
}
插入排序*
package cn.org.wyxxt.sort.insertion;
public class Insertion {
public static void main(String[] args) {
int[] arr = {8,6,3,9,5,1,7,4,2,0};
sort(arr);
print(arr);
}
public static void sort(int[] arr) {
for (int i=1;i<arr.length;i++) {
for (int j=i;j>0;j--) {
if (arr[j]<arr[j-1]) {
swap(arr,j,j-1);
}
}
}
}
static void swap(int[] arr,int i,int j) {
int temp = arr[i];
arr[i] = arr[j];
arr[j] = temp;
}
static void print(int[] arr) {
for (int i=0;i<arr.length;i++) {
System.out.print(arr[i]+" ");
}
}
}
希尔排序
package cn.org.wyxxt.sort.shell;
public class Shell2 {
public static void main(String[] args) {
int[] arr = {9, 6, 3, 1, 4, 0, 8, 5, 2, 7};
sort(arr);
print(arr);
}
public static void sort(int[] arr) {
int h = 1;
while (h <= arr.length / 3) {
h = h * 3 + 1;
}
for (int gap = h; gap > 0; gap = (gap - 1) / 3) {
for (int i = gap; i < arr.length; i++) {
for (int j = i; j > gap - 1; j -= gap) {
if (arr[j] < arr[j - gap]) {
swap(arr, j, j - gap);
}
}
}
}
}
static void swap(int[] arr, int i, int j) {
int temp = arr[i];
arr[i] = arr[j];
arr[j] = temp;
}
static void print(int[] arr) {
for (int i = 0; i < arr.length; i++) {
System.out.print(arr[i] + " ");
}
}
}
归并排序*
package cn.org.wyxxt.sort.merge;
public class Merge {
public static void main(String[] args) {
int[] arr = {1, 6, 0, 2, 7, 3, 9, 8, 5, 4};
// int[] arr = {1, 4, 7, 8, 3, 6, 9};
sort(arr, 0, arr.length - 1);
print(arr);
}
public static void sort(int[] arr, int left, int right) {
if (left == right) return;
//分成两半
int mid = left + (right - left) / 2;
//左边排序
sort(arr, left, mid);
//右边排序
sort(arr, mid + 1, right);
merge(arr, left, mid + 1, right);
}
static void merge(int[] arr, int leftPtr, int rightPtr, int rightBound) {
int mid = rightPtr - 1;
int[] temp = new int[rightBound - leftPtr + 1];
int i = leftPtr;
int j = rightPtr;
int k = 0; //temp的第一个位置
while (i <= mid && j <= rightBound) {
temp[k++] = arr[i] <= arr[j] ? arr[i++] : arr[j++];
/**
if (arr[i] <= arr[j]) { // <= 稳定性考虑
temp[k++] = arr[i++];
} else {
temp[k++] = arr[j++];
}
*/
}
while (i <= mid) temp[k++] = arr[i++];
while (j <= rightBound) temp[k++] = arr[j++];
// print(temp);
for (int m = 0; m < temp.length; m++) arr[leftPtr + m] = temp[m];
}
static void print(int[] arr) {
for (int i = 0; i < arr.length; i++) {
System.out.print(arr[i] + " ");
}
}
}
快速排序*
package cn.org.wyxxt.sort.quick;
public class Quick {
public static void main(String[] args) {
int[] arr = {7, 4, 1, 2, 8, 3, 9, 6, 5, 10};
sort(arr, 0, arr.length - 1);
print(arr);
}
public static void sort(int[] arr, int leftBound, int rightBound) {
if (leftBound >= rightBound) return;
int mid = partition(arr, leftBound, rightBound);
sort(arr, leftBound, mid - 1);
sort(arr, mid + 1, rightBound);
}
static int partition(int[] arr, int leftBound, int rightBound) {
int pivot = arr[rightBound];
int left = leftBound;
int right = rightBound - 1;
while (left <= right) {
while (left <= right && arr[left] <= pivot) left++;
while (left <= right && arr[right] >= pivot) right--;
// System.out.println(pivot);
// System.out.println("before swap:left->" + left + "right->" + right);
if (left < right) swap(arr, left, right);
// print(arr);
// System.out.println();
}
swap(arr, left, rightBound);
return left;
}
static void swap(int[] arr, int i, int j) {
int temp = arr[i];
arr[i] = arr[j];
arr[j] = temp;
}
static void print(int[] arr) {
for (int i = 0; i < arr.length; i++) {
System.out.print(arr[i] + " ");
}
}
}
计数排序
package cn.org.wyxxt.sort.counting;
import java.util.Arrays;
public class Counting {
public static void main(String[] args) {
int[] arr = {2, 4, 2, 3, 7, 1, 1, 0, 0, 5, 6, 9, 8, 5, 7, 4, 0, 9, 1, 3, 7, 0, 6, 4, 6, 9, 8, 8, 7};
int[] result = sort(arr);
System.out.println(Arrays.toString(result));
}
public static int[] sort(int[] arr) {
int[] result = new int[arr.length];
int[] count = new int[10];
for (int i = 0; i < arr.length; i++) {
count[arr[i]]++;
}
System.out.println(Arrays.toString(count));
/**
* 不稳定排序 对象
for (int i=0,j=0;i<count.length;i++) {
while(count[i]-- > 0) result[j++] = i;
}
*/
for (int i = 1; i < count.length; i++) {
count[i] = count[i] + count[i - 1];
}
System.out.println(Arrays.toString(count));
for (int i = arr.length - 1; i >= 0; i--) {
result[--count[arr[i]]] = arr[i];
}
return result;
}
}
基数排序
package cn.org.wyxxt.sort.radix;
import java.util.Arrays;
public class Radix {
public static void main(String[] args) {
int[] arr = {421, 240, 115, 532, 305, 430, 124};
int[] result = sort(arr);
System.out.println(Arrays.toString(result));
}
public static int[] sort(int[] arr) {
int[] result = new int[arr.length];
int[] count = new int[10];
//基数排序,分个位十位百位。每一位排序都是计数排序
for (int i = 0; i < 3; i++) {
//个位排序
int division = (int) Math.pow(10, i);
for (int j = 0; j < arr.length; j++) {
int num = arr[j] / division % 10;
count[num]++;
}
for (int m = 1; m < count.length; m++) {
count[m] = count[m] + count[m - 1];
}
System.out.println(Arrays.toString(count));
for (int n = arr.length - 1; n >= 0; n--) {
int num = arr[n] / division % 10;
result[--count[num]] = arr[n];
}
System.arraycopy(result, 0, arr, 0, arr.length);
Arrays.fill(count, 0);
}
return result;
}
}