Excel导入大数据量


    之前写过一篇关于如何导出大数据的博客,最近因为工作需要,又有导入的需求。网上查了很多资料,后来发现POI提供了解决方案,大致思路是,excel2007之后,其实是由xml组成的,把excel的扩展名改成zip,再解压,就能看到里面的xml。主要有两类xml,一类是存储常量的xml,名字叫 shareStrings.xml,大至如下:




  
    类型
  
  
    数量
  
  
    abdefga
    
  

另一类是sheet对应的xml,一个sheet对应的一个xml,大致如下:




  
  
    
      
    
  
  
  
    
    
    
  
  
    
      
        0
      
      
        1
         
    
  
  
  
  
poi提供了解析xml的示例,这种通过流的方式读取,是不会内存溢出的,本地测试30万数据没有问题,叫做XLSX2CSV.java,我是从3.9的版本中找到的,这已经是一个很老的版本了,在以后的版本中,应该也能找到,我修改了下,大致可以完成,多线程的处理,把代码放这里,以防以后用到

import java.io.File;
import java.io.IOException;
import java.io.InputStream;
import java.util.ArrayList;
import java.util.List;
import java.util.concurrent.ExecutorService;
import java.util.concurrent.Executors;
import java.util.concurrent.TimeUnit;

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

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.Attributes;
import org.xml.sax.ContentHandler;
import org.xml.sax.InputSource;
import org.xml.sax.SAXException;
import org.xml.sax.XMLReader;
import org.xml.sax.helpers.DefaultHandler;



/**
 * A rudimentary XLSX -> CSV processor modeled on the
 * POI sample program XLS2CSVmra by Nick Burch from the
 * package org.apache.poi.hssf.eventusermodel.examples.
 * Unlike the HSSF version, this one completely ignores
 * missing rows.
 * 

* Data sheets are read using a SAX parser to keep the * memory footprint relatively small, so this should be * able to read enormous workbooks. The styles table and * the shared-string table must be kept in memory. The * standard POI styles table class is used, but a custom * (read-only) class is used for the shared string table * because the standard POI SharedStringsTable grows very * quickly with the number of unique strings. *

* Thanks to Eric Smith for a patch that fixes a problem * triggered by cells with multiple "t" elements, which is * how Excel represents different formats (e.g., one word * plain and one word bold). * * @author Chris Lott */ public class CopyOfXLSX2CSV { private static final Logger logger = new Logger(CopyOfXLSX2CSV.class); /** * The type of the data value is indicated by an attribute on the cell. * The value is usually in a "v" element within the cell. */ enum xssfDataType { BOOL, ERROR, FORMULA, INLINESTR, SSTINDEX, NUMBER, } class CommonException extends RuntimeException { /** * */ private static final long serialVersionUID = 1L; private String code; private String desc; public CommonException(String code, String desc) { this.code = code; this.desc = desc; } public String getCode() { return code; } public void setCode(String code) { this.code = code; } public String getDesc() { return desc; } public void setDesc(String desc) { this.desc = desc; } @Override public String getMessage() { return desc; } } /** * Derived from http://poi.apache.org/spreadsheet/how-to.html#xssf_sax_api *

* Also see Standard ECMA-376, 1st edition, part 4, pages 1928ff, at * http://www.ecma-international.org/publications/standards/Ecma-376.htm *

