Java Web 解决POI导入大批量Excel2007数据报内存溢出问题

  • 使用Java做Excel的导入一般使用 Apache POI 这个类库,其支持Excel2003和2007版本的数据导入和导出。

  • 使用POI能够导出大数据保证内存不溢出的一个重要原因是SXSSFWorkbook生成的EXCEL为2007版本,修改EXCEL2007文件后缀为ZIP打开可以看到,每一个Sheet都是一个xml文件,单元格格式和单元格坐标均用标签表示。直接使用SXSSFWorkbook来到导出EXCEL本身就是POI为了大数据量导出而量身定制的,所以导出可以直接使用
    SXSSFWorkbook方式。但是在导入大批量的数据时,通常会出现出现内存溢出问题,使用SXSSFWorkbook进行数据缓存和调整JVM内存等根本无法解决此问题,因为在用FileInputStream读取文件时就已经报内存溢出了。

  • 因为最近业务要在系统中导入千万行级别的数据,我测试了一下系统原本的代码导入50000多行,也就是10M左右就不行了,为了解决这个问题可以将excel的xlsx格式转换为易读取的csv格式进行读取。

import java.io.File;
import java.io.IOException;
import java.io.InputStream;
import java.io.PrintStream;
import java.text.SimpleDateFormat;
import java.util.ArrayList;
import java.util.Date;
import java.util.List;

import javax.xml.parsers.ParserConfigurationException;
import javax.xml.parsers.SAXParser;
import javax.xml.parsers.SAXParserFactory;

import org.apache.poi.hssf.usermodel.HSSFDateUtil;
import org.apache.poi.openxml4j.exceptions.OpenXML4JException;
import org.apache.poi.openxml4j.opc.OPCPackage;
import org.apache.poi.openxml4j.opc.PackageAccess;
import org.apache.poi.ss.usermodel.BuiltinFormats;
import org.apache.poi.ss.usermodel.DataFormatter;
import org.apache.poi.xssf.eventusermodel.ReadOnlySharedStringsTable;
import org.apache.poi.xssf.eventusermodel.XSSFReader;
import org.apache.poi.xssf.model.StylesTable;
import org.apache.poi.xssf.usermodel.XSSFCellStyle;
import org.apache.poi.xssf.usermodel.XSSFRichTextString;
import org.xml.sax.InputSource;
import org.xml.sax.SAXException;
import org.xml.sax.XMLReader;
import org.xml.sax.helpers.DefaultHandler;
import org.xml.sax.Attributes;  

/**
 * CSV与XLSX格式的转换类

 */
public class XLSXCovertCSVReader {
    enum xssfDataType {
        BOOL,ERROR,FORMULA,INLINESTR,SSTINDEX,NUMBER
    }

    /**
     * 使用xssf_sax_API驱动解析Excel
     */
    class MyXSSFSheetHandler extends DefaultHandler {
        /**
         * Table with styles
         */
        private  StylesTable stylesTable;

        /**
         * Table with unique strings
         */
        private ReadOnlySharedStringsTable sharedStringsTable;

        /**
         * Destination for data
         */
        private final PrintStream output;
        /**
         * 最小单元格列数
         */
        private  final int  minColumnCount;
        //Set when V start element is seen 
        private boolean vIsOpen;
        //Set when cell start is seen;
        //used when cell close element is seen
        private xssfDataType nextDataType;

        //Used to format numeric cell values.
        private short formatIndex;
        private String formatString;
        private final DataFormatter formatter ;
        private int thisColumn = -1;
        //The last column printed to the output stream
        private int lastColumnNumber = -1;

        //Gathers characters as they are seen
        private StringBuffer value;
        private String[] record;
        private List rows = new ArrayList();
        private boolean isCellNull = false;

        /**
         * 
         * @param styles
         * @param strings
         * @param cols
         * @param target
         */
        public MyXSSFSheetHandler(StylesTable styles,
                ReadOnlySharedStringsTable strings, int cols, PrintStream target) {
            this.stylesTable = styles;
            this.sharedStringsTable = strings;
            this.minColumnCount = cols;
            this.output = target;
            this.value = new StringBuffer();
            this.nextDataType = xssfDataType.NUMBER;
            this.formatter = new DataFormatter();
            record = new String[this.minColumnCount];
            rows.clear();
        }

