EasyExcel的源码流程(导入Excel)

1. 入口

2.  EasyExcel类继承了EasyExcelFactory类,EasyExcel自动拥有EasyExcelFactory父类的所有方法,如read(),readSheet(),write(),writerSheet()等等。

3. 进入.read()方法,需要传入三个参数(文件路径,表头映射类,read监听器)
   首先调用new ExcelReaderBuilder()方法,初始化ReadWorkbook对象
   设置完readWorkbook属性后调,返回excelReaderBuilder对象 

4. 这里又个传入的参数是read监听器,进入其内部看一下,我们自定义了PersonListener实现了ReadListener。ReadListener接口源码 :

自定义的PersonListener类:

import com.alibaba.excel.context.AnalysisContext;
import com.alibaba.excel.event.AnalysisEventListener;
import com.aliyun.odps.jdbc.utils.LoggerFactory;
import org.springframework.stereotype.Component;import java.util.ArrayList;
import java.util.List;
import java.util.Map;
import java.util.logging.Logger;@Component
public class PersonListener extends AnalysisEventListener<PersonTest> {//一行一行读出excel内容  不读表头  EasyExcel之所以效率高,也是因它一行一行读取,解析。@Overridepublic void invoke(PersonTest personTest, AnalysisContext analysisContext) {System.out.println("***"+personTest);}//读取表头@Overridepublic void invokeHeadMap(Map<Integer, String> headMap, AnalysisContext context) {System.out.println("表头"+headMap);}//读取完执行的方法@Overridepublic void doAfterAllAnalysed(AnalysisContext analysisContext) {System.out.println("读取全部后执行");}
}

5. 接下来调用的是.sheet()方法,这里我们会传入sheetNo、sheetName参数,调用build()方法创建ExcelReader对象,传入ExcelReaderSheetBuilder构造方法中,最终创ExcelReaderSheetBuilder对象 

6. 进入build()方法,build()方法生成了ExcelReader对象,初始化ExcelAnalyser,并实例化ExcelAnalyser。

在实例化ExcelAnalyser时,choiceExcelExecutor()方法通过excel格式使用不同的执行器。
我们看XLSX中,初始化了XlsxReadContext上下文对象,给到analysisContext,又初始化了XlsxSaxAnalyser解析器对象 

public class ExcelAnalyserImpl implements ExcelAnalyser {private static final Logger LOGGER = LoggerFactory.getLogger(ExcelAnalyserImpl.class);private AnalysisContext analysisContext;private ExcelReadExecutor excelReadExecutor;/*** Prevent multiple shutdowns*/private boolean finished = false;public ExcelAnalyserImpl(ReadWorkbook readWorkbook) {try {choiceExcelExecutor(readWorkbook);} catch (RuntimeException e) {finish();throw e;} catch (Throwable e) {finish();throw new ExcelAnalysisException(e);}}private void choiceExcelExecutor(ReadWorkbook readWorkbook) throws Exception {ExcelTypeEnum excelType = ExcelTypeEnum.valueOf(readWorkbook);switch (excelType) {case XLS:POIFSFileSystem poifsFileSystem;if (readWorkbook.getFile() != null) {poifsFileSystem = new POIFSFileSystem(readWorkbook.getFile());} else {poifsFileSystem = new POIFSFileSystem(readWorkbook.getInputStream());}// So in encrypted excel, it looks like XLS but it's actually XLSXif (poifsFileSystem.getRoot().hasEntry(Decryptor.DEFAULT_POIFS_ENTRY)) {InputStream decryptedStream = null;try {decryptedStream = DocumentFactoryHelper.getDecryptedStream(poifsFileSystem.getRoot().getFileSystem(), readWorkbook.getPassword());XlsxReadContext xlsxReadContext = new DefaultXlsxReadContext(readWorkbook, ExcelTypeEnum.XLSX);analysisContext = xlsxReadContext;excelReadExecutor = new XlsxSaxAnalyser(xlsxReadContext, decryptedStream);return;} finally {IOUtils.closeQuietly(decryptedStream);// as we processed the full stream already, we can close the filesystem here// otherwise file handles are leakedpoifsFileSystem.close();}}if (readWorkbook.getPassword() != null) {Biff8EncryptionKey.setCurrentUserPassword(readWorkbook.getPassword());}XlsReadContext xlsReadContext = new DefaultXlsReadContext(readWorkbook, ExcelTypeEnum.XLS);xlsReadContext.xlsReadWorkbookHolder().setPoifsFileSystem(poifsFileSystem);analysisContext = xlsReadContext;excelReadExecutor = new XlsSaxAnalyser(xlsReadContext);break;case XLSX:XlsxReadContext xlsxReadContext = new DefaultXlsxReadContext(readWorkbook, ExcelTypeEnum.XLSX);analysisContext = xlsxReadContext;excelReadExecutor = new XlsxSaxAnalyser(xlsxReadContext, null);break;case CSV:CsvReadContext csvReadContext = new DefaultCsvReadContext(readWorkbook, ExcelTypeEnum.CSV);analysisContext = csvReadContext;excelReadExecutor = new CsvExcelReadExecutor(csvReadContext);break;default:break;}}
/*
----------------------------------------略---------------------------------------------
*/
}

