hadoop运行mahout问题解决方法
问题1:
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java.lang.IncompatibleClassChangeError:Found interface org.apache.hadoop.mapreduce.JobContext, but class was expected at org.apache.mahout.common.HadoopUtil.getCustomJobName(HadoopUtil.java:174) at org.apache.mahout.common.AbstractJob.prepareJob(AbstractJob.java:614) at org.apache.mahout.cf.taste.hadoop.preparation.PreparePreferenceMatrixJob.run(PreparePreferenceMatrixJob.java:73) at org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:70)
hadoop还不能支持hadoop1
问题2:
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[root@crxy170 ~]# mahout hadoop jar jar.jar cmd.client.app.ClientAPP MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath. Running on hadoop, using /usr/lib/hadoop/bin/hadoop and HADOOP_CONF_DIR=/etc/hadoop/conf SLF4J:Class path contains multiple SLF4J bindings. SLF4J:Found binding in[jar:file:/usr/lib/zookeeper/lib/slf4j-log4j12-1.7.5.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J:Found binding in[jar:file:/usr/local/hbase-0.98.8-hadoop2/lib/slf4j-log4j12-1.6.4.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J:Found binding in[jar:file:/usr/local/mahout0.9/mahout-core-0.9-job.jar!/org/slf4j/impl/StaticLoggerBinder.class] SLF4J:See http://www.slf4j.org/codes.html#multiple_bindings for an explanation. SLF4J:Actual binding is of type [org.slf4j.impl.Log4jLoggerFactory] 14/12/0600:10:32 INFO common.AbstractJob:Command line arguments:{--booleanData=[true],--endPhase=[2147483647],--input=[hdfs://192.168.1.170:8020/user/root/userCF],--maxPrefsInItemSimilarity=[500],--maxPrefsPerUser=[10],--maxSimilaritiesPerItem=[100],--minPrefsPerUser=[1],--numRecommendations=[10],--output=[hdfs://192.168.1.170:8020/user/root/userCF/result/],--similarityClassname=[org.apache.mahout.math.hadoop.similarity.cooccurrence.measures.EuclideanDistanceSimilarity],--startPhase=[0],--tempDir=[hdfs://192.168.1.170:8020/tmp/1417795832292]} 14/12/0600:10:32 INFO common.AbstractJob:Command line arguments:{--booleanData=[true],--endPhase=[2147483647],--input=[hdfs://192.168.1.170:8020/user/root/userCF],--minPrefsPerUser=[1],--output=[hdfs://192.168.1.170:8020/tmp/1417795832292/preparePreferenceMatrix],--ratingShift=[0.0],--startPhase=[0],--tempDir=[hdfs://192.168.1.170:8020/tmp/1417795832292]} 14/12/0600:10:33 INFO Configuration.deprecation: mapred.input.dir is deprecated.Instead, use mapreduce.input.fileinputformat.inputdir 14/12/0600:10:33 INFO Configuration.deprecation: mapred.compress.map.output is deprecated.Instead, use mapreduce.map.output.compress 14/12/0600:10:33 INFO Configuration.deprecation: mapred.output.dir is deprecated.Instead, use mapreduce.output.fileoutputformat.outputdir 14/12/0600:10:33 INFO client.RMProxy:Connecting to ResourceManager at crxy171.crxy/192.168.1.171:8032 14/12/0600:10:35 INFO input.FileInputFormat:Total input paths to process :1 14/12/0600:10:35 INFO mapreduce.JobSubmitter: number of splits:1 14/12/0600:10:35 INFO mapreduce.JobSubmitter:Submitting tokens for job: job_1417519292729_0030 14/12/0600:10:35 INFO impl.YarnClientImpl:Submitted application application_1417519292729_0030 14/12/0600:10:35 INFO mapreduce.Job:The url to track the job: http://crxy171.crxy:8088/proxy/application_1417519292729_0030/ 14/12/0600:10:35 INFO mapreduce.Job:Running job: job_1417519292729_0030 