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  • 大数据排序的实现代码, 理论上支持几百亿没问题吧

    先上说说思路,

    1, 把一个bigdata文件拆分成N个小文件,小文件容量小于当前机器的内存

    2,对小文件进行排序处理

    3,对小文件进行并归排序,代码中我是用1 and 1,一个个并归生成新的排序完成的文件,直到全部并归完成

    简单说说我这里的并归算法,代码中的sortBySmallFile,如有文件A有n个元素, 文件B有m个元素

    这里的并归,先取出An0,分别比较Bn0,Bn1.... ,当An0>Bn,把Bn写入新文件,直至An0<Bn 时把An0写入结果文件,循环取出An1

    OK,上代码

    package com.ben.file;
    
    import java.io.BufferedReader;
    import java.io.BufferedWriter;
    import java.io.File;
    import java.io.FileReader;
    import java.io.FileWriter;
    import java.io.IOException;
    import java.util.ArrayList;
    import java.util.Collections;
    import java.util.List;
    import java.util.Random;
    
    /**
     * 
     * @author Hejinbin
     * QQ 277803242
     * email qing878@gmail.com
     */
    public class BigDataSort {
    
    	public final static String SMALL_FILE_PATH = "D://temp//BigData//";
    	public final static int BIG_NUM_LINE = 1000000;
    	public final static String ORING_FILE_PATH = "D://temp//BigData//bigData.txt";
    	public final static int SMALL_FILE_LINE = 100000; //1M for 1 small file
    	private File tempFiles[];
    
    	public BigDataSort() throws IOException {
    		createBigsortNums();
    		beSmallFileAndSort();
    		unitFileToSort();
    	}
    
    	private void createBigsortNums() throws IOException {
    		BufferedWriter writer = new BufferedWriter(new FileWriter(ORING_FILE_PATH));
    		Random random = new Random();
    		for (int i = 0; i < BIG_NUM_LINE; i++) {
    			writer.write(String.valueOf(random.nextInt(100000000)));
    			writer.newLine();// add a new line . in order to show easy by file
    		}
    		writer.close();
    	}
    
    	private void beSmallFileAndSort() throws IOException {
    		BufferedReader bigDataFile = new BufferedReader(new FileReader(ORING_FILE_PATH));
    		List<Integer> smallLine = null;
    		tempFiles = new File[BIG_NUM_LINE / SMALL_FILE_LINE];
    		for (int i = 0; i < tempFiles.length; i++) {
    			tempFiles[i] = new File(SMALL_FILE_PATH + "sortTempFile" + i + ".temp");
    			BufferedWriter smallWtite = new BufferedWriter(new FileWriter(tempFiles[i]));
    			smallLine = new ArrayList<Integer>();
    			for (int j = 0; j < SMALL_FILE_LINE; j++)
    				smallLine.add(Integer.parseInt(bigDataFile.readLine()));
    			Collections.sort(smallLine);
    			for (Object num : smallLine.toArray())
    				smallWtite.write(num + "\n");
    			smallWtite.close();
    		}
    	}
    
    	private void unitFileToSort() throws IOException {
    		File tempFile = null;
    		for(int  i=1;i<tempFiles.length;i++){
    			tempFile=sortBySmallFile(tempFiles[0],tempFiles[i]);
    			tempFiles[0].delete();
    			tempFiles[0]=tempFile;
    		}
    		tempFile.renameTo(new File(ORING_FILE_PATH+"sortResult.txt"));
    	}
    
    	public static File sortBySmallFile(File fromFile, File toFile) throws IOException {
    		BufferedReader fromRd = new BufferedReader(new FileReader(fromFile));
    		BufferedReader toTempRd = new BufferedReader(new FileReader(toFile));
    		File newSortFile = new File(SMALL_FILE_PATH + fromFile.getName() + ".temp");
    		BufferedWriter newSortFileWt = new BufferedWriter(new FileWriter(newSortFile));
    		int index = -1;
    		int toPoint = -1;
    		while (fromRd.ready()) {
    			index = Integer.parseInt(fromRd.readLine());
    			if (index < toPoint) {
    				newSortFileWt.write(String.valueOf(index));
    				newSortFileWt.newLine();
    				continue;
    			} else {
    				if (toPoint != -1) {
    					newSortFileWt.write(String.valueOf(toPoint));
    					newSortFileWt.newLine();
    				}
    			}
    			while (toTempRd.ready()) {
    				toPoint = Integer.parseInt(toTempRd.readLine());
    				if (toPoint < index) {
    					newSortFileWt.write(String.valueOf(toPoint));
    					newSortFileWt.newLine();
    				} else {
    					newSortFileWt.write(String.valueOf(index));
    					newSortFileWt.newLine();
    					break;
    				}
    			}
    
    		}
    		newSortFileWt.write(String.valueOf(index>toPoint?index:toPoint));
    		newSortFileWt.newLine();
    		newSortFileWt.close();
    		fromRd.close();
    		toTempRd.close();
    		toFile.delete();
    		return newSortFile;
    	}
    
    	public static void main(String[] args) throws IOException {
    		BigDataSort bigDataSort = new BigDataSort();
    	}
    }
    

      注释没写, 过几天加上,可能有些许BUG在,欢迎讨论

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  • 原文地址:https://www.cnblogs.com/springsource/p/2970913.html
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