一、软件环境
我使用的软件版本如下:
- Intellij Idea 2017.1
- Maven 3.3.9
- Hadoop分布式环境
二、创建maven工程
打开Idea,file->new->Project,左侧面板选择maven工程。(如果只跑MapReduce创建java工程即可,不用勾选Creat from archetype,如果想创建web工程或者使用骨架可以勾选)
设置GroupId和ArtifactId,下一步。
设置工程存储路径,下一步。
Finish之后,空白工程的路径如下图所示。
完整的工程路径如下图所示:
三、添加maven依赖
在pom.xml添加依赖,对于hadoop 2.7.3版本的hadoop,需要的jar包有以下几个:
- hadoop-common
- hadoop-hdfs
- hadoop-mapreduce-client-core
- hadoop-mapreduce-client-jobclient
- log4j( 打印日志)
pom.xml中的依赖如下:
<dependencies> <dependency> <groupId>junit</groupId> <artifactId>junit</artifactId> <version>4.12</version> <scope>test</scope> </dependency> <dependency> <groupId>org.apache.hadoop</groupId> <artifactId>hadoop-common</artifactId> <version>2.7.3</version> </dependency> <dependency> <groupId>org.apache.hadoop</groupId> <artifactId>hadoop-hdfs</artifactId> <version>2.7.3</version> </dependency> <dependency> <groupId>org.apache.hadoop</groupId> <artifactId>hadoop-mapreduce-client-core</artifactId> <version>2.7.3</version> </dependency> <dependency> <groupId>org.apache.hadoop</groupId> <artifactId>hadoop-mapreduce-client-jobclient</artifactId> <version>2.7.3</version> </dependency> <dependency> <groupId>log4j</groupId> <artifactId>log4j</artifactId> <version>1.2.17</version> </dependency> </dependencies>
四、配置log4j
在src/main/resources
目录下新增log4j的配置文件log4j.properties
,内容如下:
log4j.rootLogger = debug,stdout ### 输出信息到控制抬 ### log4j.appender.stdout = org.apache.log4j.ConsoleAppender log4j.appender.stdout.Target = System.out log4j.appender.stdout.layout = org.apache.log4j.PatternLayout log4j.appender.stdout.layout.ConversionPattern = [%-5p] %d{yyyy-MM-dd HH:mm:ss,SSS} method:%l%n%m%n
五、启动Hadoop
启动Hadoop,运行命令:
cd hadoop-2.7.3/ ./sbin/start-all.sh
访问http://localhost:50070/查看hadoop是否正常启动。
六、运行WordCount(从本地读取文件)
在工程根目录下新建input文件夹,input文件夹下新增dream.txt,随便写入一些单词:
I have a dream a dream
在src/main/java目录下新建包,新增FileUtil.java,创建一个删除output文件的函数,以后就不用手动删除了。内容如下:
package com.mrtest.hadoop; import java.io.File; /** * Created by bee on 3/25/17. */ public class FileUtil { public static boolean deleteDir(String path) { File dir = new File(path); if (dir.exists()) { for (File f : dir.listFiles()) { if (f.isDirectory()) { deleteDir(f.getName()); } else { f.delete(); } } dir.delete(); return true; } else { System.out.println("文件(夹)不存在!"); return false; } } }
2、wordcount程序实现
1、编写map方法
package com.neusoft; import java.io.IOException; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Mapper; /** * 该类做为一个 mapTask 使用。类声名中所使用的四个泛型意义为别为: * * KEYIN: 默认情况下,是mr框架所读到的一行文本的起始偏移量,Long, * 但是在hadoop中有自己的更精简的序列化接口,所以不直接用Long,而用LongWritable * VALUEIN: 默认情况下,是mr框架所读到的一行文本的内容,String,同上,用Text * KEYOUT: 是用户自定义逻辑处理完成之后输出数据中的key,在此处是单词,String,同上,用Text * VALUEOUT:是用户自定义逻辑处理完成之后输出数据中的value,在此处是单词次数,Integer,同上,用IntWritable */ public class WordcountMapper extends Mapper<LongWritable, Text, Text, IntWritable> { /** * map阶段的业务逻辑就写在自定义的map()方法中 maptask会对每一行输入数据调用一次我们自定义的map()方法 */ @Override protected void map(LongWritable key, Text value, Context context) throws IOException, InterruptedException { // 将maptask传给我们的文本内容先转换成String String line = value.toString(); // 根据空格将这一行切分成单词 String[] words = line.split(" "); // 将单词输出为<单词,1> for (String word : words) { // 将单词作为key,将次数1作为value,以便于后续的数据分发,可以根据单词分发,以便于相同单词会到相同的reduce task context.write(new Text(word), new IntWritable(1)); } } }
2、编写reduce方法
package com.neusoft; import java.io.IOException; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Reducer; /** * 与 Mapper 类似,继承的同事声名四个泛型。 * KEYIN, VALUEIN 对应 mapper输出的KEYOUT,VALUEOUT类型对应 * KEYOUT, VALUEOUT 是自定义reduce逻辑处理结果的输出数据类型。此处 keyOut 表示单个单词,valueOut 对应的是总次数 */ public class WordcountReducer extends Reducer<Text, IntWritable, Text, IntWritable>{ /** * <angelababy,1><angelababy,1><angelababy,1><angelababy,1><angelababy,1> * <hello,1><hello,1><hello,1><hello,1><hello,1><hello,1> * <banana,1><banana,1><banana,1><banana,1><banana,1><banana,1> * 入参key,是一组相同单词kv对的key */ @Override protected void reduce(Text key, Iterable<IntWritable> values, Context context) throws IOException, InterruptedException { int count=0; for(IntWritable value : values){ count += value.get(); } context.write(key, new IntWritable(count)); //输出每一个单词出现的次数 } }
解释:
map()方法中我们设置的时候单词做为key,1作为value写出,比如