14/12/0600:10:43 INFO mapreduce.Job:Job job_1417519292729_0030 running in uber mode : false 14/12/0600:10:43 INFO mapreduce.Job: map 0% reduce 0% 14/12/0600:10:49 INFO mapreduce.Job: map 100% reduce 0% 14/12/0600:10:56 INFO mapreduce.Job: map 100% reduce 100% 14/12/0600:10:56 INFO mapreduce.Job:Job job_1417519292729_0030 completed successfully 14/12/0600:10:56 INFO mapreduce.Job:Counters:49 FileSystemCounters FILE:Number of bytes read=54 FILE:Number of bytes written=182573 FILE:Number of read operations=0 FILE:Number of large read operations=0 FILE:Number of write operations=0 HDFS:Number of bytes read=326 HDFS:Number of bytes written=187 HDFS:Number of read operations=6 HDFS:Number of large read operations=0 HDFS:Number of write operations=2 JobCounters Launched map tasks=1 Launched reduce tasks=1 Rack-local map tasks=1 Total time spent by all maps in occupied slots (ms)=3962 Total time spent by all reduces in occupied slots (ms)=4134 Total time spent by all map tasks (ms)=3962 Total time spent by all reduce tasks (ms)=4134 Total vcore-seconds taken by all map tasks=3962 Total vcore-seconds taken by all reduce tasks=4134 Total megabyte-seconds taken by all map tasks=4057088 Total megabyte-seconds taken by all reduce tasks=4233216 Map-ReduceFramework Map input records=21 Map output records=21 Map output bytes=84 Map output materialized bytes=46 Input split bytes=116 Combine input records=21 Combine output records=7 Reduce input groups=7 Reduce shuffle bytes=46 Reduce input records=7 Reduce output records=7 SpilledRecords=14 ShuffledMaps=1 FailedShuffles=0 MergedMap outputs=1 GC time elapsed (ms)=98 CPU time spent (ms)=2330 Physical memory (bytes) snapshot=460136448 Virtual memory (bytes) snapshot=1795633152 Total committed heap usage (bytes)=355467264 ShuffleErrors BAD_ID=0 CONNECTION=0 IO_ERROR=0 WRONG_LENGTH=0 WRONG_MAP=0 WRONG_REDUCE=0 FileInputFormatCounters BytesRead=210 FileOutputFormatCounters BytesWritten=187 14/12/0600:10:56 INFO client.RMProxy:Connecting to ResourceManager at crxy171.crxy/192.168.1.171:8032 14/12/0600:10:56 INFO input.FileInputFormat:Total input paths to process :1 14/12/0600:10:57 INFO mapreduce.JobSubmitter: number of splits:1 14/12/0600:10:57 INFO mapreduce.JobSubmitter:Submitting tokens for job: job_1417519292729_0031 14/12/0600:10:57 INFO impl.YarnClientImpl:Submitted application application_1417519292729_0031 14/12/0600:10:57 INFO mapreduce.Job:The url to track the job: http://crxy171.crxy:8088/proxy/application_1417519292729_0031/ 14/12/0600:10:57 INFO mapreduce.Job:Running job: job_1417519292729_0031 14/12/0600:11:08 INFO mapreduce.Job:Job job_1417519292729_0031 running in uber mode : false 14/12/0600:11:08 INFO mapreduce.Job: map 0% reduce 0% 14/12/0600:11:08 INFO mapreduce.Job:Job job_1417519292729_0031 failed with state FAILED due to:Application application_1417519292729_0031 failed 2 times due to AM Containerfor appattempt_1417519292729_0031_000002 exited with exitCode:1 due to:Exception from container-launch: org.apache.hadoop.util.Shell$ExitCodeException: org.apache.hadoop.util.Shell$ExitCodeException: at org.apache.hadoop.util.Shell.runCommand(Shell.java:511) at org.apache.hadoop.util.Shell.run(Shell.java:424) at org.apache.hadoop.util.Shell$ShellCommandExecutor.execute(Shell.java:656) at