java读取百万行csv,excel的处理

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java读取百万行csv,excel的处理

2023-08-22 17:16| 来源: 网络整理| 查看: 265

上篇文章中使用opencsv包读取csv格式,如果csv文件内容过大,会导致jvm产生oom的问题,

顾修改代码如下

reader = new CSVReaderBuilder(new InputStreamReader(input, fileEncode)).build()//记录column ArrayList columns = new ArrayList(); int columnIndex = 0; String[] rowData = reader.readNext();

由之前readall 形式改为readnext()一行行读取形式,按行加载至arrayList,按需处理完在对list进行clear()操作,释放内存,再进行readnext加载。。

excel篇:

之前采用 poi用户模式读取excel,会极大的消耗内存,查阅资料poi官方推荐使用事件模式读取

贴上代码

xls

import com.alibaba.fastjson.JSONObject;import org.apache.logging.log4j.LogManager;import org.apache.logging.log4j.Logger;import org.apache.poi.hssf.eventusermodel.*;import org.apache.poi.hssf.eventusermodel.dummyrecord.LastCellOfRowDummyRecord;import org.apache.poi.hssf.eventusermodel.dummyrecord.MissingCellDummyRecord;import org.apache.poi.hssf.model.HSSFFormulaParser;import org.apache.poi.hssf.record.*;import org.apache.poi.hssf.usermodel.HSSFDataFormatter;import org.apache.poi.hssf.usermodel.HSSFWorkbook;import org.apache.poi.poifs.filesystem.POIFSFileSystem;import java.io.FileInputStream;import java.util.ArrayList;import java.util.List;/** * * @desc 用于解决.xls2003版本大数据量问题 **/public class ExcelXlsReader implements HSSFListener { private static final Logger logger = LogManager.getLogger(ExcelXlsxReaderWithDefaultHandler.class); private int minColums = -1; private POIFSFileSystem fs; /** * 总行数 */ private int totalRows = 0; /** * 上一行row的序号 */ private int lastRowNumber; /** * 上一单元格的序号 */ private int lastColumnNumber; /** * 是否输出formula,还是它对应的值 */ private boolean outputFormulaValues = true; /** * 用于转换formulas */ private EventWorkbookBuilder.SheetRecordCollectingListener workbookBuildingListener; //excel2003工作簿 private HSSFWorkbook stubWorkbook; private SSTRecord sstRecord; private FormatTrackingHSSFListener formatListener; private final HSSFDataFormatter formatter = new HSSFDataFormatter(); /** * 文件的绝对路径 */ private String filePath = ""; //表索引 private int sheetIndex = 0; private BoundSheetRecord[] orderedBSRs; @SuppressWarnings("unchecked") private ArrayList boundSheetRecords = new ArrayList(); private int nextRow; private int nextColumn; private boolean outputNextStringRecord; //当前行 private int curRow = 0; //存储一行记录所有单元格的容器 private ArrayList cellList = new ArrayList(); /** * 行集合 */ private List cellLists = new ArrayList(); /** * 定义表头 */ private ArrayList columnList = new ArrayList(); /** * 判断整行是否为空行的标记 */ private boolean flag = false; @SuppressWarnings("unused") private String sheetName; private String companyId = ""; private String containerLogId = ""; private JSONObject config; private int resultRows = 0; /** * 遍历excel下所有的sheet * * @param fileName * @throws Exception */ public int process(String fileName, String companyId, String containerLogId, JSONObject config) throws Exception { filePath = fileName; this.companyId = companyId; this.containerLogId = containerLogId; this.config = config; this.fs = new POIFSFileSystem(new FileInputStream(fileName)); MissingRecordAwareHSSFListener listener = new MissingRecordAwareHSSFListener(this); formatListener = new FormatTrackingHSSFListener(listener); HSSFEventFactory factory = new HSSFEventFactory(); HSSFRequest request = new HSSFRequest(); if (outputFormulaValues) { request.addListenerForAllRecords(formatListener); } else { workbookBuildingListener = new EventWorkbookBuilder.SheetRecordCollectingListener(formatListener); request.addListenerForAllRecords(workbookBuildingListener); } factory.processWorkbookEvents(request, fs); if (cellLists.size() > 0) { cellLists.clear(); } return resultRows; //返回该excel文件的总行数,不包括首列和空行 } /** * HSSFListener 监听方法,处理Record * 处理每个单元格 * * @param record */ @SuppressWarnings("unchecked") public void processRecord(Record record) { try { int thisRow = -1; int thisColumn = -1; String thisStr = null; String value = null; switch (record.getSid()) { case BoundSheetRecord.sid: boundSheetRecords.add(record); break; case BOFRecord.sid: //开始处理每个sheet BOFRecord br = (BOFRecord) record; if (br.getType() == BOFRecord.TYPE_WORKSHEET) { //如果有需要,则建立子工作簿 if (workbookBuildingListener != null && stubWorkbook == null) { stubWorkbook = workbookBuildingListener.getStubHSSFWorkbook(); } if (orderedBSRs == null) { orderedBSRs = BoundSheetRecord.orderByBofPosition(boundSheetRecords); } sheetName = orderedBSRs[sheetIndex].getSheetname(); sheetIndex++; } break; case SSTRecord.sid: sstRecord = (SSTRecord) record; break; case BlankRecord.sid: //单元格为空白 BlankRecord brec = (BlankRecord) record; thisRow = brec.getRow(); thisColumn = brec.getColumn(); thisStr = ""; cellList.add(thisColumn, thisStr); break; case BoolErrRecord.sid: //单元格为布尔类型 BoolErrRecord berec = (BoolErrRecord) record; thisRow = berec.getRow(); thisColumn = berec.getColumn(); thisStr = berec.getBooleanValue() + ""; cellList.add(thisColumn, thisStr); checkRowIsNull(thisStr); //如果里面某个单元格含有值,则标识该行不为空行 break; case FormulaRecord.sid://单元格为公式类型 FormulaRecord frec = (FormulaRecord) record; thisRow = frec.getRow(); thisColumn = frec.getColumn(); if (outputFormulaValues) { if (Double.isNaN(frec.getValue())) { outputNextStringRecord = true; nextRow = frec.getRow(); nextColumn = frec.getColumn(); } else { thisStr = '"' + HSSFFormulaParser.toFormulaString(stubWorkbook, frec.getParsedExpression()) + '"'; } } else { thisStr = '"' + HSSFFormulaParser.toFormulaString(stubWorkbook, frec.getParsedExpression()) + '"'; } cellList.add(thisColumn, thisStr); checkRowIsNull(thisStr); //如果里面某个单元格含有值,则标识该行不为空行 break; case StringRecord.sid: //单元格中公式的字符串 if (outputNextStringRecord) { StringRecord srec = (StringRecord) record; thisStr = srec.getString(); thisRow = nextRow; thisColumn = nextColumn; outputNextStringRecord = false; } break; case LabelRecord.sid: LabelRecord lrec = (LabelRecord) record; curRow = thisRow = lrec.getRow(); thisColumn = lrec.getColumn(); value = lrec.getValue().trim(); value = value.equals("") ? "" : value; cellList.add(thisColumn, value); checkRowIsNull(value); //如果里面某个单元格含有值,则标识该行不为空行 break; case LabelSSTRecord.sid: //单元格为字符串类型 LabelSSTRecord lsrec = (LabelSSTRecord) record; curRow = thisRow = lsrec.getRow(); thisColumn = lsrec.getColumn(); if (sstRecord == null) { cellList.add(thisColumn, ""); } else { value = sstRecord.getString(lsrec.getSSTIndex()).toString().trim(); value = value.equals("") ? "" : value; cellList.add(thisColumn, value); checkRowIsNull(value); //如果里面某个单元格含有值,则标识该行不为空行 } break; case NumberRecord.sid: //单元格为数字类型 NumberRecord numrec = (NumberRecord) record; curRow = thisRow = numrec.getRow(); thisColumn = numrec.getColumn(); //第一种方式 //value = formatListener.formatNumberDateCell(numrec).trim();//这个被写死,采用的m/d/yy h:mm格式,不符合要求 //第二种方式,参照formatNumberDateCell里面的实现方法编写 Double valueDouble = ((NumberRecord) numrec).getValue(); String formatString = formatListener.getFormatString(numrec); if (formatString.contains("m/d/yy") || formatString.contains("yyyy/mm/dd") || formatString.contains( "yyyy/m/d")) { formatString = "yyyy-MM-dd hh:mm:ss"; } int formatIndex = formatListener.getFormatIndex(numrec); value = formatter.formatRawCellContents(valueDouble, formatIndex, formatString).trim(); value = value.equals("") ? "" : value; //向容器加入列值 cellList.add(thisColumn, value); checkRowIsNull(value); //如果里面某个单元格含有值,则标识该行不为空行 break; default: break; } //遇到新行的操作 if (thisRow != -1 && thisRow != lastRowNumber) { lastColumnNumber = -1; } //空值的操作 if (record instanceof MissingCellDummyRecord) { MissingCellDummyRecord mc = (MissingCellDummyRecord) record; curRow = thisRow = mc.getRow(); thisColumn = mc.getColumn(); cellList.add(thisColumn, ""); } //更新行和列的值 if (thisRow > -1) lastRowNumber = thisRow; if (thisColumn > -1) lastColumnNumber = thisColumn; //行结束时的操作 if (record instanceof LastCellOfRowDummyRecord) { if (minColums > 0) { //列值重新置空 if (lastColumnNumber == -1) { lastColumnNumber = 0; } } lastColumnNumber = -1; if (flag && curRow == 0) { columnList = cellList; } if (flag && curRow != 0) { //该行不为空行且该行不是第一行,发送(第一行为列名,不需要) cellLists.add(cellList); totalRows++; if (totalRows != 0 && totalRows % 500 == 0) { cellLists.clear(); } } //清空容器 cellList = new ArrayList(); flag = false; } } catch (Exception ex) { logger.error(ex.getMessage(), ex); } } /** * 如果里面某个单元格含有值,则标识该行不为空行 * * @param value */ public void checkRowIsNull(String value) { if (value != null && !"".equals(value)) { flag = true; } }}