package com.neusoft; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.Path; import org.apache.hadoop.io.IntWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Job; import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; /** * 相当于一个yarn集群的客户端 * 需要在此封装我们的mr程序的相关运行参数,指定jar包 * 最后提交给yarn */ public class WordcountDriver { public static void main(String[] args) throws Exception { System.setProperty("hadoop.home.dir", "e:/hadoop-2.8.3"); if (args == null || args.length == 0) { return; } //该对象会默认读取环境中的 hadoop 配置。当然,也可以通过 set 重新进行配置 Configuration conf = new Configuration(); //job 是 yarn 中任务的抽象。 Job job = Job.getInstance(conf); /*job.setJar("/home/hadoop/wc.jar");*/ //指定本程序的jar包所在的本地路径 job.setJarByClass(WordcountDriver.class); //指定本业务job要使用的mapper/Reducer业务类 job.setMapperClass(WordcountMapper.class); job.setReducerClass(WordcountReducer.class); //指定mapper输出数据的kv类型。需要和 Mapper 中泛型的类型保持一致 job.setMapOutputKeyClass(Text.class); job.setMapOutputValueClass(IntWritable.class); //指定最终输出的数据的kv类型。这里也是 Reduce 的 key,value类型。 job.setOutputKeyClass(Text.class); job.setOutputValueClass(IntWritable.class); //指定job的输入原始文件所在目录 FileInputFormat.setInputPaths(job, new Path(args[0])); //指定job的输出结果所在目录 FileOutputFormat.setOutputPath(job, new Path(args[1])); //将job中配置的相关参数,以及job所用的java类所在的jar包,提交给yarn去运行 /*job.submit();*/ boolean res = job.waitForCompletion(true); System.exit(res?0:1); } }
这里在main函数中新增了一个String类型的数组,如果想用main函数的args数组接受参数,在运行时指定输入和输出路径也是可以的。运行WordCount之前,配置Configuration并指定Program arguments即可。
七、运行WordCount(从HDFS读取文件)
在HDFS上新建文件夹:
hadoop fs -mkdir /worddir
如果出现Namenode安全模式导致的不能创建文件夹提示:
mkdir: Cannot create directory /worddir. Name node is in safe mode.
运行以下命令关闭safe mode:
hadoop dfsadmin -safemode leave
上传本地文件:
hadoop fs -put dream.txt /worddir
修改otherArgs参数,指定输入为文件在HDFS上的路径:
String[] otherArgs = new String[]{"hdfs://localhost:9000/worddir/dream.txt","output"};
解决org.apache.hadoop.io.nativeio.NativeIO$Windows.access0(Ljava/lang/String;I)Z
这个问题来的有点莫名奇妙,之前我的hadoop运行一直是正常的,某一天开始运行Mapreduce就报这个错。
试过很多种方法都没有用,比如
1.path环境变量
2.Hadoop bin目录下hadoop.dll和winutils.exe
3.c:\windows\system32 下的hadoop.dll
4.64为jdk
条件都满足了还是报错
image
试了这些方法都没有用,最后只有改源码了。
下载相应版本的源码解压,找到NativeIO.java文件。将它加入到工程中去,如下图
修改NativeIO.java
最后重新执行程序就正常了
Windows7出现这个问题
需要在你的 Module下创建一个名为org.apache.hadoop.io.nativeio的包
在这个包下创建一个Class 名为 NativeIO
然后粘贴如下代码
/** * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * distributed with this work for additional information * regarding copyright ownership. The ASF licenses this file * to you under the Apache License, Version 2.0 (the * "License"); you may not use this file except in compliance * with the License. You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ package org.apache.hadoop.io.nativeio; import java.io.File; import java.io.FileDescriptor; import java.io.FileInputStream; import java.io.FileOutputStream; import java.io.IOException; import java.io.RandomAccessFile; import java.lang.reflect.Field; import java.nio.ByteBuffer; import java.nio.MappedByteBuffer; import java.nio.channels.FileChannel; import java.util.Map; import java.util.concurrent.ConcurrentHashMap; import org.apache.hadoop.classification.InterfaceAudience; import org.apache.hadoop.classification.InterfaceStability; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.fs.CommonConfigurationKeys; import org.apache.hadoop.fs.HardLink; import org.apache.hadoop.io.IOUtils; import org.apache.hadoop.io.SecureIOUtils.AlreadyExistsException; import org.apache.hadoop.util.NativeCodeLoader; import org.apache.hadoop.util.Shell; import org.apache.hadoop.util.PerformanceAdvisory; import org.apache.commons.logging.Log; import org.apache.commons.logging.LogFactory; import sun.misc.Unsafe; import com.google.common.annotations.VisibleForTesting; /** * JNI wrappers for various native IO-related calls not available in Java. * These functions should generally be used alongside a fallback to another * more portable mechanism. */ @InterfaceAudience.Private @InterfaceStability.Unstable public class NativeIO { public static class POSIX { // Flags for open() call from bits/fcntl.h public static final int O_RDONLY = 00; public static final int O_WRONLY = 01; public static final int O_RDWR = 02; public static final int O_CREAT = 0100; public static final int O_EXCL = 0200; public static final int O_NOCTTY = 0400; public static final int O_TRUNC = 01000; public static final int O_APPEND = 02000; public static final int O_NONBLOCK = 04000; public static final int O_SYNC = 010000; public static final int O_ASYNC = 020000; public static final int O_FSYNC = O_SYNC; public static final int O_NDELAY = O_NONBLOCK; // Flags for posix_fadvise() from bits/fcntl.h /* No further special treatment. */ public static final int POSIX_FADV_NORMAL = 0; /* Expect random page references. */ public static final int POSIX_FADV_RANDOM = 1; /* Expect sequential page references. */ public static final int POSIX_FADV_SEQUENTIAL = 2; /* Will need these pages. */ public static final int POSIX_FADV_WILLNEED = 3; /* Don't need these pages. */ public static final int POSIX_FADV_DONTNEED = 4; /* Data will be accessed once. */ public static final int POSIX_FADV_NOREUSE = 5; /* Wait upon writeout of all pages in the range before performing the write. */ public static final int SYNC_FILE_RANGE_WAIT_BEFORE = 1; /* Initiate writeout of all those dirty pages in the range which are not presently under writeback. */ public static final int SYNC_FILE_RANGE_WRITE = 2; /* Wait upon writeout of all pages in the range after performing the write. */ public static final int SYNC_FILE_RANGE_WAIT_AFTER = 4; private static final Log LOG = LogFactory.getLog(NativeIO.class); private static boolean nativeLoaded = false; private static boolean fadvisePossible = true; private static boolean syncFileRangePossible = true; static final String WORKAROUND_NON_THREADSAFE_CALLS_KEY = "hadoop.workaround.non.threadsafe.getpwuid"; static final boolean WORKAROUND_NON_THREADSAFE_CALLS_DEFAULT = true; private static long cacheTimeout = -1; private static CacheManipulator cacheManipulator = new CacheManipulator(); public static CacheManipulator getCacheManipulator() { return cacheManipulator; } public static void setCacheManipulator(CacheManipulator cacheManipulator) { POSIX.cacheManipulator = cacheManipulator; } /** * Used to manipulate the operating system cache. */ @VisibleForTesting public static class CacheManipulator { public void mlock(String identifier, ByteBuffer buffer, long len) throws IOException { POSIX.mlock(buffer, len); } public long getMemlockLimit() { return NativeIO.getMemlockLimit(); } public long getOperatingSystemPageSize() { return NativeIO.getOperatingSystemPageSize(); } public void posixFadviseIfPossible(String identifier, FileDescriptor fd, long offset, long len, int flags) throws NativeIOException { NativeIO.POSIX.posixFadviseIfPossible(identifier, fd, offset, len, flags); } public boolean verifyCanMlock() { return NativeIO.isAvailable(); } } /** * A CacheManipulator used for testing which does not actually call mlock. * This allows many tests to be run even when the operating system does not * allow mlock, or only allows limited mlocking. */ @VisibleForTesting public static class NoMlockCacheManipulator extends CacheManipulator { public void mlock(String identifier, ByteBuffer buffer, long len) throws IOException { LOG.info("mlocking " + identifier); } public long getMemlockLimit() { return 1125899906842624L; } public long getOperatingSystemPageSize() { return 4096; } public boolean verifyCanMlock() { return true; } } static { if (NativeCodeLoader.isNativeCodeLoaded()) { try { Configuration conf = new Configuration(); workaroundNonThreadSafePasswdCalls = conf.getBoolean( WORKAROUND_NON_THREADSAFE_CALLS_KEY, WORKAROUND_NON_THREADSAFE_CALLS_DEFAULT); initNative(); nativeLoaded = true; cacheTimeout = conf.getLong( CommonConfigurationKeys.HADOOP_SECURITY_UID_NAME_CACHE_TIMEOUT_KEY, CommonConfigurationKeys.HADOOP_SECURITY_UID_NAME_CACHE_TIMEOUT_DEFAULT) * 1000; LOG.debug("Initialized cache for IDs to User/Group mapping with a " + " cache timeout of " + cacheTimeout/1000 + " seconds."); } catch (Throwable t) { // This can happen if the user has an older version of libhadoop.so // installed - in this case we can continue without native IO // after warning PerformanceAdvisory.LOG.debug("Unable to initialize NativeIO libraries", t); } } } /** * Return true if the JNI-based native IO extensions are available. */ public static boolean isAvailable() { return NativeCodeLoader.isNativeCodeLoaded() && nativeLoaded; } private static void assertCodeLoaded() throws IOException { if (!isAvailable()) { throw new IOException("NativeIO was not loaded"); } } /** Wrapper around open(2) */ public static native FileDescriptor open(String path, int flags, int mode) throws IOException; /** Wrapper around fstat(2) */ private static native Stat fstat(FileDescriptor fd) throws IOException; /** Native chmod implementation. On UNIX, it is a wrapper around chmod(2) */ private static native void chmodImpl(String path, int mode) throws IOException; public static void chmod(String path, int mode) throws IOException { if (!Shell.WINDOWS) { chmodImpl(path, mode); } else { try { chmodImpl(path, mode); } catch (NativeIOException nioe) { if (nioe.getErrorCode() == 3) { throw new NativeIOException("No such file or directory", Errno.ENOENT); } else { LOG.warn(String.format("NativeIO.chmod error (%d): %s", nioe.getErrorCode(), nioe.getMessage())); throw new NativeIOException("Unknown error", Errno.UNKNOWN); } } } } /** Wrapper around posix_fadvise(2) */ static native void posix_fadvise( FileDescriptor fd, long offset, long len, int flags) throws