7. XlsxSaxAnalyser详解

    7.1 进入new XlsxSaxAnalyser(xlsxReadContext, null)方法看一下,这里使用到SAX模式模式解析excel

public XlsxSaxAnalyser(XlsxReadContext xlsxReadContext, InputStream decryptedStream) throws Exception {this.xlsxReadContext = xlsxReadContext;// 初始化缓存(cache)XlsxReadWorkbookHolder xlsxReadWorkbookHolder = xlsxReadContext.xlsxReadWorkbookHolder();OPCPackage pkg = readOpcPackage(xlsxReadWorkbookHolder, decryptedStream);xlsxReadWorkbookHolder.setOpcPackage(pkg);// Read the Shared information StringsPackagePart sharedStringsTablePackagePart = pkg.getPart(SHARED_STRINGS_PART_NAME);if (sharedStringsTablePackagePart != null) {// 指定默认缓存defaultReadCache(xlsxReadWorkbookHolder, sharedStringsTablePackagePart);// 分析sharedStringsTable.xml,解析excel所有数据到readCacheanalysisSharedStringsTable(sharedStringsTablePackagePart.getInputStream(), xlsxReadWorkbookHolder);}XSSFReader xssfReader = new XSSFReader(pkg);analysisUse1904WindowDate(xssfReader, xlsxReadWorkbookHolder);// 设置样式表setStylesTable(xlsxReadWorkbookHolder, xssfReader);sheetList = new ArrayList<>();sheetMap = new HashMap<>();commentsTableMap = new HashMap<>();Map<Integer, PackageRelationshipCollection> packageRelationshipCollectionMap = MapUtils.newHashMap();xlsxReadWorkbookHolder.setPackageRelationshipCollectionMap(packageRelationshipCollectionMap);// 获取所有sheet页XSSFReader.SheetIterator ite = (XSSFReader.SheetIterator)xssfReader.getSheetsData();int index = 0;if (!ite.hasNext()) {throw new ExcelAnalysisException("Can not find any sheet!");}// 遍历sheet页while (ite.hasNext()) {InputStream inputStream = ite.next();// 保存所有sheet页sheetList.add(new ReadSheet(index, ite.getSheetName()));// 保存所有sheet页的输入流sheetMap.put(index, inputStream);if (xlsxReadContext.readWorkbookHolder().getExtraReadSet().contains(CellExtraTypeEnum.COMMENT)) {CommentsTable commentsTable = ite.getSheetComments();if (null != commentsTable) {commentsTableMap.put(index, commentsTable);}}if (xlsxReadContext.readWorkbookHolder().getExtraReadSet().contains(CellExtraTypeEnum.HYPERLINK)) {PackageRelationshipCollection packageRelationshipCollection = Optional.ofNullable(ite.getSheetPart()).map(packagePart -> {try {return packagePart.getRelationships();} catch (InvalidFormatException e) {log.warn("Reading the Relationship failed", e);return null;}}).orElse(null);if (packageRelationshipCollection != null) {packageRelationshipCollectionMap.put(index, packageRelationshipCollection);}}index++;}}