        /*
         * (non-Javadoc)
         * @see org.xml.sax.helpers.DefaultHandler#startElement(java.lang.String, java.lang.String, java.lang.String, org.xml.sax.Attributes)
         */
        public void startElement(String uri, String localName, String name,
                Attributes attributes) throws SAXException {
            if ("inlineStr".equals(name) || "v".equals(name)) {
                vIsOpen = true;
                //Clear contents cache
                value.setLength(0);
            }
            // c => cell
            else if ("c".equals(name)) {
                //Get the cell reference
                String r = attributes.getValue("r");
                int firstDigit = -1;
                for (int c = 0; c < r.length(); ++c) {
                    if (Character.isDigit(r.charAt(c))) {
                        firstDigit = c;
                        break;
                    }
                }
                thisColumn = nameToColumn(r.substring(0, firstDigit));
                //Set up defaults.
                this.nextDataType = xssfDataType.NUMBER;
                this.formatIndex = -1;
                this.formatString = null;
                String cellType = attributes.getValue("t");
                String cellStyleStr = attributes.getValue("s");
                if("b".equals(cellType))
                    nextDataType = xssfDataType.BOOL;
                else if ("e".equals(cellType))
                    nextDataType = xssfDataType.ERROR;
                else if ("inlineStr".equals(cellType))
                    nextDataType = xssfDataType.INLINESTR;
                else if("s".equals(cellType))
                    nextDataType = xssfDataType.SSTINDEX;
                else if("str".equals(cellType))
                    nextDataType = xssfDataType.FORMULA;
                else if(cellStyleStr != null) {
                    // It's a number, but almost certainly one  
                    // with a special style or format  
                    int styleIndex = Integer.parseInt(cellStyleStr);  
                    XSSFCellStyle style = stylesTable.getStyleAt(styleIndex);  
                    this.formatIndex = style.getDataFormat();  
                    this.formatString = style.getDataFormatString();  
                    if (this.formatString == null)  
                        this.formatString = BuiltinFormats  
                                .getBuiltinFormat(this.formatIndex);  
                    }  
            }
        }

        public void endElement(String uri, String localName, String name)  
                throws SAXException {  

            String thisStr = null;  

            // v => contents of a cell  
            if ("v".equals(name)) {  
                // Process the value contents as required.  
                // Do now, as characters() may be called more than once  
                switch (nextDataType) {  

                case BOOL:  
                    char first = value.charAt(0);  
                    thisStr = first == '0' ? "FALSE" : "TRUE";  
                    break;  

                case ERROR:  
                    thisStr = "\"ERROR:" + value.toString() + '"';  
                    break;  

                case FORMULA:  
                    // A formula could result in a string value,  
                    // so always add double-quote characters.  
                    thisStr = '"' + value.toString() + '"';  
                    break;  

                case INLINESTR:  
                    // TODO: have seen an example of this, so it's untested.  
                    XSSFRichTextString rtsi = new XSSFRichTextString(  
                            value.toString());  
                    thisStr = '"' + rtsi.toString() + '"';  
                    break;  

                case SSTINDEX:  
                    String sstIndex = value.toString();  
                    try {  
                        int idx = Integer.parseInt(sstIndex);  
                        XSSFRichTextString rtss = new XSSFRichTextString(  
                                sharedStringsTable.getEntryAt(idx));  
                        thisStr = rtss.toString();  
                    } catch (NumberFormatException ex) {  
                        output.println("Failed to parse SST index '" + sstIndex  
                                + "': " + ex.toString());  
                    }  
                    break;  

                case NUMBER:  
                    String n = value.toString();  
                    if (HSSFDateUtil.isADateFormat(this.formatIndex, n)) {  
                        Double d = Double.parseDouble(n);  
                        Date date=HSSFDateUtil.getJavaDate(d);  
                        thisStr=formateDateToString(date);  
                    } else if (this.formatString != null)  
                        thisStr = formatter.formatRawCellContents(  
                                Double.parseDouble(n), this.formatIndex,  
                                this.formatString);  
                    else  
                        thisStr = n;  
                    break;  

                default:  
                    thisStr = "(TODO: Unexpected type: " + nextDataType + ")";  
                    break;  
                }  

                // Output after we've seen the string contents  
                // Emit commas for any fields that were missing on this row  
                if (lastColumnNumber == -1) {  
                    lastColumnNumber = 0;  
                }  
                if (thisStr == null || "".equals(isCellNull)) {  
                    isCellNull = true; 
                }  
                record[thisColumn] = thisStr;  
                // Update column  
                if (thisColumn > -1)  
                    lastColumnNumber = thisColumn;  