org.apache.hadoop.yarn.server.nodemanager.DefaultContainerExecutor.launchContainer(DefaultContainerExecutor.java:195) at org.apache.hadoop.yarn.server.nodemanager.containermanager.launcher.ContainerLaunch.call(ContainerLaunch.java:300) at org.apache.hadoop.yarn.server.nodemanager.containermanager.launcher.ContainerLaunch.call(ContainerLaunch.java:81) at java.util.concurrent.FutureTask.run(FutureTask.java:262) at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145) at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615) at java.lang.Thread.run(Thread.java:745) Container exited with a non-zero exit code 1 .Failing this attempt..Failing the application. 14/12/0600:11:08 INFO mapreduce.Job:Counters:0 java.io.FileNotFoundException:File does not exist:/tmp/1417795832292/preparePreferenceMatrix/numUsers.bin at org.apache.hadoop.hdfs.server.namenode.INodeFile.valueOf(INodeFile.java:65) at org.apache.hadoop.hdfs.server.namenode.INodeFile.valueOf(INodeFile.java:55) at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.getBlockLocationsUpdateTimes(FSNamesystem.java:1726) at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.getBlockLocationsInt(FSNamesystem.java:1669) at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.getBlockLocations(FSNamesystem.java:1649) at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.getBlockLocations(FSNamesystem.java:1621) at org.apache.hadoop.hdfs.server.namenode.NameNodeRpcServer.getBlockLocations(NameNodeRpcServer.java:482) at org.apache.hadoop.hdfs.protocolPB.ClientNamenodeProtocolServerSideTranslatorPB.getBlockLocations(ClientNamenodeProtocolServerSideTranslatorPB.java:322) at org.apache.hadoop.hdfs.protocol.proto.ClientNamenodeProtocolProtos$ClientNamenodeProtocol$2.callBlockingMethod(ClientNamenodeProtocolProtos.java) at org.apache.hadoop.ipc.ProtobufRpcEngine$Server$ProtoBufRpcInvoker.call(ProtobufRpcEngine.java:585) at org.apache.hadoop.ipc.RPC$Server.call(RPC.java:1026) at org.apache.hadoop.ipc.Server$Handler$1.run(Server.java:1986) at org.apache.hadoop.ipc.Server$Handler$1.run(Server.java:1982) at java.security.AccessController.doPrivileged(NativeMethod) at javax.security.auth.Subject.doAs(Subject.java:415) at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1554) at org.apache.hadoop.ipc.Server$Handler.run(Server.java:1980) at sun.reflect.NativeConstructorAccessorImpl.newInstance0(NativeMethod) at sun.reflect.NativeConstructorAccessorImpl.newInstance(NativeConstructorAccessorImpl.java:57) at sun.reflect.DelegatingConstructorAccessorImpl.newInstance(DelegatingConstructorAccessorImpl.java:45) at java.lang.reflect.Constructor.newInstance(Constructor.java:526) at org.apache.hadoop.ipc.RemoteException.instantiateException(RemoteException.java:106) at org.apache.hadoop.ipc.RemoteException.unwrapRemoteException(RemoteException.java:73) at org.apache.hadoop.hdfs.DFSClient.callGetBlockLocations(DFSClient.java:1140) at org.apache.hadoop.hdfs.DFSClient.getLocatedBlocks(DFSClient.java:1128) at org.apache.hadoop.hdfs.DFSClient.getLocatedBlocks(DFSClient.java:1118) at org.apache.hadoop.hdfs.DFSInputStream.fetchLocatedBlocksAndGetLastBlockLength(DFSInputStream.java:264) at org.apache.hadoop.hdfs.DFSInputStream.openInfo(DFSInputStream.java:231) at org.apache.hadoop.hdfs.DFSInputStream.