* A web-friendly version is http://openiso.org/Ecma/376/Part4 */ class MyXSSFSheetHandler extends DefaultHandler { /** * Table with styles */ private StylesTable stylesTable; /** * Table with unique strings */ private ReadOnlySharedStringsTable sharedStringsTable; /** * Destination for data */ private final ExcelDealAction action; /** * Number of columns to read starting with leftmost */ private final int minColumnCount; // Set when V start element is seen private boolean vIsOpen; // Set when cell start element 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 Integer dealSize; private String[] row; private List data; //线程池 private ExecutorService fixedThreadPool ; //是否只取第一行 private boolean isFirstRow; private int beginSize=0; /** * Accepts objects needed while parsing. * * @param styles Table of styles * @param strings Table of shared strings * @param cols Minimum number of columns to show * @param target Sink for output */ public MyXSSFSheetHandler( StylesTable styles, ReadOnlySharedStringsTable strings, int cols, ExcelDealAction action, Integer dealSize,boolean isFirstRow) { this.stylesTable = styles; this.sharedStringsTable = strings; this.minColumnCount = cols; this.action = action; this.value = new StringBuffer(); this.nextDataType = xssfDataType.NUMBER; this.formatter = new DataFormatter(); this.dealSize=dealSize; this.isFirstRow=isFirstRow; this.row=new String[cols]; data=new ArrayList(); int threadno=isFirstRow?1:Runtime.getRuntime().availableProcessors(); fixedThreadPool=Executors.newFixedThreadPool(threadno); logger.info("线程池的初始化数据为:",threadno); beginSize=0; } /* * (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); } } } /* * (non-Javadoc) * @see org.xml.sax.helpers.DefaultHandler#endElement(java.lang.String, java.lang.String, java.lang.String) */ 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 (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; } for (int i = lastColumnNumber; i <= thisColumn; ++i) row[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; } for (int i = lastColumnNumber; i < (this.minColumnCount); i++) { // output.print(','); this.data.add(row); this.row=new String[this.minColumnCount]; if(this.isFirstRow){ this.action.dealList(data,0); /** * 需要自己定义的一个异常来中断读取 */ throw new CommonException("", "已取出第一行,中断线程"); }else{ if(this.data.size()==this.dealSize){ /** * 用线程来执行 */ fixedThreadPool.execute(new dealActionThread(this.data,this.beginSize, action)); this.beginSize+=this.data.size(); this.data=new ArrayList(); } } } } // We're onto a new row // output.println(); lastColumnNumber = -1; } } @Override public void endDocument() throws SAXException { super.endDocument(); this.action.dealList(data,this.beginSize); fixedThreadPool.shutdown(); try { fixedThreadPool.awaitTermination(Long.MAX_VALUE, TimeUnit.DAYS); } catch (InterruptedException e) { e.printStackTrace(); } } /** * 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); } /** * Converts an Excel column name like "C" to a zero-based index. * * @param name * @return Index corresponding to the specified name */ 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; } } class dealActionThread implements Runnable{ private List dealList; private ExcelDealAction action; private int beginSize; public dealActionThread(List dealList,int beginSize,ExcelDealAction action){ this.dealList=dealList; this.action=action; this.beginSize=beginSize; } @Override public void run() { this.action.dealList(this.dealList,beginSize); } } /// private OPCPackage xlsxPackage; private int minColumns; private ExcelDealAction action; private int dealSize; private boolean isFirst; /** * Creates a new XLSX -> CSV converter * * @param pkg The XLSX package to process * @param output The PrintStream to output the CSV to * @param minColumns The minimum number of columns to output, or -1 for no minimum */ public CopyOfXLSX2CSV(OPCPackage pkg, ExcelDealAction action, int minColumns,int dealSize,boolean isFirst) { this.xlsxPackage = pkg; this.action = action; this.minColumns = minColumns; this.dealSize=dealSize; this.isFirst=isFirst; } /** * Parses and shows the content of one sheet * using the specified styles and shared-strings tables. * * @param styles * @param strings * @param sheetInputStream */ public void processSheet( StylesTable styles, ReadOnlySharedStringsTable strings, InputStream sheetInputStream) throws IOException, ParserConfigurationException, SAXException { InputSource sheetSource = new InputSource(sheetInputStream); SAXParserFactory saxFactory = SAXParserFactory.newInstance(); SAXParser saxParser = saxFactory.newSAXParser(); XMLReader sheetParser = saxParser.getXMLReader(); ContentHandler handler = new MyXSSFSheetHandler(styles, strings, this.minColumns, this.action,this.dealSize,this.isFirst); sheetParser.setContentHandler(handler); sheetParser.parse(sheetSource); } /** * Initiates the processing of the XLS workbook file to CSV. * * @throws IOException * @throws OpenXML4JException * @throws ParserConfigurationException * @throws SAXException */ public void process() throws IOException, OpenXML4JException, ParserConfigurationException, SAXException { ReadOnlySharedStringsTable strings = new ReadOnlySharedStringsTable(this.xlsxPackage); XSSFReader xssfReader = new XSSFReader(this.xlsxPackage); StylesTable styles = xssfReader.getStylesTable(); XSSFReader.SheetIterator iter = (XSSFReader.SheetIterator) xssfReader.getSheetsData(); while (iter.hasNext()) { InputStream stream = iter.next(); String sheetName = iter.getSheetName(); logger.info("处理表单:",sheetName); processSheet(styles, strings, stream); stream.close(); } } public static void main(String[] args) throws Exception { File xlsxFile = new File("d:/at2.xlsx"); //列数 int minColumns = 14; //一次处理的数量  int dealSize=1000; long begin =System.currentTimeMillis(); OPCPackage p = OPCPackage.open(xlsxFile.getPath(), PackageAccess.READ); CopyOfXLSX2CSV xlsx2csv = new CopyOfXLSX2CSV(p, new ExcelDealAction() { @Override public void dealList(List data,int beginSize) { System.out.println("***********"+":"+data.size()); for(int i=0;i



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