NativeIOException; /** Wrapper around sync_file_range(2) */ static native void sync_file_range( FileDescriptor fd, long offset, long nbytes, int flags) throws NativeIOException; /** * Call posix_fadvise on the given file descriptor. See the manpage * for this syscall for more information. On systems where this * call is not available, does nothing. * * @throws NativeIOException if there is an error with the syscall */ static void posixFadviseIfPossible(String identifier, FileDescriptor fd, long offset, long len, int flags) throws NativeIOException { if (nativeLoaded && fadvisePossible) { try { posix_fadvise(fd, offset, len, flags); } catch (UnsupportedOperationException uoe) { fadvisePossible = false; } catch (UnsatisfiedLinkError ule) { fadvisePossible = false; } } } /** * Call sync_file_range on the given file descriptor. See the manpage * for this syscall for more information. On systems where this * call is not available, does nothing. * * @throws NativeIOException if there is an error with the syscall */ public static void syncFileRangeIfPossible( FileDescriptor fd, long offset, long nbytes, int flags) throws NativeIOException { if (nativeLoaded && syncFileRangePossible) { try { sync_file_range(fd, offset, nbytes, flags); } catch (UnsupportedOperationException uoe) { syncFileRangePossible = false; } catch (UnsatisfiedLinkError ule) { syncFileRangePossible = false; } } } static native void mlock_native( ByteBuffer buffer, long len) throws NativeIOException; /** * Locks the provided direct ByteBuffer into memory, preventing it from * swapping out. After a buffer is locked, future accesses will not incur * a page fault. * * See the mlock(2) man page for more information. * * @throws NativeIOException */ static void mlock(ByteBuffer buffer, long len) throws IOException { assertCodeLoaded(); if (!buffer.isDirect()) { throw new IOException("Cannot mlock a non-direct ByteBuffer"); } mlock_native(buffer, len); } /** * Unmaps the block from memory. See munmap(2). * * There isn't any portable way to unmap a memory region in Java. * So we use the sun.nio method here. * Note that unmapping a memory region could cause crashes if code * continues to reference the unmapped code. However, if we don't * manually unmap the memory, we are dependent on the finalizer to * do it, and we have no idea when the finalizer will run. * * @param buffer The buffer to unmap. */ public static void munmap(MappedByteBuffer buffer) { if (buffer instanceof sun.nio.ch.DirectBuffer) { sun.misc.Cleaner cleaner = ((sun.nio.ch.DirectBuffer)buffer).cleaner(); cleaner.clean(); } } /** Linux only methods used for getOwner() implementation */ private static native long getUIDforFDOwnerforOwner(FileDescriptor fd) throws IOException; private static native String getUserName(long uid) throws IOException; /** * Result type of the fstat call */ public static class Stat { private int ownerId, groupId; private String owner, group; private int mode; // Mode constants public static final int S_IFMT = 0170000; /* type of file */ public static final int S_IFIFO = 0010000; /* named pipe (fifo) */ public static final int S_IFCHR = 0020000; /* character special */ public static final int S_IFDIR = 0040000; /* directory */ public static final int S_IFBLK = 0060000; /* block special */ public static final int S_IFREG = 0100000; /* regular */ public static final int S_IFLNK = 0120000; /* symbolic link */ public static final int S_IFSOCK = 0140000; /* socket */ public static final int S_IFWHT = 0160000; /* whiteout */ public static final int S_ISUID = 0004000; /* set user id on execution */ public static final int S_ISGID = 0002000; /* set group id on execution */ public static final int S_ISVTX = 0001000; /* save swapped text even after use */ public static final int S_IRUSR = 0000400; /* read permission, owner */ public static final int S_IWUSR = 0000200; /* write permission, owner */ public static final int S_IXUSR = 0000100; /* execute/search permission, owner */ Stat(int ownerId, int groupId, int mode) { this.ownerId = ownerId; this.groupId = groupId; this.mode = mode; } Stat(String owner, String group, int mode) { if (!Shell.WINDOWS) { this.owner = owner; } else { this.owner = stripDomain(owner); } if (!Shell.WINDOWS) { this.group = group; } else { this.group = stripDomain(group); } this.mode = mode; } @Override public String toString() { return "Stat(owner='" + owner + "', group='" + group + "'" + ", mode=" + mode + ")"; } public String getOwner() { return owner; } public String getGroup() { return group; } public int getMode() { return mode; } } /** * Returns the file stat for a file