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POI之SXSSFWorkbook大量数据导出至excel有关内存溢出

时间:2021-07-10 16:05:18

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POI之SXSSFWorkbook大量数据导出至excel有关内存溢出

一:简介

SXSSFWorkbook是用来生成海量excel数据文件,主要原理是借助临时存储空间生成excel,SXSSFWorkbook专门处理大数据,对于大型excel的创建且不会内存溢出的,就只有SXSSFWorkbook了。它的原理很简单,用硬盘空间换内存(就像hashmap用空间换时间一样)。 SXSSFWorkbook是streaming版本的XSSFWorkbook,它只会保存最新的excel rows在内存里供查看,在此之前的excel rows都会被写入到硬盘里(Windows电脑的话,是写入到C盘根目录下的temp文件夹)。被写入到硬盘里的rows是不可见的/不可访问的。只有还保存在内存里的才可以被访问到。 注:HSSFWorkbook和XSSFWorkbook的Excel Sheet导出条数上限(<=版)是65535行、256列,(>=版)是1048576行,16384列,如果数据量超过了此上限,那么可以使用SXSSFWorkbook来导出。实际上上万条数据,甚至上千条数据就可以考虑使用SXSSFWorkbook了。注意:首先需要引入依赖:注意:4.0.0版本的JDK需要1.8以上,如果JDK是1.7的,那么就使用3.9版本的依赖

<!-- /artifact/org.apache.poi/poi-ooxml-schemas --><dependency><groupId>org.apache.poi</groupId><artifactId>poi-ooxml-schemas</artifactId><version>4.0.0</version></dependency><!-- /artifact/org.apache.poi/poi-ooxml --><dependency><groupId>org.apache.poi</groupId><artifactId>poi-ooxml</artifactId><version>4.0.0</version></dependency><!-- /artifact/org.apache.poi/poi --><dependency><groupId>org.apache.poi</groupId><artifactId>poi</artifactId><version>4.0.0</version></dependency>

二:实例一,我们使用SXSSFWorkbook向Excel中写入50万条数据,只需要 34秒左右,内存占用率最多在700M左右,CPU使用率在25%左右

package com.test.POI;import java.io.BufferedOutputStream;import java.io.File;import java.io.FileNotFoundException;import java.io.FileOutputStream;import java.io.IOException;import org.apache.poi.openxml4j.exceptions.InvalidFormatException;import org.apache.poi.xssf.streaming.SXSSFRow;import org.apache.poi.xssf.streaming.SXSSFSheet;import org.apache.poi.xssf.streaming.SXSSFWorkbook;import org.apache.poi.xssf.usermodel.XSSFWorkbook;public class SXSSFWORKBookUtils {@SuppressWarnings("resource")public static void main(String[] args) throws FileNotFoundException, InvalidFormatException {long startTime = System.currentTimeMillis();String filePath = "E:\\txt\\111.xlsx";SXSSFWorkbook sxssfWorkbook = null;BufferedOutputStream outputStream = null;try {//这样表示SXSSFWorkbook只会保留100条数据在内存中,其它的数据都会写到磁盘里,这样的话占用的内存就会很少sxssfWorkbook = new SXSSFWorkbook(getXSSFWorkbook(filePath),100);//获取第一个Sheet页SXSSFSheet sheet = sxssfWorkbook.getSheetAt(0);for (int i = 0; i < 50; i++) {for (int z = 0; z < 10000; z++) {SXSSFRow row = sheet.createRow(i*10000+z);for (int j = 0; j < 10; j++) {row.createCell(j).setCellValue("你好:"+j);}}}outputStream = new BufferedOutputStream(new FileOutputStream(filePath));sxssfWorkbook.write(outputStream);outputStream.flush();sxssfWorkbook.dispose();// 释放workbook所占用的所有windows资源} catch (IOException e) {e.printStackTrace();}finally {if(outputStream!=null) {try {outputStream.close();} catch (IOException e) {e.printStackTrace();}}}long endTime = System.currentTimeMillis();System.out.println(endTime-startTime);}/*** 先创建一个XSSFWorkbook对象* @param filePath* @return*/public static XSSFWorkbook getXSSFWorkbook(String filePath) {XSSFWorkbook workbook = null;BufferedOutputStream outputStream = null;try {File fileXlsxPath = new File(filePath);outputStream = new BufferedOutputStream(new FileOutputStream(fileXlsxPath));workbook = new XSSFWorkbook();workbook.createSheet("测试Sheet");workbook.write(outputStream);} catch (Exception e) {e.printStackTrace();}finally {if(outputStream!=null) {try {outputStream.close();} catch (IOException e) {e.printStackTrace();}}}return workbook;}}

效果:

三:我们使用XSSFWorkbook常规的方法分批向excel中写入50万条数据,内 存占用率最多在 2.1个G左右(占用了很大的内存),CPU使用率在90% 左右 ,最后内存 溢出了

package com.test;import java.io.BufferedOutputStream;import java.io.File;import java.io.FileInputStream;import java.io.FileNotFoundException;import java.io.FileOutputStream;import java.io.IOException;import org.apache.poi.openxml4j.exceptions.InvalidFormatException;import org.apache.poi.xssf.usermodel.XSSFRow;import org.apache.poi.xssf.usermodel.XSSFSheet;import org.apache.poi.xssf.usermodel.XSSFWorkbook;public class POIController {/*** 这种方式效率比较低并且特别占用内存,数据量越大越明显* @param args* @throws FileNotFoundException* @throws InvalidFormatException*/public static void main(String[] args) throws FileNotFoundException, InvalidFormatException {long startTime = System.currentTimeMillis();BufferedOutputStream outPutStream = null;XSSFWorkbook workbook = null;FileInputStream inputStream = null;String filePath = "E:\\txt\\666.xlsx";try {workbook = getWorkBook(filePath);XSSFSheet sheet = workbook.getSheetAt(0);for (int i = 0; i < 50; i++) {for (int z = 0; z < 10000; z++) {XSSFRow row = sheet.createRow(i*10000+z);for (int j = 0; j < 10; j++) {row.createCell(j).setCellValue("你好:"+j);}}//每次要获取新的文件流对象,避免将之前写入的数据覆盖掉outPutStream = new BufferedOutputStream(new FileOutputStream(filePath));workbook.write(outPutStream);}} catch (IOException e) {e.printStackTrace();}finally {if(outPutStream!=null) {try {outPutStream.close();} catch (IOException e) {e.printStackTrace();}}if(inputStream!=null) {try {inputStream.close();} catch (IOException e) {e.printStackTrace();}}if(workbook!=null) {try {workbook.close();} catch (IOException e) {e.printStackTrace();}}}long endTime = System.currentTimeMillis();System.out.println(endTime-startTime);}/*** 先创建一个XSSFWorkbook对象* @param filePath* @return*/public static XSSFWorkbook getWorkBook(String filePath) {XSSFWorkbook workbook = null;try {File fileXlsxPath = new File(filePath);BufferedOutputStream outPutStream = new BufferedOutputStream(new FileOutputStream(fileXlsxPath));workbook = new XSSFWorkbook();workbook.createSheet("测试");workbook.write(outPutStream);} catch (Exception e) {e.printStackTrace();}return workbook;}}

效果:

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