最近需要处理一个比较大的excel文件,但是poi在处理文件时会抛出OOM导致程序崩溃,查看官方文档看到可以以流式的方式读取excel避免读取大文件时的OOM。本文主要记述xls的处理。
环境模拟
先准备一个大的excel文件(xls大小8M),再将jvm的heap缩小到100m(JVM 参数 -Xmx100m)用于模拟OOM
并使用参数在OOM时dump内存 -XX:+HeapDumpOnOutOfMemoryError -XX:HeapDumpPath=d://dump.hprof
使用HSSF读取
public static void main(String [] args) throws IOException {
InputStream is = new FileInputStream("d://large.xls");
Workbook wb = new HSSFWorkbook(is);
}
运行之后
Exception in thread "main" java.lang.OutOfMemoryError: GC overhead limit exceeded
at java.lang.Integer.valueOf(Integer.java:832)
at org.apache.poi.hssf.usermodel.HSSFSheet.getRow(HSSFSheet.java:385)
at org.apache.poi.hssf.usermodel.HSSFSheet.setPropertiesFromSheet(HSSFSheet.java:212)
at org.apache.poi.hssf.usermodel.HSSFSheet.<init>(HSSFSheet.java:145)
at org.apache.poi.hssf.usermodel.HSSFWorkbook.<init>(HSSFWorkbook.java:353)
at org.apache.poi.hssf.usermodel.HSSFWorkbook.<init>(HSSFWorkbook.java:398)
at org.apache.poi.hssf.usermodel.HSSFWorkbook.<init>(HSSFWorkbook.java:379)
at blog.excel.EventExample.main(EventExample.java:109)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.lang.reflect.Method.invoke(Method.java:483)
at com.intellij.rt.execution.application.AppMain.main(AppMain.java:144)
就报出OOM,虽然文件只有8M并且heap有100m但是还是发生了OOM,使用jvisualvm查看dump的内容
可以看到创建了许多poi内部的Record(由于我excel内都是数字所以都是NumberRecord)。
使用SAX流式读取
POI提供了SAX流式读取的方式,可以减小内存的使用
//需要继承HSSFListener
public class EventExample implements HSSFListener
{
private SSTRecord sstrec;
/**
* 实现接口方法用于处理每一条记录,包括workbook/row/cell
*/
@Override
public void processRecord(Record record)
{
switch (record.getSid())
{
// 标记workbook或sheet开始,这里会进行判断
case BOFRecord.sid:
BOFRecord bof = (BOFRecord) record;
if (bof.getType() == bof.TYPE_WORKBOOK)
{
System.out.println("Encountered workbook");
// assigned to the class level member
} else if (bof.getType() == bof.TYPE_WORKSHEET)
{
System.out.println("Encountered sheet reference");
}
break;
//处理sheet
case BoundSheetRecord.sid:
BoundSheetRecord bsr = (BoundSheetRecord) record;
System.out.println("New sheet named: " + bsr.getSheetname());
break;
//处理行
case RowRecord.sid:
RowRecord rowrec = (RowRecord) record;
System.out.println("Row found, first column at "
+ rowrec.getFirstCol() + " last column at " + rowrec.getLastCol());
break;
//处理数字单元格
case NumberRecord.sid:
NumberRecord numrec = (NumberRecord) record;
System.out.println("Cell found with value " + numrec.getValue()
+ " at row " + numrec.getRow() + " and column " + numrec.getColumn());
break;
// 包含一行中所有文本单元格
case SSTRecord.sid:
sstrec = (SSTRecord) record;
for (int k = 0; k < sstrec.getNumUniqueStrings(); k++)
{
System.out.println("String table value " + k + " = " + sstrec.getString(k));
}
break;
//处理文本单元格
case LabelSSTRecord.sid:
LabelSSTRecord lrec = (LabelSSTRecord) record;
System.out.println("String cell found with value "
+ sstrec.getString(lrec.getSSTIndex()));
break;
}
}
public static void main(String[] args) throws IOException
{
// 文件inputStream
FileInputStream is = new FileInputStream("d://large.xls");
POIFSFileSystem poifs = new POIFSFileSystem(is);
InputStream din = poifs.createDocumentInputStream("Workbook");
HSSFRequest req = new HSSFRequest();
// 为HSSFRequest增加listener
req.addListenerForAllRecords(new EventExample());
HSSFEventFactory factory = new HSSFEventFactory();
// 处理inputstream
factory.processEvents(req, din);
// 关闭inputstream
is.close();
din.close();
System.out.println("done.");
}
}
不足
使用以上的方法可以读取大文件,而不用担心oom发生。但是只能读到其单元格字面值,HSSF中的样式等都无法获取,而且只能进行读取无法修改、添加,这大大限制了其使用的范围。如果需要进行大文件的追加就需要后面介绍的SXSSF进行处理了。