xlsx

import cn.ifuli.ciq.dataworks.api.Import.flexdata.rpcClient.Client;import com.alibaba.fastjson.JSON;import com.alibaba.fastjson.JSONObject;import org.apache.logging.log4j.LogManager;import org.apache.logging.log4j.Logger;import org.apache.poi.openxml4j.opc.OPCPackage;import org.apache.poi.ss.usermodel.BuiltinFormats;import org.apache.poi.ss.usermodel.DataFormatter;import org.apache.poi.xssf.eventusermodel.XSSFReader;import org.apache.poi.xssf.model.SharedStringsTable;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.InputSource;import org.xml.sax.SAXException;import org.xml.sax.XMLReader;import org.xml.sax.helpers.DefaultHandler;import org.xml.sax.helpers.XMLReaderFactory;import java.io.InputStream;import java.math.BigInteger;import java.util.ArrayList;import java.util.List;import java.util.regex.Pattern;/** * * @desc POI读取excel有两种模式,一种是用户模式,一种是事件驱动模式 * 采用SAX事件驱动模式解决XLSX文件,可以有效解决用户模式内存溢出的问题, * 该模式是POI官方推荐的读取大数据的模式, * 在用户模式下,数据量较大,Sheet较多,或者是有很多无用的空行的情况下,容易出现内存溢出 *