    7.2 进入analysisSharedStringsTable方法,可以看到创建了一个SharedStringsTableHandler处理器

    7.3 再进入parseXmlSource看到xmlReader.setContentHandler(handler)这一行代码,设置了SharedStringsTableHandler处理器

private void parseXmlSource(InputStream inputStream, ContentHandler handler) {InputSource inputSource = new InputSource(inputStream);try {SAXParserFactory saxFactory;String xlsxSAXParserFactoryName = xlsxReadContext.xlsxReadWorkbookHolder().getSaxParserFactoryName();if (StringUtils.isEmpty(xlsxSAXParserFactoryName)) {saxFactory = SAXParserFactory.newInstance();} else {saxFactory = SAXParserFactory.newInstance(xlsxSAXParserFactoryName, null);}try {saxFactory.setFeature("http://apache.org/xml/features/disallow-doctype-decl", true);} catch (Throwable ignore) {}try {saxFactory.setFeature("http://xml.org/sax/features/external-general-entities", false);} catch (Throwable ignore) {}try {saxFactory.setFeature("http://xml.org/sax/features/external-parameter-entities", false);} catch (Throwable ignore) {}SAXParser saxParser = saxFactory.newSAXParser();XMLReader xmlReader = saxParser.getXMLReader();xmlReader.setContentHandler(handler);xmlReader.parse(inputSource);inputStream.close();} catch (IOException | ParserConfigurationException | SAXException e) {throw new ExcelAnalysisException(e);} finally {if (inputStream != null) {try {inputStream.close();} catch (IOException e) {throw new ExcelAnalysisException("Can not close 'inputStream'!");}}}}

    7.4 我们将断点打在SharedStringsTableHandler里,发现下一步进入到这里面的startElement()    starteElement()后会调用endElement()

    7.5 反复调用,excel所有数据读取到readcache中

8. 调用.doRead()方法,开始SAX解析

    8.1 进入build()方法

    8.2 build()执行完后,执行read()方法,read()里还会进入一次read() 

9. 调用ExcelAnalyserImpl里的analysis()方法,设置sheetList,并调用执行器开始执行解析 

    9.1 调用的XlsxSaxAnalyser解析器execute()

 10. 进入parseXmlSource()方法,发现和之前的sax差不多,但只两次传入的handler类型不同,还是看一下传入的ContentHandler参数具体实现,进入XlsxRowHandler 内部