descriptor. * * @param fd file descriptor. * @return the file descriptor file stat. * @throws IOException thrown if there was an IO error while obtaining the file stat. */ public static Stat getFstat(FileDescriptor fd) throws IOException { Stat stat = null; if (!Shell.WINDOWS) { stat = fstat(fd); stat.owner = getName(IdCache.USER, stat.ownerId); stat.group = getName(IdCache.GROUP, stat.groupId); } else { try { stat = fstat(fd); } catch (NativeIOException nioe) { if (nioe.getErrorCode() == 6) { throw new NativeIOException("The handle is invalid.", Errno.EBADF); } else { LOG.warn(String.format("NativeIO.getFstat error (%d): %s", nioe.getErrorCode(), nioe.getMessage())); throw new NativeIOException("Unknown error", Errno.UNKNOWN); } } } return stat; } private static String getName(IdCache domain, int id) throws IOException { Map<Integer, CachedName> idNameCache = (domain == IdCache.USER) ? USER_ID_NAME_CACHE : GROUP_ID_NAME_CACHE; String name; CachedName cachedName = idNameCache.get(id); long now = System.currentTimeMillis(); if (cachedName != null && (cachedName.timestamp + cacheTimeout) > now) { name = cachedName.name; } else { name = (domain == IdCache.USER) ? getUserName(id) : getGroupName(id); if (LOG.isDebugEnabled()) { String type = (domain == IdCache.USER) ? "UserName" : "GroupName"; LOG.debug("Got " + type + " " + name + " for ID " + id + " from the native implementation"); } cachedName = new CachedName(name, now); idNameCache.put(id, cachedName); } return name; } static native String getUserName(int uid) throws IOException; static native String getGroupName(int uid) throws IOException; private static class CachedName { final long timestamp; final String name; public CachedName(String name, long timestamp) { this.name = name; this.timestamp = timestamp; } } private static final Map<Integer, CachedName> USER_ID_NAME_CACHE = new ConcurrentHashMap<Integer, CachedName>(); private static final Map<Integer, CachedName> GROUP_ID_NAME_CACHE = new ConcurrentHashMap<Integer, CachedName>(); private enum IdCache { USER, GROUP } public final static int MMAP_PROT_READ = 0x1; public final static int MMAP_PROT_WRITE = 0x2; public final static int MMAP_PROT_EXEC = 0x4; public static native long mmap(FileDescriptor fd, int prot, boolean shared, long length) throws IOException; public static native void munmap(long addr, long length) throws IOException; } private static boolean workaroundNonThreadSafePasswdCalls = false; public static class Windows { // Flags for CreateFile() call on Windows public static final long GENERIC_READ = 0x80000000L; public static final long GENERIC_WRITE = 0x40000000L; public static final long FILE_SHARE_READ = 0x00000001L; public static final long FILE_SHARE_WRITE = 0x00000002L; public static final long FILE_SHARE_DELETE = 0x00000004L; public static final long CREATE_NEW = 1; public static final long CREATE_ALWAYS = 2; public static final long OPEN_EXISTING = 3; public static final long OPEN_ALWAYS = 4; public static final long TRUNCATE_EXISTING = 5; public static final long FILE_BEGIN = 0; public static final long FILE_CURRENT = 1; public static final long FILE_END = 2; public static final long FILE_ATTRIBUTE_NORMAL = 0x00000080L; /** * Create a directory with permissions set to the specified mode. By setting * permissions at creation time, we avoid issues related to the user lacking * WRITE_DAC rights on subsequent chmod calls. One example where this can * occur is writing to an SMB share where the user does not have Full Control * rights, and therefore WRITE_DAC is denied. * * @param path directory to create * @param mode permissions of new directory * @throws IOException if there is an I/O error */ public static void createDirectoryWithMode(File path, int mode) throws IOException { createDirectoryWithMode0(path.getAbsolutePath(), mode); } /** Wrapper around CreateDirectory() on Windows */ private static native void createDirectoryWithMode0(String path, int mode) throws NativeIOException; /** Wrapper around CreateFile() on Windows */ public static native FileDescriptor createFile(String path, long desiredAccess, long shareMode, long creationDisposition) throws IOException; /** * Create a file for write with permissions set to the specified mode. By * setting permissions at creation time, we avoid issues related to the user * lacking WRITE_DAC rights on subsequent chmod calls. One example where * this can occur is writing to an SMB share where the user does not have * Full Control rights, and therefore WRITE_DAC is denied. * * This method mimics the semantics implemented by the JDK in * {@link java.io.FileOutputStream}. The file is opened