使用kmeans聚类数据时出错

时间：2011-10-16 15:42:19

标签： mahout k-means cluster-analysis

我正在尝试为这里显示的输入数据的k均值算法执行聚类： https://cwiki.apache.org/MAHOUT/clustering-of-synthetic-control-data.html 但是，当地图缩减作业即将发生时，我会收到错误

11/10/16 21:05:57 INFO mapred.JobClient: Task Id : attempt_201110161920_0008_m_000000_0,     Status : FAILED
Error: java.lang.ClassNotFoundException: org.apache.mahout.math.Vector
at java.net.URLClassLoader$1.run(URLClassLoader.java:202)
at java.security.AccessController.doPrivileged(Native Method)
at java.net.URLClassLoader.findClass(URLClassLoader.java:190)
at java.lang.ClassLoader.loadClass(ClassLoader.java:306)
at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:301)
at java.lang.ClassLoader.loadClass(ClassLoader.java:247)
at java.lang.Class.forName0(Native Method)
at java.lang.Class.forName(Class.java:247)
at org.apache.hadoop.conf.Configuration.getClassByName(Configuration.java:762)
at org.apache.hadoop.io.WritableName.getClass(WritableName.java:71)
at org.apache.hadoop.io.SequenceFile$Reader.getValueClass(SequenceFile.java:1613)
at org.apache.hadoop.io.SequenceFile$Reader.init(SequenceFile.java:1555)
at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1428)
at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1417)
at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1412)
at org.apache.hadoop.mapreduce.lib.input.SequenceFileRecordReader.initialize(SequenceFileRecordReader.java:50)
at org.apache.hadoop.mapred.MapTask$NewTrackingRecordReader.initialize(MapTask.java:418)
at org.apache.hadoop.mapred.MapTask.runNewMapper(MapTask.java:620)
at org.apache.hadoop.mapred.MapTask.run(MapTask.java:305)
at org.apache.hadoop.mapred.Child.main(Child.java:170)

11/10/16 21:06:03 INFO mapred.JobClient: Task Id : attempt_201110161920_0008_m_000000_1, Status : FAILED
Error: java.lang.ClassNotFoundException: org.apache.mahout.math.Vector
at java.net.URLClassLoader$1.run(URLClassLoader.java:202)
at java.security.AccessController.doPrivileged(Native Method)
at java.net.URLClassLoader.findClass(URLClassLoader.java:190)
at java.lang.ClassLoader.loadClass(ClassLoader.java:306)
at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:301)
at java.lang.ClassLoader.loadClass(ClassLoader.java:247)
at java.lang.Class.forName0(Native Method)
at java.lang.Class.forName(Class.java:247)
at org.apache.hadoop.conf.Configuration.getClassByName(Configuration.java:762)
at org.apache.hadoop.io.WritableName.getClass(WritableName.java:71)
at org.apache.hadoop.io.SequenceFile$Reader.getValueClass(SequenceFile.java:1613)
at org.apache.hadoop.io.SequenceFile$Reader.init(SequenceFile.java:1555)
at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1428)
at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1417)
at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1412)
at   org.apache.hadoop.mapreduce.lib.input.SequenceFileRecordReader.initialize(SequenceFileRecordReader.java:50)
at    org.apache.hadoop.mapred.MapTask$NewTrackingRecordReader.initialize(MapTask.java:418)
at org.apache.hadoop.mapred.MapTask.runNewMapper(MapTask.java:620)
at org.apache.hadoop.mapred.MapTask.run(MapTask.java:305)
at org.apache.hadoop.mapred.Child.main(Child.java:170)

11/10/16 21:06:09 INFO mapred.JobClient: Task Id : attempt_201110161920_0008_m_000000_2,     Status : FAILED
    Error: java.lang.ClassNotFoundException: org.apache.mahout.math.Vector
at java.net.URLClassLoader$1.run(URLClassLoader.java:202)
at java.security.AccessController.doPrivileged(Native Method)
at java.net.URLClassLoader.findClass(URLClassLoader.java:190)
at java.lang.ClassLoader.loadClass(ClassLoader.java:306)
at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:301)
at java.lang.ClassLoader.loadClass(ClassLoader.java:247)
at java.lang.Class.forName0(Native Method)
at java.lang.Class.forName(Class.java:247)
at org.apache.hadoop.conf.Configuration.getClassByName(Configuration.java:762)
at org.apache.hadoop.io.WritableName.getClass(WritableName.java:71)
at org.apache.hadoop.io.SequenceFile$Reader.getValueClass(SequenceFile.java:1613)
at org.apache.hadoop.io.SequenceFile$Reader.init(SequenceFile.java:1555)
at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1428)
at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1417)
at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1412)
at org.apache.hadoop.mapreduce.lib.input.SequenceFileRecordReader.initialize(SequenceFileRecordReader.java:50)
at org.apache.hadoop.mapred.MapTask$NewTrackingRecordReader.initialize(MapTask.java:418)
at org.apache.hadoop.mapred.MapTask.runNewMapper(MapTask.java:620)
at org.apache.hadoop.mapred.MapTask.run(MapTask.java:305)
at org.apache.hadoop.mapred.Child.main(Child.java:170)

11/10/16 21:06:18 INFO mapred.JobClient: Job complete: job_201110161920_0008
11/10/16 21:06:18 INFO mapred.JobClient: Counters: 3
11/10/16 21:06:18 INFO mapred.JobClient:   Job Counters 
11/10/16 21:06:18 INFO mapred.JobClient:     Launched map tasks=4
11/10/16 21:06:18 INFO mapred.JobClient:     Data-local map tasks=4
11/10/16 21:06:18 INFO mapred.JobClient:     Failed map tasks=1
Exception in thread "main" java.lang.InterruptedException: K-Means Iteration failed processing output/clusters-0/part-randomSeed
at org.apache.mahout.clustering.kmeans.KMeansDriver.runIteration(KMeansDriver.java:363)
at org.apache.mahout.clustering.kmeans.KMeansDriver.buildClustersMR(KMeansDriver.java:310)
at org.apache.mahout.clustering.kmeans.KMeansDriver.buildClusters(KMeansDriver.java:237)
at org.apache.mahout.clustering.kmeans.KMeansDriver.run(KMeansDriver.java:152)
at org.apache.mahout.clustering.syntheticcontrol.kmeans.Job.run(Job.java:149)
at org.apache.mahout.clustering.syntheticcontrol.kmeans.Job.main(Job.java:60)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:39)
at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:25)
at java.lang.reflect.Method.invoke(Method.java:597)
at org.apache.hadoop.util.ProgramDriver$ProgramDescription.invoke(ProgramDriver.java:68)
at org.apache.hadoop.util.ProgramDriver.driver(ProgramDriver.java:139)
at org.apache.mahout.driver.MahoutDriver.main(MahoutDriver.java:187)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:39)
at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:25)
at java.lang.reflect.Method.invoke(Method.java:597)
at org.apache.hadoop.util.RunJar.main(RunJar.java:156)

有人可以告诉我如何纠正这个问题。这真的意味着很多。 谢谢你的时间。

2 个答案:

答案 0 :(得分：1)

这意味着您没有提供将您的工作运行到Hadoop所需的所有类。您发送它的JAR文件必须打包所有依赖项，包括其核心和数学模块中的所有Mahout类。幸运的是，Mahout为你做到了这一点。查看它在构建时创建的“作业”文件，该文件显示在target/。

中

答案 1 :(得分：0)

您错过了 org.apache.mahout.math 套餐：

Error: java.lang.ClassNotFoundException: org.apache.mahout.math.Vector
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