public class XlsxRowHandler extends DefaultHandler {private final XlsxReadContext xlsxReadContext;private static final Map<String, XlsxTagHandler> XLSX_CELL_HANDLER_MAP = new HashMap<String, XlsxTagHandler>(32);static {CellFormulaTagHandler cellFormulaTagHandler = new CellFormulaTagHandler();XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.CELL_FORMULA_TAG, cellFormulaTagHandler);XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.X_CELL_FORMULA_TAG, cellFormulaTagHandler);CellInlineStringValueTagHandler cellInlineStringValueTagHandler = new CellInlineStringValueTagHandler();XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.CELL_INLINE_STRING_VALUE_TAG, cellInlineStringValueTagHandler);XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.X_CELL_INLINE_STRING_VALUE_TAG, cellInlineStringValueTagHandler);CellTagHandler cellTagHandler = new CellTagHandler();XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.CELL_TAG, cellTagHandler);XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.X_CELL_TAG, cellTagHandler);CellValueTagHandler cellValueTagHandler = new CellValueTagHandler();XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.CELL_VALUE_TAG, cellValueTagHandler);XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.X_CELL_VALUE_TAG, cellValueTagHandler);CountTagHandler countTagHandler = new CountTagHandler();XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.DIMENSION_TAG, countTagHandler);XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.X_DIMENSION_TAG, countTagHandler);HyperlinkTagHandler hyperlinkTagHandler = new HyperlinkTagHandler();XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.HYPERLINK_TAG, hyperlinkTagHandler);XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.X_HYPERLINK_TAG, hyperlinkTagHandler);MergeCellTagHandler mergeCellTagHandler = new MergeCellTagHandler();XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.MERGE_CELL_TAG, mergeCellTagHandler);XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.X_MERGE_CELL_TAG, mergeCellTagHandler);RowTagHandler rowTagHandler = new RowTagHandler();XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.ROW_TAG, rowTagHandler);XLSX_CELL_HANDLER_MAP.put(ExcelXmlConstants.X_ROW_TAG, rowTagHandler);}public XlsxRowHandler(XlsxReadContext xlsxReadContext) {this.xlsxReadContext = xlsxReadContext;}@Overridepublic void startElement(String uri, String localName, String name, Attributes attributes) throws SAXException {XlsxTagHandler handler = XLSX_CELL_HANDLER_MAP.get(name);if (handler == null || !handler.support(xlsxReadContext)) {return;}xlsxReadContext.xlsxReadSheetHolder().getTagDeque().push(name);handler.startElement(xlsxReadContext, name, attributes);}@Overridepublic void characters(char[] ch, int start, int length) throws SAXException {String currentTag = xlsxReadContext.xlsxReadSheetHolder().getTagDeque().peek();if (currentTag == null) {return;}XlsxTagHandler handler = XLSX_CELL_HANDLER_MAP.get(currentTag);if (handler == null || !handler.support(xlsxReadContext)) {return;}handler.characters(xlsxReadContext, ch, start, length);}@Overridepublic void endElement(String uri, String localName, String name) throws SAXException {XlsxTagHandler handler = XLSX_CELL_HANDLER_MAP.get(name);if (handler == null || !handler.support(xlsxReadContext)) {return;}handler.endElement(xlsxReadContext, name);xlsxReadContext.xlsxReadSheetHolder().getTagDeque().pop();}}

    10.1 startElement()和endElement()都有多种实现

11. 进入用到的重要的几个类CellTagHandler、RowTagHandler

CellTagHandler: 读取cell的值,并放入tempCellData

public void startElement(XlsxReadContext xlsxReadContext, String name, Attributes attributes) {XlsxReadSheetHolder xlsxReadSheetHolder = xlsxReadContext.xlsxReadSheetHolder();xlsxReadSheetHolder.setColumnIndex(PositionUtils.getCol(attributes.getValue(ExcelXmlConstants.ATTRIBUTE_R),xlsxReadSheetHolder.getColumnIndex()));// t="s" ,it means String// t="str" ,it means String,but does not need to be read in the 'sharedStrings.xml'// t="inlineStr" ,it means String,but does not need to be read in the 'sharedStrings.xml'// t="b" ,it means Boolean// t="e" ,it means Error// t="n" ,it means Number// t is null ,it means Empty or NumberCellDataTypeEnum type = CellDataTypeEnum.buildFromCellType(attributes.getValue(ExcelXmlConstants.ATTRIBUTE_T));xlsxReadSheetHolder.setTempCellData(new ReadCellData<>(type));xlsxReadSheetHolder.setTempData(new StringBuilder());// Put in data transformation informationString dateFormatIndex = attributes.getValue(ExcelXmlConstants.ATTRIBUTE_S);int dateFormatIndexInteger;if (StringUtils.isEmpty(dateFormatIndex)) {dateFormatIndexInteger = DEFAULT_FORMAT_INDEX;} else {dateFormatIndexInteger = Integer.parseInt(dateFormatIndex);}xlsxReadSheetHolder.getTempCellData().setDataFormatData(xlsxReadContext.xlsxReadWorkbookHolder().dataFormatData(dateFormatIndexInteger));}@Overridepublic void endElement(XlsxReadContext xlsxReadContext, String name) {XlsxReadSheetHolder xlsxReadSheetHolder = xlsxReadContext.xlsxReadSheetHolder();ReadCellData<?> tempCellData = xlsxReadSheetHolder.getTempCellData();StringBuilder tempData = xlsxReadSheetHolder.getTempData();String tempDataString = tempData.toString();CellDataTypeEnum oldType = tempCellData.getType();switch (oldType) {case STRING:// In some cases, although cell type is a string, it may be an empty tagif (StringUtils.isEmpty(tempDataString)) {break;}String stringValue = xlsxReadContext.readWorkbookHolder().getReadCache().get(Integer.valueOf(tempDataString));tempCellData.setStringValue(stringValue);break;case DIRECT_STRING:case ERROR:tempCellData.setStringValue(tempDataString);tempCellData.setType(CellDataTypeEnum.STRING);break;case BOOLEAN:if (StringUtils.isEmpty(tempDataString)) {tempCellData.setType(CellDataTypeEnum.EMPTY);break;}tempCellData.setBooleanValue(BooleanUtils.valueOf(tempData.toString()));break;case NUMBER:case EMPTY:if (StringUtils.isEmpty(tempDataString)) {tempCellData.setType(CellDataTypeEnum.EMPTY);break;}tempCellData.setType(CellDataTypeEnum.NUMBER);tempCellData.setNumberValue(BigDecimal.valueOf(Double.parseDouble(tempDataString)));break;default:throw new IllegalStateException("Cannot set values now");}if (tempCellData.getStringValue() != null&& xlsxReadContext.currentReadHolder().globalConfiguration().getAutoTrim()) {tempCellData.setStringValue(tempCellData.getStringValue().trim());}tempCellData.checkEmpty();tempCellData.setRowIndex(xlsxReadSheetHolder.getRowIndex());tempCellData.setColumnIndex(xlsxReadSheetHolder.getColumnIndex());xlsxReadSheetHolder.getCellMap().put(xlsxReadSheetHolder.getColumnIndex(), tempCellData);}