for truncate or * append, the sharing mode allows other readers and writers, and paths * longer than MAX_PATH are supported. (See io_util_md.c in the JDK.) * * @param path file to create * @param append if true, then open file for append * @param mode permissions of new directory * @return FileOutputStream of opened file * @throws IOException if there is an I/O error */ public static FileOutputStream createFileOutputStreamWithMode(File path, boolean append, int mode) throws IOException { long desiredAccess = GENERIC_WRITE; long shareMode = FILE_SHARE_READ | FILE_SHARE_WRITE; long creationDisposition = append ? OPEN_ALWAYS : CREATE_ALWAYS; return new FileOutputStream(createFileWithMode0(path.getAbsolutePath(), desiredAccess, shareMode, creationDisposition, mode)); } /** Wrapper around CreateFile() with security descriptor on Windows */ private static native FileDescriptor createFileWithMode0(String path, long desiredAccess, long shareMode, long creationDisposition, int mode) throws NativeIOException; /** Wrapper around SetFilePointer() on Windows */ public static native long setFilePointer(FileDescriptor fd, long distanceToMove, long moveMethod) throws IOException; /** Windows only methods used for getOwner() implementation */ private static native String getOwner(FileDescriptor fd) throws IOException; /** Supported list of Windows access right flags */ public static enum AccessRight { ACCESS_READ (0x0001), // FILE_READ_DATA ACCESS_WRITE (0x0002), // FILE_WRITE_DATA ACCESS_EXECUTE (0x0020); // FILE_EXECUTE private final int accessRight; AccessRight(int access) { accessRight = access; } public int accessRight() { return accessRight; } }; /** Windows only method used to check if the current process has requested * access rights on the given path. */ private static native boolean access0(String path, int requestedAccess); /** * Checks whether the current process has desired access rights on * the given path. * * Longer term this native function can be substituted with JDK7 * function Files#isReadable, isWritable, isExecutable. * * @param path input path * @param desiredAccess ACCESS_READ, ACCESS_WRITE or ACCESS_EXECUTE * @return true if access is allowed * @throws IOException I/O exception on error */ public static boolean access(String path, AccessRight desiredAccess) throws IOException { return true; // return access0(path, desiredAccess.accessRight()); } /** * Extends both the minimum and maximum working set size of the current * process. This method gets the current minimum and maximum working set * size, adds the requested amount to each and then sets the minimum and * maximum working set size to the new values. Controlling the working set * size of the process also controls the amount of memory it can lock. * * @param delta amount to increment minimum and maximum working set size * @throws IOException for any error * @see POSIX#mlock(ByteBuffer, long) */ public static native void extendWorkingSetSize(long delta) throws IOException; static { if (NativeCodeLoader.isNativeCodeLoaded()) { try { initNative(); nativeLoaded = true; } catch (Throwable t) { // This can happen if the user has an older version of libhadoop.so // installed - in this case we can continue without native IO // after warning PerformanceAdvisory.LOG.debug("Unable to initialize NativeIO libraries", t); } } } } private static final Log LOG = LogFactory.getLog(NativeIO.class); private static boolean nativeLoaded = false; static { if (NativeCodeLoader.isNativeCodeLoaded()) { try { initNative(); nativeLoaded = true; } catch (Throwable t) { // This can happen if the user has an older version of libhadoop.so // installed - in this case we can continue without native IO // after warning PerformanceAdvisory.LOG.debug("Unable to initialize NativeIO libraries", t); } } } /** * Return true if the JNI-based native IO extensions are available. */ public static boolean isAvailable() { return NativeCodeLoader.isNativeCodeLoaded() && nativeLoaded; } /** Initialize the JNI method ID and class ID cache */ private static native void initNative(); /** * Get the maximum number of bytes that can be locked into memory at any * given point. * * @return 0 if no bytes can be locked into memory; * Long.MAX_VALUE if there is no limit; * The number of bytes that can be locked into memory otherwise. */ static long getMemlockLimit() { return isAvailable() ? getMemlockLimit0() : 0; } private static native long getMemlockLimit0(); /** * @return the operating system's page size. */ static long getOperatingSystemPageSize() { try { Field f = Unsafe.class.getDeclaredField("theUnsafe"); f.setAccessible(true); Unsafe