基数排序算法(Java语言描述)

为什么选基数排序

基数排序在合适的时候,由于其不基于比较,能够实现O(N)的排序时间复杂度,会比快排还快。
下面的测试就告诉了我们这个问题,合适的时候确实比sort()快很多。

基数排序的编程实现

import java.util.ArrayList;
import java.util.List;
import java.util.Arrays;
import java.util.Random;

public class RadixSort {
    /*
     * Radix sort an array of Strings
     * Assume all are all ASCII
     * Assume all have same length
     */
    @SuppressWarnings("unchecked")
    public static void radixSortA(String [] arr, int stringLen) {
        final int BUCKETS = 256;
        ArrayList<String>[] buckets = new ArrayList[BUCKETS];
        for(int i = 0; i < BUCKETS; i++) {
            buckets[i] = new ArrayList<>();
        }
        for(int pos = stringLen - 1; pos >= 0; pos--) {
            for(String s : arr) {
                buckets[s.charAt(pos)].add(s);
            }
            int index = 0;
            for(ArrayList<String> thisBucket : buckets) {
                for(String s : thisBucket) {
                    arr[index++] = s;
                }
                thisBucket.clear();
            }
        }
    }
       
    /*
     * Counting radix sort an array of Strings
     * Assume all are all ASCII
     * Assume all have same length
     */
    public static void countingRadixSort(String [] arr, int stringLen) {
        final int BUCKETS = 256;
        int N = arr.length;
        String [] buffer = new String[N];
        String [] in = arr;
        String [] out = buffer;
        for(int pos = stringLen-1; pos >= 0; pos--) {
            int[] count = new int [BUCKETS+1];
            for(int i = 0; i < N; i++) {
                count[in[i].charAt(pos)+1]++;
            }
            for(int b = 1; b <= BUCKETS; b++) {
                count[b] += count[b-1];
            }
            for(int i = 0; i < N; i++) {
                out[count[in[i].charAt(pos)]++] = in[i];
            }
            // swap in and out roles
            String [] tmp = in;
            in = out;
            out = tmp;
        }
        // if odd number of passes, in is buffer, out is arr; so copy back
        if(stringLen % 2 == 1) {
            for(int i = 0; i < arr.length; i++) {
                out[i] = in[i];
            }
        }
    }
    
    /*
     * Radix sort an array of Strings
     * Assume all are all ASCII
     * Assume all have length bounded by maxLen
     */
    @SuppressWarnings("unchecked")
    public static void radixSort(String [] arr, int maxLen) {
        final int BUCKETS = 256;
        ArrayList<String> [] wordsByLength = new ArrayList[maxLen+1];
        ArrayList<String> [] buckets = new ArrayList[BUCKETS];
        for(int i = 0; i < wordsByLength.length; i++) {
            wordsByLength[i] = new ArrayList<>();
        }
        for(int i = 0; i < BUCKETS; i++) {
            buckets[i] = new ArrayList<>();
        }
        for(String s : arr) {
            wordsByLength[s.length()].add(s);
        }
        int index = 0;
        for(ArrayList<String> wordList : wordsByLength) {
            for(String s : wordList) {
                arr[index++] = s;
            }
        }
        int startingIndex = arr.length;    
        for(int pos = maxLen - 1; pos >= 0; pos--) {
            startingIndex -= wordsByLength[pos+1].size();
            for(int i = startingIndex; i < arr.length; i++) {
                buckets[arr[i].charAt(pos)].add(arr[i]);
            }
            index = startingIndex;
            for(ArrayList<String> thisBucket : buckets) {
                for(String s : thisBucket) {
                    arr[index++] = s;
                }
                thisBucket.clear();
            }
        }
    }
    
}

测试

public class RadixSortTest {
    public static void main(String [] args) {
        List<String> lst = new ArrayList<>();
        Random r = new Random();
        final int LEN = 5;
        for(int i = 0; i < 100000; i++) {
            String str = "";
            int len = LEN; // 3 + r.nextInt( 7 ); // between 3 and 9 characters
            for(int j = 0; j < len; j++) {
                str += (char) ('a' + r.nextInt(26));
            }
            lst.add(str);
        }
        String [] arr1 = new String[lst.size()];
        String [] arr2 = new String[lst.size()];
        lst.toArray(arr1);
        lst.toArray(arr2);
        long start, end;
        start = System.currentTimeMillis();
        Arrays.sort(arr1);
        end = System.currentTimeMillis();
        System.out.println("Elapsed: " + (end-start));
        start = System.currentTimeMillis();
        countingRadixSort(arr2, LEN);
        end = System.currentTimeMillis();
        System.out.println("Elapsed: " + (end - start));
        for(int i = 0; i < arr1.length; i++) {
            if(!arr1[i].equals(arr2[i])) {
                System.out.println("OOPS!!");
            }
        }
    }
}

测试结果:

Elapsed: 324
Elapsed: 175
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转载自blog.csdn.net/weixin_43896318/article/details/104466970