多路归并排序【JAVA实现】

 

对远远大于内存的数据进行外排序，在多路比较的时候用败者树效率会更高。

这个算法可以在建立倒排索引的时候使用

 

 

package my.sort; import java.io.BufferedInputStream; import java.io.BufferedOutputStream; import java.io.BufferedWriter; import java.io.DataInputStream; import java.io.DataOutputStream; import java.io.File; import java.io.FileInputStream; import java.io.FileNotFoundException; import java.io.FileOutputStream; import java.io.FileWriter; import java.io.IOException; import java.util.ArrayList; import java.util.Arrays; import java.util.Iterator; import java.util.Random; /** * 基于大数据量的外排序算法，分为二路归并和多路归并 * @author java2king * @link http://blog.youkuaiyun.com/Java2King * */ public class ExternalSort { public static int ITEM_COUNT = 10000000; //总数 public static int BUFFER_SIZE = 1024*4*1000;// 一次缓冲读取 public static int FILE_COUNT = 1024*1000*1*4;// 每个文件的记录数1 public static File MAIN_FILE = new File("mainset");//要排序的文件 /** * 二路归并 * @param file * @return * @throws IOException */ public File sort(File file) throws IOException { ArrayList<File> files = split(file); return process(files); } /** * 多路归并 * @param file * @throws IOException */ public void mSort(File file) throws IOException{ ArrayList<File> files = split(file); multipleMerge(files); } // recursive method to merge the lists until we are left with a // single merged list private File process(ArrayList<File> list) throws IOException { if (list.size() == 1) { return list.get(0); } ArrayList<File> inter = new ArrayList<File>(); for (Iterator<File> itr = list.iterator(); itr.hasNext();) { File one = itr.next(); if (itr.hasNext()) { File two = itr.next(); inter.add(merge(one, two)); } else { // return one; inter.add(one); } } return process(inter); } /** * Splits the original file into a number of sub files. */ private ArrayList<File> split(File file) throws IOException { ArrayList<File> files = new ArrayList<File>(); int[] buffer = new int[FILE_COUNT]; FileInputStream fr = new FileInputStream(file); BufferedInputStream bin = new BufferedInputStream(fr,BUFFER_SIZE); DataInputStream din=new DataInputStream(bin); boolean fileComplete = false; while (!fileComplete) { int index = buffer.length; for (int i = 0; i < buffer.length && !fileComplete; i++) { try { buffer[i] = din.readInt(); } catch (Exception e) { fileComplete = true; index = i; } } if (index != 0 && buffer[0] > -1) { Arrays.sort(buffer, 0, index); File f = new File("set" + new Random().nextInt()); // File temp = File.createTempFile("josp", ".tmp", f); FileOutputStream writer = new FileOutputStream(f); BufferedOutputStream bOutputStream = new BufferedOutputStream(writer); DataOutputStream dout=new DataOutputStream(bOutputStream); for (int j = 0; j < index; j++) { dout.writeInt(buffer[j]); } dout.close(); bOutputStream.close(); writer.close(); files.add(f); } } din.close(); bin.close(); fr.close(); return files; } /** * 多路归并 * @param list * @throws IOException */ private void multipleMerge(ArrayList<File> list) throws IOException { int fileSize = list.size(); if(fileSize == 1){ return; } ArrayList<DataInputStream> dinlist = new ArrayList<DataInputStream>(); int[] ext = new int[fileSize];//比较数组 // File output = new File("multipleMerged"); FileOutputStream os = new FileOutputStream(MAIN_FILE); BufferedOutputStream bout = new BufferedOutputStream(os); DataOutputStream dout = new DataOutputStream(bout); for (int i = 0; i < fileSize; i++) { try { dinlist.add(i, new DataInputStream(new BufferedInputStream( new FileInputStream(list.get(i)), BUFFER_SIZE))); } catch (Exception e) { e.printStackTrace(); } } int index = 0; for (int i = 0; i < fileSize; i++) { try { ext[i] = dinlist.get(i).readInt(); } catch (Exception e) { System.err.println("file_" + i + "为空"); ext[i] = -1; } } int count = fileSize; int[] sum = new int[fileSize]; while (count > 1) { index = getMinIndex(ext); dout.writeInt(ext[index]); sum[index]++; try { ext[index] = dinlist.get(index).readInt(); } catch (Exception e) { ext[index] = -1; count--; dinlist.get(index).close(); // System.err.println(index + "空,写进:" +sum[index]); } } int sIndex = getSIndex(ext); dout.writeInt(ext[sIndex]); while (true) { try { dout.writeInt(dinlist.get(sIndex).readInt()); } catch (Exception e) { dinlist.get(sIndex).close(); break; } } dout.close(); } //找到剩下的最后一个文件输入流 public int getSIndex(int[] ext){ int result = 0; for (int i = 0; i < ext.length; i++) { if(ext[i]!= -1){ result = i; break; } } return result; } //找到数据中最小的一个 public int getMinIndex(int[] ext){ int min = 2147483647; int index = -1; for (int i = 0; i < ext.length; i++) { if(ext[i] != -1 && ext[i] < min){ min = ext[i]; index = i; } } return index; } /** * 二路归并 * * @param one * @param two * @return * @throws IOException */ private File merge(File one, File two) throws IOException { FileInputStream fis1 = new FileInputStream(one); FileInputStream fis2 = new FileInputStream(two); BufferedInputStream bin1 = new BufferedInputStream(fis1,BUFFER_SIZE); BufferedInputStream bin2 = new BufferedInputStream(fis2,BUFFER_SIZE); DataInputStream din1=new DataInputStream(bin1); DataInputStream din2=new DataInputStream(bin2); File output = new File("merged" + new Random().nextInt()); FileOutputStream os = new FileOutputStream(output); BufferedOutputStream bout = new BufferedOutputStream(os); DataOutputStream dout=new DataOutputStream(bout); int a = -1;//= din1.readInt(); int b = -1;//= din2.readInt(); boolean finished = false; boolean emptyA = false;// int flag = 0; while (!finished) { if (flag != 1) { try { a = din1.readInt(); } catch (Exception e) { emptyA = true; break; } } if (flag != 2) { try { b = din2.readInt(); } catch (Exception e) { emptyA = false; break; } } if(a > b){ dout.writeInt(b); flag = 1; }else if( a < b){ dout.writeInt(a); flag = 2; }else if(a == b){ dout.write(a); dout.write(b); flag = 0; } } finished = false; if(emptyA){ dout.writeInt(b); while(!finished){ try { b = din2.readInt(); } catch (Exception e) { break; } dout.writeInt(b); } }else{ dout.writeInt(a); while(!finished){ try { a = din1.readInt(); } catch (Exception e) { break; } dout.writeInt(a); } } dout.close(); os.close(); bin1.close(); bin2.close(); bout.close(); return output; } /** * @param args * @throws IOException */ public static void main(String[] args) throws IOException { Random random = new Random(System.currentTimeMillis()); FileOutputStream fw = new FileOutputStream(MAIN_FILE); BufferedOutputStream bout = new BufferedOutputStream(fw); DataOutputStream dout=new DataOutputStream(bout); for (int i = 0; i < ITEM_COUNT; i++) { int ger = random.nextInt(); ger = ger < 0 ? -ger : ger; dout.writeInt(ger); } dout.close(); bout.close(); fw.close(); ExternalSort sort = new ExternalSort(); System.out.println("Original:"); long start = System.currentTimeMillis(); sort.mSort(MAIN_FILE); long end = System.currentTimeMillis(); System.out.println((end - start)/1000 + "s"); recordFile((end - start)/1000 ,true); } private static void recordFile(long time,boolean isBuffer) throws FileNotFoundException, IOException { BufferedWriter bw = new BufferedWriter(new FileWriter("log",true)); bw.write("FILE_COUNT = "+FILE_COUNT+";对"+ ITEM_COUNT + "条数据 "+ ITEM_COUNT*4/(1024*1204) +"MB排序耗时:" + time + "s "); if(isBuffer){ bw.write(" 使用缓冲:"+BUFFER_SIZE*4/(1024*1204) +"MB"); } bw.newLine(); bw.close(); } }