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解决POI大数据导出Excel内存溢出、应用假死

解决POI大数据导出Excel内存溢出、应用假死

作者: 怪咖_OOP | 来源:发表于2017-09-16 17:32 被阅读912次

    最近公司一个06年统计项目在导出Excel时造成应用服务器内存溢出、假死现象;查看代码发现问题一次查询一整年的数据导致堆内存被撑爆(<span style="color:red;">假死</span>),随后改用批量查询往Excel中写数据,同样的问题又出现了!!!随后在网上查阅了部分资料只是在POI大数据导出API的基础上写的demo示例无任何参考价值...

    解决内存溢出常用方法就是打开GC日志

    {Heap before GC invocations=29 (full 14):
     par new generation   total 306688K, used 306687K [0x0000000080000000, 0x0000000094cc0000, 0x0000000094cc0000)
      eden space 272640K, 100% used [0x0000000080000000, 0x0000000090a40000, 0x0000000090a40000)
      from space 34048K,  99% used [0x0000000090a40000, 0x0000000092b7ffe0, 0x0000000092b80000)
      to   space 34048K,   0% used [0x0000000092b80000, 0x0000000092b80000, 0x0000000094cc0000)
     concurrent mark-sweep generation total 1756416K, used 1756415K [0x0000000094cc0000, 0x0000000100000000, 0x0000000100000000)
     Metaspace       used 43496K, capacity 44680K, committed 45056K, reserved 1089536K
      class space    used 5254K, capacity 5515K, committed 5632K, reserved 1048576K
    2017-09-12T21:55:02.954+0800: 239.209: [Full GC (Allocation Failure) 2017-09-12T21:55:02.954+0800: 239.209: [CMS: 1756415K->1756415K(1756416K), 5.4136680 secs] 2063103K->1971243K(2063104K), [Metaspace: 43496K->43496K(1089536K)], 5.4138690 secs] [Times: user=5.41 sys=0.00, real=5.41 secs] 
    Heap after GC invocations=30 (full 15):
     par new generation   total 306688K, used 214827K [0x0000000080000000, 0x0000000094cc0000, 0x0000000094cc0000)
      eden space 272640K,  78% used [0x0000000080000000, 0x000000008d1cacb0, 0x0000000090a40000)
      from space 34048K,   0% used [0x0000000090a40000, 0x0000000090a40000, 0x0000000092b80000)
      to   space 34048K,   0% used [0x0000000092b80000, 0x0000000092b80000, 0x0000000094cc0000)
     concurrent mark-sweep generation total 1756416K, used 1756415K [0x0000000094cc0000, 0x0000000100000000, 0x0000000100000000)
     Metaspace       used 43238K, capacity 44256K, committed 45056K, reserved 1089536K
      class space    used 5213K, capacity 5441K, committed 5632K, reserved 1048576K
    }
    

    主要信息:
    2017-09-12T21:55:02.954+0800: 239.209: [Full GC (Allocation Failure) 2017-09-12T21:55:02.954+0800: 239.209: <span style="color:red;">[CMS: 1756415K->1756415K(1756416K), 5.4136680 secs] 2063103K->1971243K(2063104K), [Metaspace: 43496K->43496K(1089536K)], 5.4138690 secs]</span> [Times: user=5.41 sys=0.00, real=5.41 secs]

    通过查看GC日志发现<span style="color:#278bd2;">堆空间、元空间不能被回收</span>(对象强引用导致)

    解决方法:

    查看业务代码:

    SXSSFWorkbook sxssfWorkbook = new SXSSFWorkbook(1000);
        for(int i=1;i<=pageCount;i++){
            int tableNum = i;
            int pageIndex = i;
            //分页数据查询
            List<Map<String, Object>> maps = dbFactory.getJdbcTemplate().queryForList(finalSql,(pageIndex-1)*pageSize,pageIndex*pageSize);
            SXSSFSheet sheet = sxssfWorkbook.createSheet("sheet"+tableNum);
            SXSSFRow sxssfRow = sheet.createRow(0);
            for(int a=0;a<titles.length;a++){
                sxssfRow.createCell(a).setCellValue(titles[a]);
            }
            for(int a=1;a<=maps.size();a++){
                SXSSFRow sxssfRow = sheet.createRow(a);
                Map<String,Object> data = maps.get(a-1);
                Set<String> keySet = data.keySet();
                Iterator<String> iterator = keySet.iterator();
                int cell = 0;
                while(iterator.hasNext()){
                    String key = iterator.next();
                    Object valueObject = data.get(key);
                    SXSSFCell sxssfCell =  sxssfRow.createCell(cell);
                    sxssfCell.setCellValue(valueObject==null?"":valueObject.toString()); 
                    cell++;
                }
            }
            //数据清理
            maps.clear();
            //设置空引用
            maps = null;
        }
    
        FileOutputStream fos = new FileOutputStream(tempPath+fileName);
        sxssfWorkbook.write(fos);
        fos.close();
        sxssfWorkbook.dispose();
    

    代码中数据清理、设置空引用都做了,为什么还是不能被回收呢???

    通过JVM自带检测工具jmap查看活跃对象

    jmap使用说明:论持久战之Java性能监控工具(jmap)

    image.png

    重大发现原来是<span style="color:#278bd2">org.apache.poi.xssf.streaming.SXSSFCell、org.apache.poi.xssf.streaming.SXSSFCell$PlainStringValue、org.apache.poi.xssf.streaming.SXSSFRow</span>这三个鬼把内存占完了

    优化代码

    SXSSFWorkbook sxssfWorkbook = new SXSSFWorkbook(1000);
        SXSSFCell sxssfCell = null;
        SXSSFRow sxssfRow = null;
        for(int i=1;i<=pageCount;i++){
            int tableNum = i;
            int pageIndex = i;
            List<Map<String, Object>> maps = dbFactory.getJdbcTemplate().queryForList(finalSql,(pageIndex-1)*pageSize,pageIndex*pageSize);
            SXSSFSheet sheet = sxssfWorkbook.createSheet("sheet"+tableNum);
            sxssfRow = sheet.createRow(0);
            for(int a=0;a<titles.length;a++){
                sxssfRow.createCell(a).setCellValue(titles[a]);
            }
            for(int a=1;a<=maps.size();a++){
                sxssfRow = sheet.createRow(a);
                Map<String,Object> data = maps.get(a-1);
                Set<String> keySet = data.keySet();
                Iterator<String> iterator = keySet.iterator();
                int cell = 0;
                while(iterator.hasNext()){
                    String key = iterator.next();
                    Object valueObject = data.get(key);
                    sxssfCell =  sxssfRow.createCell(cell);
                    sxssfCell.setCellValue(valueObject==null?"":valueObject.toString()); 
                    cell++;
                }
                //map数据清理
                data.clear();
            }
            //数据清理
            maps.clear();
            //设置空引用
            maps = null;
        }
    
        FileOutputStream fos = new FileOutputStream(tempPath+fileName);
        sxssfWorkbook.write(fos);
        fos.close();
        sxssfWorkbook.dispose();
    

    程序SXSSFRow、SXSSFCell这两个对象持有一个引用,每当新创建一个对象时候原来引用失效jvm会自动回收

    以上属于原创文章,转载请注明作者@怪咖
    QQ:208275451
    Email:yangzhao_java@163.com

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