            } else if ("row".equals(name)) {  

                // Print out any missing commas if needed  
                if (minColumns > 0) {  
                    // Columns are 0 based  
                    if (lastColumnNumber == -1) {  
                        lastColumnNumber = 0;  
                    }  
                    if (isCellNull == false && record[0] != null  
                            && record[1] != null)
                    {  
                        rows.add(record.clone());  
                        isCellNull = false;  
                        for (int i = 0; i < record.length; i++) {  
                            record[i] = null;  
                        }  
                    }  
                }  
                lastColumnNumber = -1;  
            }  

        }  

        public List getRows() {  
            return rows;  
        }  

        public void setRows(List rows) {  
            this.rows = rows;  
        }  

        /** 
         * Captures characters only if a suitable element is open. Originally 
         * was just "v"; extended for inlineStr also. 
         */  
        public void characters(char[] ch, int start, int length)  
                throws SAXException {  
            if (vIsOpen)  
                value.append(ch, start, length);  
        }  

        private int nameToColumn(String name) {
            int column = -1;
            for(int i = 0; i < name.length(); ++i) {
                int c = name.charAt(i);
                column = (column + 1) *26 + c - 'A';
            }
            return column;
        }

        private String formateDateToString(Date date) {
            SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
            return sdf.format(date);
        }
    }

    private OPCPackage xlsxPackage;  
    private int minColumns;  
    private PrintStream output;  

    /**
     * Creates a new XLSX -> CSV converter
     * @param pkg
     * @param output
     * @param sheetName
     * @param minColumns
     */
    public XLSXCovertCSVReader(OPCPackage pkg, PrintStream output,
            int minColumns) {
        this.xlsxPackage = pkg;
        this.output = output;
        this.minColumns = minColumns;
    }

    /**
     * 
     * @param styles
     * @param strings
     * @param sheetInputStream
     * @return
     */
    public List processSheet(StylesTable styles,
            ReadOnlySharedStringsTable strings, InputStream sheetInputStream) 
                    throws ParserConfigurationException, SAXException, IOException{
        InputSource sheetSource = new InputSource(sheetInputStream);
        SAXParserFactory saxFactory = SAXParserFactory.newInstance();
        SAXParser saxParser = saxFactory.newSAXParser();
        XMLReader sheetParser = saxParser.getXMLReader();
        MyXSSFSheetHandler handler = new MyXSSFSheetHandler(styles, strings, 
                this.minColumns, this.output);
        sheetParser.setContentHandler(handler);
        sheetParser.parse(sheetSource);
        return handler.getRows();
    }

    public List process() throws IOException, SAXException, OpenXML4JException, ParserConfigurationException{
        ReadOnlySharedStringsTable strings = new ReadOnlySharedStringsTable(
                this.xlsxPackage);
        XSSFReader xssfReader = new XSSFReader(this.xlsxPackage);
        List list = null;
        StylesTable styles = xssfReader.getStylesTable();
        XSSFReader.SheetIterator iter = (XSSFReader.SheetIterator) xssfReader
                .getSheetsData();
        int index = 0;
        while (iter.hasNext()) {
            InputStream stream = iter.next();
//          String sheetNameTemp = iter.getSheetName();
//          if(this.sheetName.equals(sheetNameTemp)) {
            //多个sheet表格的数据拼接成一个list
            if(null != list){
                list.addAll(processSheet(styles, strings, stream));
                stream.close();
                ++index;
            } else {
                list = processSheet(styles, strings, stream);
                stream.close();
                ++index; 
            }
//          }
        }
        return list;
    }

    public static List readerExcel(File file,
            int minColumns) throws IOException, SAXException, OpenXML4JException, ParserConfigurationException {
//      File file = new File(path);
        OPCPackage p = OPCPackage.open(file, PackageAccess.READ);
        XLSXCovertCSVReader xlsx2csv = new XLSXCovertCSVReader(p, System.out,
            minColumns);
        List list = xlsx2csv.process();
        p.close();
        return list;
    }

调用转换类读取Excel当中的数据存储到List容器中

//得到表格中的数据
        List list = XLSXCovertCSVReader.readerExcel(file,11);
        //第二行开始为数据行
        int count = 0;
        for(int j = 1; jif (null != excelData) {
                    ++count;
                    //...赋值给数据领域的JavaBean...
                    entityList.add(数据对象);
                    //采用计数器,读一万行存储一次,这个地方另起线程存储比较好
                    if(0 == count % 10000){
                        saveRecords(entityList);
                        entityList.clear();
                    }
                }
            }

菜鸟刚上路,大神请绕道!

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