RowTagHandler: 当一行读取完毕后,调用分析事件处理器,处理一行数据

                            xlsxReadContext.analysisEventProcessor().endRow(xlsxReadContext);

public void startElement(XlsxReadContext xlsxReadContext, String name, Attributes attributes) {XlsxReadSheetHolder xlsxReadSheetHolder = xlsxReadContext.xlsxReadSheetHolder();int rowIndex = PositionUtils.getRowByRowTagt(attributes.getValue(ExcelXmlConstants.ATTRIBUTE_R),xlsxReadSheetHolder.getRowIndex());Integer lastRowIndex = xlsxReadContext.readSheetHolder().getRowIndex();while (lastRowIndex + 1 < rowIndex) {xlsxReadContext.readRowHolder(new ReadRowHolder(lastRowIndex + 1, RowTypeEnum.EMPTY,xlsxReadSheetHolder.getGlobalConfiguration(), new LinkedHashMap<Integer, Cell>()));xlsxReadContext.analysisEventProcessor().endRow(xlsxReadContext);xlsxReadSheetHolder.setColumnIndex(null);xlsxReadSheetHolder.setCellMap(new LinkedHashMap<Integer, Cell>());lastRowIndex++;}xlsxReadSheetHolder.setRowIndex(rowIndex);}@Overridepublic void endElement(XlsxReadContext xlsxReadContext, String name) {XlsxReadSheetHolder xlsxReadSheetHolder = xlsxReadContext.xlsxReadSheetHolder();RowTypeEnum rowType = MapUtils.isEmpty(xlsxReadSheetHolder.getCellMap()) ? RowTypeEnum.EMPTY : RowTypeEnum.DATA;// It's possible that all of the cells in the row are emptyif (rowType == RowTypeEnum.DATA) {boolean hasData = false;for (Cell cell : xlsxReadSheetHolder.getCellMap().values()) {if (!(cell instanceof ReadCellData)) {hasData = true;break;}ReadCellData<?> readCellData = (ReadCellData<?>)cell;if (readCellData.getType() != CellDataTypeEnum.EMPTY) {hasData = true;break;}}if (!hasData) {rowType = RowTypeEnum.EMPTY;}}xlsxReadContext.readRowHolder(new ReadRowHolder(xlsxReadSheetHolder.getRowIndex(), rowType,xlsxReadSheetHolder.getGlobalConfiguration(), xlsxReadSheetHolder.getCellMap()));xlsxReadContext.analysisEventProcessor().endRow(xlsxReadContext);xlsxReadSheetHolder.setColumnIndex(null);xlsxReadSheetHolder.setCellMap(new LinkedHashMap<>());}