unsafe = (Unsafe)f.get(null); return unsafe.pageSize(); } catch (Throwable e) { LOG.warn("Unable to get operating system page size. Guessing 4096.", e); return 4096; } } private static class CachedUid { final long timestamp; final String username; public CachedUid(String username, long timestamp) { this.timestamp = timestamp; this.username = username; } } private static final Map<Long, CachedUid> uidCache = new ConcurrentHashMap<Long, CachedUid>(); private static long cacheTimeout; private static boolean initialized = false; /** * The Windows logon name has two part, NetBIOS domain name and * user account name, of the format DOMAIN\UserName. This method * will remove the domain part of the full logon name. * * @param Fthe full principal name containing the domain * @return name with domain removed */ private static String stripDomain(String name) { int i = name.indexOf('\\'); if (i != -1) name = name.substring(i + 1); return name; } public static String getOwner(FileDescriptor fd) throws IOException { ensureInitialized(); if (Shell.WINDOWS) { String owner = Windows.getOwner(fd); owner = stripDomain(owner); return owner; } else { long uid = POSIX.getUIDforFDOwnerforOwner(fd); CachedUid cUid = uidCache.get(uid); long now = System.currentTimeMillis(); if (cUid != null && (cUid.timestamp + cacheTimeout) > now) { return cUid.username; } String user = POSIX.getUserName(uid); LOG.info("Got UserName " + user + " for UID " + uid + " from the native implementation"); cUid = new CachedUid(user, now); uidCache.put(uid, cUid); return user; } } /** * Create a FileInputStream that shares delete permission on the * file opened, i.e. other process can delete the file the * FileInputStream is reading. Only Windows implementation uses * the native interface. */ public static FileInputStream getShareDeleteFileInputStream(File f) throws IOException { if (!Shell.WINDOWS) { // On Linux the default FileInputStream shares delete permission // on the file opened. // return new FileInputStream(f); } else { // Use Windows native interface to create a FileInputStream that // shares delete permission on the file opened. // FileDescriptor fd = Windows.createFile( f.getAbsolutePath(), Windows.GENERIC_READ, Windows.FILE_SHARE_READ | Windows.FILE_SHARE_WRITE | Windows.FILE_SHARE_DELETE, Windows.OPEN_EXISTING); return new FileInputStream(fd); } } /** * Create a FileInputStream that shares delete permission on the * file opened at a given offset, i.e. other process can delete * the file the FileInputStream is reading. Only Windows implementation * uses the native interface. */ public static FileInputStream getShareDeleteFileInputStream(File f, long seekOffset) throws IOException { if (!Shell.WINDOWS) { RandomAccessFile rf = new RandomAccessFile(f, "r"); if (seekOffset > 0) { rf.seek(seekOffset); } return new FileInputStream(rf.getFD()); } else { // Use Windows native interface to create a FileInputStream that // shares delete permission on the file opened, and set it to the // given offset. // FileDescriptor fd = NativeIO.Windows.createFile( f.getAbsolutePath(), NativeIO.Windows.GENERIC_READ, NativeIO.Windows.FILE_SHARE_READ | NativeIO.Windows.FILE_SHARE_WRITE | NativeIO.Windows.FILE_SHARE_DELETE, NativeIO.Windows.OPEN_EXISTING); if (seekOffset > 0) NativeIO.Windows.setFilePointer(fd, seekOffset, NativeIO.Windows.FILE_BEGIN); return new FileInputStream(fd); } } /** * Create the specified File for write access, ensuring that it does not exist. * @param f the file that we want to create * @param permissions we want to have on the file (if security is enabled) * * @throws AlreadyExistsException if the file already exists * @throws IOException if any other error occurred */ public static FileOutputStream getCreateForWriteFileOutputStream(File f, int permissions) throws IOException { if (!Shell.WINDOWS) { // Use the native wrapper around open(2) try { FileDescriptor fd = NativeIO.POSIX.open(f.getAbsolutePath(), NativeIO.POSIX.O_WRONLY | NativeIO.POSIX.O_CREAT | NativeIO.POSIX.O_EXCL, permissions); return new FileOutputStream(fd); } catch (NativeIOException nioe) { if (nioe.getErrno() == Errno.EEXIST) { throw new AlreadyExistsException(nioe); } throw nioe; } } else { // Use the Windows native APIs to create equivalent FileOutputStream try { FileDescriptor fd = NativeIO.Windows.createFile(f.getCanonicalPath(), NativeIO.Windows.GENERIC_WRITE, NativeIO.Windows.FILE_SHARE_DELETE | NativeIO.Windows.FILE_SHARE_READ | NativeIO.Windows.FILE_SHARE_WRITE, NativeIO.Windows.CREATE_NEW); NativeIO.POSIX.chmod(f.getCanonicalPath(), permissions); return new FileOutputStream(fd); } catch (NativeIOException