* 用于解决.xlsx2007版本大数据量问题 **/public class ExcelXlsxReaderWithDefaultHandler extends DefaultHandler { private static final Logger logger = LogManager.getLogger(ExcelXlsxReaderWithDefaultHandler.class); /** * 单元格中的数据可能的数据类型 */ enum CellDataType { BOOL, ERROR, FORMULA, INLINESTR, SSTINDEX, NUMBER, DATE, NULL } /** * 共享字符串表 */ private SharedStringsTable sst; /** * 上一次的索引值 */ private String lastIndex; /** * 文件的绝对路径 */ private String filePath = ""; /** * 工作表索引 */ private int sheetIndex = 0; /** * sheet名 */ private String sheetName = ""; /** * 总行数 */ private int totalRows = 0; /** * 一行内cell集合 */ private ArrayList cellList = new ArrayList(); /** * */ private List cellLists = new ArrayList(); /** */ private ArrayList columnList = new ArrayList(); /** * 判断整行是否为空行的标记 */ private boolean flag = false; /** * 当前行 */ private int curRow = 1; /** * 当前列 */ private int curCol = 0; /** * T元素标识 */ private boolean isTElement; /** * 判断上一单元格是否为文本空单元格 */ private boolean endElementFlag = false; private boolean charactersFlag = false; /** * 异常信息,如果为空则表示没有异常 */ private String exceptionMessage; /** * 单元格数据类型,默认为字符串类型 */ private CellDataType nextDataType = CellDataType.SSTINDEX; private final DataFormatter formatter = new DataFormatter(); /** * 单元格日期格式的索引 */ private short formatIndex; /** * 日期格式字符串 */ private String formatString; //定义前一个元素和当前元素的位置,用来计算其中空的单元格数量,如A6和A8等 private String preRef = null, ref = null; //定义该文档一行最大的单元格数,用来补全一行最后可能缺失的单元格 private String maxRef = null; /** * 单元格 */ private StylesTable stylesTable; private String companyId = ""; private String containerLogId = ""; private JSONObject config; private int resultRows = 0; //private int testResult = 0; /** * 遍历工作簿中所有的电子表格 * 并缓存在mySheetList中 * * @param filename * @throws Exception */ public int process(String filename, String companyId, String containerLogId, JSONObject config) throws Exception { filePath = filename; this.companyId = companyId; this.containerLogId = containerLogId; this.config = config; OPCPackage pkg = OPCPackage.open(filename); XSSFReader xssfReader = new XSSFReader(pkg); stylesTable = xssfReader.getStylesTable(); SharedStringsTable sst = xssfReader.getSharedStringsTable(); XMLReader parser = XMLReaderFactory.createXMLReader("org.apache.xerces.parsers.SAXParser"); this.sst = sst; parser.setContentHandler(this); XSSFReader.SheetIterator sheets = (XSSFReader.SheetIterator) xssfReader.getSheetsData();// while (sheets.hasNext()) { //遍历sheet curRow = 1; //标记初始行为第一行 sheetIndex++; InputStream sheet = sheets.next(); //sheets.next()和sheets.getSheetName()不能换位置,否则sheetName报错 sheetName = sheets.getSheetName(); InputSource sheetSource = new InputSource(sheet); parser.parse(sheetSource); //解析excel的每条记录,在这个过程中startElement()、characters()、endElement()这三个函数会依次执行 sheet.close();// } if (cellLists.size() > 0) { cellLists.clear(); } //组装数据并发送 UserData data = new UserData(); data.setCompanyId(companyId); data.setContainerLogId(containerLogId); data.setUserDataList(new ArrayList()); data.setIsEnd(true); return resultRows; //返回该excel文件的总行数,不包括首列和空行 } /** * 第一个执行 * * @param uri * @param localName * @param name * @param attributes * @throws SAXException */ @Override public void startElement(String uri, String localName, String name, Attributes attributes) throws SAXException { //c => 单元格 if ("c".equals(name)) { //前一个单元格的位置 if (preRef == null) { preRef = attributes.getValue("r"); } else { //判断前一次是否为文本空字符串,true则表明不是文本空字符串,false表明是文本空字符串跳过把空字符串的位置赋予preRef if (endElementFlag) { preRef = ref; } } //当前单元格的位置 ref = attributes.getValue("r"); //设定单元格类型 this.setNextDataType(attributes); endElementFlag = false; charactersFlag = false; } //当元素为t时 if ("t".equals(name)) { isTElement = true; } else { isTElement = false; } //置空 lastIndex = ""; } /** * 第二个执行 * 得到单元格对应的索引值或是内容值 * 如果单元格类型是字符串、INLINESTR、数字、日期,lastIndex则是索引值 * 如果单元格类型是布尔值、错误、公式,lastIndex则是内容值 * * @param ch * @param start * @param length * @throws SAXException */ @Override public void characters(char[] ch, int start, int length) throws SAXException { charactersFlag = true; lastIndex += new String(ch, start, length); } /** * 第三个执行 * * @param uri * @param localName * @param name * @throws SAXException */ @Override public void endElement(String uri, String localName, String name) throws SAXException { try { //t元素也包含字符串 if (isTElement) {//这个程序没经过 //将单元格内容加入rowlist中,在这之前先去掉字符串前后的空白符 String value = lastIndex.trim(); cellList.add(curCol, value); endElementFlag = true; curCol++; isTElement = false; //如果里面某个单元格含有值,则标识该行不为空行 if (value != null && !"".equals(value)) { flag = true; } } else if ("v".equals(name)) { //v => 单元格的值,如果单元格是字符串,则v标签的值为该字符串在SST中的索引 String value = this.getDataValue(lastIndex.trim(), "");//根据索引值获取对应的单元格值 //补全单元格之间的空单元格 if (!ref.equals(preRef)) { int len = countNullCell(ref, preRef); for (int i = 0; i < len; i++) { cellList.add(curCol, ""); curCol++; } } cellList.add(curCol, value); curCol++; endElementFlag = true; //如果里面某个单元格含有值,则标识该行不为空行 if (value != null && !"".equals(value)) { flag = true; } } else { //如果标签名称为row,这说明已到行尾,调用optRows()方法 if ("row".equals(name)) { //默认第一行为表头,以该行单元格数目为最大数目 if (curRow == 1) { maxRef = ref; } //补全一行尾部可能缺失的单元格 if (maxRef != null) { int len = -1; //前一单元格,true则不是文本空字符串,false则是文本空字符串 if (charactersFlag) { len = countNullCell(maxRef, ref); } else { len = countNullCell(maxRef, preRef); } for (int i = 0; i



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