12. 进入endRow()方法

      endRow()里通过getIgnoreEmptyRow()来判断是否忽略空行(true为忽略,默认为true)

     想要设置IgnoreEmptyRow为false,可以在最初使用EasyExcel时设置:

13. 进入dealData()方法

private void dealData(AnalysisContext analysisContext) {ReadRowHolder readRowHolder = analysisContext.readRowHolder();Map<Integer, ReadCellData<?>> cellDataMap = (Map)readRowHolder.getCellMap();readRowHolder.setCurrentRowAnalysisResult(cellDataMap);int rowIndex = readRowHolder.getRowIndex();int currentHeadRowNumber = analysisContext.readSheetHolder().getHeadRowNumber();boolean isData = rowIndex >= currentHeadRowNumber;// Last head columnif (!isData && currentHeadRowNumber == rowIndex + 1) {buildHead(analysisContext, cellDataMap);}// Now is datafor (ReadListener readListener : analysisContext.currentReadHolder().readListenerList()) {try {if (isData) {readListener.invoke(readRowHolder.getCurrentRowAnalysisResult(), analysisContext);} else {readListener.invokeHead(cellDataMap, analysisContext);}} catch (Exception e) {onException(analysisContext, e);break;}if (!readListener.hasNext(analysisContext)) {throw new ExcelAnalysisStopException();}}}

14. dealData()方法中的invoke方法会执行ModelBuildEventListener里的invoke()方法,在这里会进行单行数据到实体类的映射,buildStringList()真正执行映射

15. 退回XlsxSaxAnalyser的解析器execute()方法

      进入readComments()方法,读取额外信息(批注、超链接、合并单元格信息读取)

	private void readComments(ReadSheet readSheet) {if (!xlsxReadContext.readWorkbookHolder().getExtraReadSet().contains(CellExtraTypeEnum.COMMENT)) {return;}CommentsTable commentsTable = commentsTableMap.get(readSheet.getSheetNo());if (commentsTable == null) {return;}Iterator<CellAddress> cellAddresses = commentsTable.getCellAddresses();while (cellAddresses.hasNext()) {CellAddress cellAddress = cellAddresses.next();XSSFComment cellComment = commentsTable.findCellComment(cellAddress);CellExtra cellExtra = new CellExtra(CellExtraTypeEnum.COMMENT, cellComment.getString().toString(),cellAddress.getRow(), cellAddress.getColumn());xlsxReadContext.readSheetHolder().setCellExtra(cellExtra);xlsxReadContext.analysisEventProcessor().extra(xlsxReadContext);}}

16. 最后进入.endSheet(xlsxReadContext)方法

@Overridepublic void endSheet(AnalysisContext analysisContext) {// 这里会调用所有监听器中的doAfterAllAnalysed方法,执行最后的操作for (ReadListener readListener : analysisContext.currentReadHolder().readListenerList()) {readListener.doAfterAllAnalysed(analysisContext);}}

17. 在读取完毕之后,执行finish()方法,关闭所有流 

本文来自互联网用户投稿,该文观点仅代表作者本人,不代表本站立场。本站仅提供信息存储空间服务,不拥有所有权,不承担相关法律责任。如若转载,请注明出处:http://www.hqwc.cn/news/124113.html

如若内容造成侵权/违法违规/事实不符,请联系编程知识网进行投诉反馈email:809451989@qq.com,一经查实,立即删除!

相关文章

力扣 -- 279. 完全平方数(完全背包问题)

解题步骤&#xff1a; 参考代码&#xff1a; 未优化代码&#xff1a; class Solution { public:int numSquares(int n) {const int INF0x3f3f3f3f;int msqrt(n);//多开一行&#xff0c;多开一列vector<vector<int>> dp(m1,vector<int>(n1));//初始化第一行…

你的游戏项目有这些问题吗?