nioe) { if (nioe.getErrorCode() == 80) { // ERROR_FILE_EXISTS // 80 (0x50) // The file exists throw new AlreadyExistsException(nioe); } throw nioe; } } } private synchronized static void ensureInitialized() { if (!initialized) { cacheTimeout = new Configuration().getLong("hadoop.security.uid.cache.secs", 4*60*60) * 1000; LOG.info("Initialized cache for UID to User mapping with a cache" + " timeout of " + cacheTimeout/1000 + " seconds."); initialized = true; } } /** * A version of renameTo that throws a descriptive exception when it fails. * * @param src The source path * @param dst The destination path * * @throws NativeIOException On failure. */ public static void renameTo(File src, File dst) throws IOException { if (!nativeLoaded) { if (!src.renameTo(dst)) { throw new IOException("renameTo(src=" + src + ", dst=" + dst + ") failed."); } } else { renameTo0(src.getAbsolutePath(), dst.getAbsolutePath()); } } public static void link(File src, File dst) throws IOException { if (!nativeLoaded) { HardLink.createHardLink(src, dst); } else { link0(src.getAbsolutePath(), dst.getAbsolutePath()); } } /** * A version of renameTo that throws a descriptive exception when it fails. * * @param src The source path * @param dst The destination path * * @throws NativeIOException On failure. */ private static native void renameTo0(String src, String dst) throws NativeIOException; private static native void link0(String src, String dst) throws NativeIOException; /** * Unbuffered file copy from src to dst without tainting OS buffer cache * * In POSIX platform: * It uses FileChannel#transferTo() which internally attempts * unbuffered IO on OS with native sendfile64() support and falls back to * buffered IO otherwise. * * It minimizes the number of FileChannel#transferTo call by passing the the * src file size directly instead of a smaller size as the 3rd parameter. * This saves the number of sendfile64() system call when native sendfile64() * is supported. In the two fall back cases where sendfile is not supported, * FileChannle#transferTo already has its own batching of size 8 MB and 8 KB, * respectively. * * In Windows Platform: * It uses its own native wrapper of CopyFileEx with COPY_FILE_NO_BUFFERING * flag, which is supported on Windows Server 2008 and above. * * Ideally, we should use FileChannel#transferTo() across both POSIX and Windows * platform. Unfortunately, the wrapper(Java_sun_nio_ch_FileChannelImpl_transferTo0) * used by FileChannel#transferTo for unbuffered IO is not implemented on Windows. * Based on OpenJDK 6/7/8 source code, Java_sun_nio_ch_FileChannelImpl_transferTo0 * on Windows simply returns IOS_UNSUPPORTED. * * Note: This simple native wrapper does minimal parameter checking before copy and * consistency check (e.g., size) after copy. * It is recommended to use wrapper function like * the Storage#nativeCopyFileUnbuffered() function in hadoop-hdfs with pre/post copy * checks. * * @param src The source path * @param dst The destination path * @throws IOException */ public static void copyFileUnbuffered(File src, File dst) throws IOException { if (nativeLoaded && Shell.WINDOWS) { copyFileUnbuffered0(src.getAbsolutePath(), dst.getAbsolutePath()); } else { FileInputStream fis = null; FileOutputStream fos = null; FileChannel input = null; FileChannel output = null; try { fis = new FileInputStream(src); fos = new FileOutputStream(dst); input = fis.getChannel(); output = fos.getChannel(); long remaining = input.size(); long position = 0; long transferred = 0; while (remaining > 0) { transferred = input.transferTo(position, remaining, output); remaining -= transferred; position += transferred; } } finally { IOUtils.cleanup(LOG, output); IOUtils.cleanup(LOG, fos); IOUtils.cleanup(LOG, input); IOUtils.cleanup(LOG, fis); } } } private static native void copyFileUnbuffered0(String src, String dst) throws NativeIOException; }
然后应该就可以了
将程序放到hadoop集群运行
1.打包插件
<plugins> <plugin> <groupId>org.apache.maven.plugins</groupId> <artifactId>maven-jar-plugin</artifactId> <configuration> <archive> <manifest> <!-- 指定 mainclass,该配置将最终体现在jar包manifest文件中 --> <mainClass>com.roadom.WordcountDriver</mainClass> </manifest> </archive> <classesDirectory> </classesDirectory> </configuration> </plugin> </plugins>
1.打jar包
2.将jar包(不包括hadoop lib)上传到hadoop集群
D:\hadoopmr\out\artifacts\hadoopmr_jar\hadoopmr.jar
3.执行命令运行mr作业
./hadoop jar hadoopmr.jar com.neusoft.WordCount /wc.input /out42
可能遇到的问题
hadoop.dll 和 winutils.exe 添加到hadoop解压目录
如果双击winutils.exe弹出错误,需要安装
DirectX_Repair_3.7_Enhanced_XiaZaiBa.zip
更新电脑的dll
MapReduce优化之Combiner
https://blog.csdn.net/qq_38262266/article/details/79185631