<init>(DFSInputStream.java:224) at org.apache.hadoop.hdfs.DFSClient.open(DFSClient.java:1291) at org.apache.hadoop.hdfs.DistributedFileSystem$3.doCall(DistributedFileSystem.java:300) at org.apache.hadoop.hdfs.DistributedFileSystem$3.doCall(DistributedFileSystem.java:296) at org.apache.hadoop.fs.FileSystemLinkResolver.resolve(FileSystemLinkResolver.java:81) at org.apache.hadoop.hdfs.DistributedFileSystem.open(DistributedFileSystem.java:296) at org.apache.hadoop.fs.FileSystem.open(FileSystem.java:764) at org.apache.mahout.common.HadoopUtil.readInt(HadoopUtil.java:339) at org.apache.mahout.cf.taste.hadoop.item.RecommenderJob.run(RecommenderJob.java:172) at org.conan.mymahout.recommendation.ItemCFHadoop.toRunByClient(UnknownSource) at cmd.client.app.ClientAPP.main(UnknownSource) at sun.reflect.NativeMethodAccessorImpl.invoke0(NativeMethod) at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:57) at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43) at java.lang.reflect.Method.invoke(Method.java:606) at org.apache.hadoop.util.RunJar.main(RunJar.java:212) Caused by: org.apache.hadoop.ipc.RemoteException(java.io.FileNotFoundException):File does not exist:/tmp/1417795832292/preparePreferenceMatrix/numUsers.bin at org.apache.hadoop.hdfs.server.namenode.INodeFile.valueOf(INodeFile.java:65) at org.apache.hadoop.hdfs.server.namenode.INodeFile.valueOf(INodeFile.java:55) at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.getBlockLocationsUpdateTimes(FSNamesystem.java:1726) at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.getBlockLocationsInt(FSNamesystem.java:1669) at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.getBlockLocations(FSNamesystem.java:1649) at org.apache.hadoop.hdfs.server.namenode.FSNamesystem.getBlockLocations(FSNamesystem.java:1621) at org.apache.hadoop.hdfs.server.namenode.NameNodeRpcServer.getBlockLocations(NameNodeRpcServer.java:482) at org.apache.hadoop.hdfs.protocolPB.ClientNamenodeProtocolServerSideTranslatorPB.getBlockLocations(ClientNamenodeProtocolServerSideTranslatorPB.java:322) at org.apache.hadoop.hdfs.protocol.proto.ClientNamenodeProtocolProtos$ClientNamenodeProtocol$2.callBlockingMethod(ClientNamenodeProtocolProtos.java) at org.apache.hadoop.ipc.ProtobufRpcEngine$Server$ProtoBufRpcInvoker.call(ProtobufRpcEngine.java:585) at org.apache.hadoop.ipc.RPC$Server.call(RPC.java:1026) at org.apache.hadoop.ipc.Server$Handler$1.run(Server.java:1986) at org.apache.hadoop.ipc.Server$Handler$1.run(Server.java:1982) at java.security.AccessController.doPrivileged(NativeMethod) at javax.security.auth.Subject.doAs(Subject.java:415) at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1554) at org.apache.hadoop.ipc.Server$Handler.run(Server.java:1980)
http://qnalist.com/questions/4884816/how-to-execute-recommenderjob-without-preference-value
这里有人是这样解决的:数据文件中字段的分割原来是空格,改为逗号。我用的数据文件本来就是逗号。还是报这个错误。
解决方法:
Apache hadoop
设置方法参考: hadoop2.2+mahout0.9实战 - 推酷 http://www.tuicool.com/articles/ryU7Ff
cdh
版本:5.1.3 经验感觉,cdh和Apache的hadoop在使用的时候,同样的技术在使用的时候经常不同。mahout也该用cloudera自己的。
在centos中安装mahout:sudo yum install mahout
是cloudera官网提供的
vi /etc/hadoop/conf/hadoop-env.sh
在HADOOP_CLASSPATH后添加:/usr/lib/mahout/*:/usr/lib/mahout/lib/*
在HADOOP_CLASSPATH后添加:/usr/lib/mahout/*:/usr/lib/mahout/lib/*
现在可以运行了:
mahout hadoop jar jar.jar cmd.client.app.ClientAPP
mahout hadoop jar jar.jar cmd.client.app.ClientAPP
或者hadoop jar jar.jar cmd.client.app.ClientAPP都能运行