在移动游戏对高品质画面的要求不断增加的背景下&#xff0c;我们一直专注于移动设备GPU性能的优化&#xff0c;以确保您的游戏体验得以最佳展现。然而&#xff0c;不同GPU芯片之间的性能差异以及由此可能引发的GPU瓶颈问题使得优化工作更加具有挑战性。 因此&#xff0c;在不久…

图神经网络GNN(一)GraphEmbedding

DeepWalk 使用随机游走采样得到每个结点x的上下文信息&#xff0c;记作Context(x)。 SkipGram优化的目标函数&#xff1a;P(Context(x)|x;θ) θ argmax P(Context(x)|x;θ) DeepWalk这种GraphEmbedding方法是一种无监督方法&#xff0c;个人理解有点类似生成模型的Encoder过程…

对图像中边、线、点的检测(支持平面/鱼眼/球面相机)附源码

前言 图像的线段检测是计算机视觉和遥感技术中的一个基本问题,可广泛应用于三维重建和 SLAM 。虽然许多先进方法在线段检测方面表现出了良好的性能,但对未去畸变原始图像的线 段检测仍然是一个具有挑战性的问题。此外,对于畸变和无畸变的图像都缺乏统一的…

Git使用【中】

欢迎来到Cefler的博客&#x1f601; &#x1f54c;博客主页&#xff1a;那个传说中的man的主页 &#x1f3e0;个人专栏&#xff1a;题目解析 &#x1f30e;推荐文章&#xff1a;题目大解析3 目录 &#x1f449;&#x1f3fb;分支管理分支概念git branch&#xff08;查看/删除分…

树的存储结构以及树,二叉树,森林之间的转换

目录 1.双亲表示法 2.孩子链表 3.孩子兄弟表示法 4.树与二叉树的转换 &#xff08;1&#xff09;树转换为二叉树 &#xff08;2&#xff09;二叉树转换成树 5.二叉树与森林的转化 &#xff08;1&#xff09;森林转换为二叉树 以下树为例 1.双亲表示法 双亲表示法定义了…

CompletableFuture 异步编排

目录 CompletableFuture 的详解代码测试配置类的引入Demo1Demo2CompletableFuture的async后缀函数与不带async的函数的区别ThreadPoolTaskExecutor 和 ThreadPoolExecutor 的区别Spring 线程池的使用业务使用多线程的原因场景一:场景二:FutureTask介绍线程池为什么要使用阻塞队…

nodejs+vue校园跑腿系统elementui

购物车品结算,管理个人中心&#xff0c;订单管理&#xff0c;接单处理&#xff0c;商品维护&#xff0c;用户管理&#xff0c;系统管理等功育食5&#xff09;要求系统运行可靠、性能稳定、界面友好、使用方便。 第三章 系统分析 10 3.1需求分析 10 3.2可行性分析 10 3.2.1技术…

正则表达式 Regular Expression学习

该文章内容为以下视频的学习笔记&#xff1a; 10分钟快速掌握正则表达式_哔哩哔哩_bilibili正则表达式在线测试工具&#xff1a;https://regex101.com/, 视频播放量 441829、弹幕量 1076、点赞数 19330、投硬币枚数 13662、收藏人数 26242、转发人数 2768, 视频作者 奇乐编程学…

Spring MVC 十:异常处理

异常是每一个应用必须要处理的问题。 Spring MVC项目&#xff0c;如果不做任何的异常处理的话&#xff0c;发生异常后&#xff0c;异常堆栈信息会直接抛出到页面。 比如&#xff0c;我们在Controller写一个异常&#xff1a; GetMapping(value"/hello",produces{&qu…

【数据结构与算法】- 数组

数组 1.1 数组的定义1.2 数组的创建1.3 数组在内存中的情况2.1 初始化数组2.2 插入元素2.3 删除元素2.4 读取元素2.5 遍历数组 1.1 数组的定义 数组中的是在内存中是连续存储的&#xff0c;内存是由一个个内存单元组成的&#xff0c;每一个内存单元都有自己的地址&#xff0c;…

优先级队列

优先级队列 一端进&#xff0c;另一端出 按优先级出队 普通队列 一端进&#xff0c;另一端出 FIFO 我们做个约定&#xff1a;数字大的&#xff0c;优先级越高 &#xff0c;优先出队 无序数组实现 要点 入队保持顺序 出队前找到优先级最高的出队&#xff0c;相当于一次选择排序…