mahout安装测试

Mahout 是 Apache Software Foundation(ASF) 旗下的一个开源项目,提供一些可扩展的 机器学习领域经典算法的实现,旨在帮助开发人员更加方便快捷地创建智能应用程序。Apache Mahout项目已经发展到了它的第三个年头,目前已经有了三个公共发行版本。Mahout包含许多实现,包括聚类、分类、推荐过滤、频繁子项挖掘。此外,通过使用 Apache Hadoop 库,Mahout 可以有效地扩展到云中。
Mahout 的创始人 Grant Ingersoll 介绍了 机器学习的基本概念,并演示了如何使用 Mahout 来实现文档聚类、提出建议和组织内容。

1:下载

下载地址:http://mahout.apache.org

直接下载http://mirrors.cnnic.cn/apache/mahout/0.9/mahout-distribution-0.9.tar.gz

2:解压

[jifeng@jifeng01 ~]$ cd hadoop
[jifeng@jifeng01 hadoop]$ ls
074600-99999-2013.gz  hadoop-1.2.1.tar.gz             mahout-distribution-0.9.tar.gz
awk                   java                            sample.txt
hadoop-1.2.1          tmp
[jifeng@jifeng01 hadoop]$ tar zxf mahout-distribution-0.9.tar.gz  

[jifeng@jifeng01 hadoop]$ ls
074600-99999-2013.gz  hadoop-1.2.1         java                     mahout-distribution-0.9.tar.gz  tmp
awk                   hadoop-1.2.1.tar.gz  mahout-distribution-0.9  sample.txt

3:配置环境

未修改前

[jifeng@jifeng01 hadoop]$ cd ..
[jifeng@jifeng01 ~]$ cat .bash_profile
# .bash_profile

# Get the aliases and functions
if [ -f ~/.bashrc ]; then
        . ~/.bashrc
fi

# User specific environment and startup programs

PATH=$PATH:$HOME/bin

export PATH
export JAVA_HOME=$HOME/jdk1.7.0_45
export PATH=$JAVA_HOME/bin:$PATH
export CLASSPATH=.:$JAVA_HOME/lib/dt.jar:$JAVA_HOME/lib/tools.jar
export HADOOP_HOME=$HOME/hadoop/hadoop-1.2.1
export ANT_HOME=$HOME/apache-ant-1.9.4
export HBASE_HOME=$HOME/hbase-0.94.21
export SQOOP_HOME=$HOME/sqoop-1.99.3-bin-hadoop100
export CATALINA_HOME=$SQOOP_HOME/server
export LOGDIR=$SQOOP_HOME/logs

export PATH=$PATH:$ANT_HOME/bin:$HBASE_HOME/bin:$SQOOP_HOME/bin:$HADOOP_HOME/bin
修改后

[jifeng@jifeng01 ~]$ cat .bash_profile
# .bash_profile

# Get the aliases and functions
if [ -f ~/.bashrc ]; then
        . ~/.bashrc
fi

# User specific environment and startup programs

PATH=$PATH:$HOME/bin

export PATH
export JAVA_HOME=$HOME/jdk1.7.0_45
export PATH=$JAVA_HOME/bin:$PATH
export CLASSPATH=.:$JAVA_HOME/lib/dt.jar:$JAVA_HOME/lib/tools.jar
export HADOOP_HOME=$HOME/hadoop/hadoop-1.2.1
export HADOOP_CONF_DIR=$HOME/hadoop/hadoop-1.2.1/conf
export ANT_HOME=$HOME/apache-ant-1.9.4
export HBASE_HOME=$HOME/hbase-0.94.21
export SQOOP_HOME=$HOME/sqoop-1.99.3-bin-hadoop100
export CATALINA_HOME=$SQOOP_HOME/server
export LOGDIR=$SQOOP_HOME/logs

export MAHOUT_HOME=$HOME/hadoop/mahout-distribution-0.9
export MAHOUT_CONF_DIR=$HOME/hadoop/mahout-distribution-0.9/conf

export PATH=$PATH:$ANT_HOME/bin:$HBASE_HOME/bin:$SQOOP_HOME/bin:$HADOOP_HOME/bin:$MAHOUT_HOME/bin
几个重要环境变量 
JAVA_HOME    mahout运行需指定jdk的目录 
MAHOUT_JAVA_HOME指定此变量可覆盖JAVA_HOME值 
HADOOP_HOME  如果配置,则在hadoop分布式平台上运行,否则单机运行 
HADOOP_CONF_DIR指定hadoop的配置文件目录 
MAHOUT_LOCAL    如果此变量值不为空,则单机运行mahout。 
MAHOUT_CONF_DIR  mahout配置文件的路径,默认值是$MAHOUT_HOME/src/conf 
MAHOUT_HEAPSIZE   mahout运行时可用的最大heap大小 


4:运行

注意:必须先运行hadoop

[jifeng@jifeng01 ~]$ mahout 
MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath.
Warning: $HADOOP_HOME is deprecated.

Running on hadoop, using /home/jifeng/hadoop/hadoop-1.2.1/bin/hadoop and HADOOP_CONF_DIR=/home/jifeng/hadoop/hadoop-1.2.1/conf
MAHOUT-JOB: /home/jifeng/hadoop/mahout-distribution-0.9/mahout-examples-0.9-job.jar
Warning: $HADOOP_HOME is deprecated.

An example program must be given as the first argument.
Valid program names are:
  arff.vector: : Generate Vectors from an ARFF file or directory
  baumwelch: : Baum-Welch algorithm for unsupervised HMM training
  canopy: : Canopy clustering
  cat: : Print a file or resource as the logistic regression models would see it
  cleansvd: : Cleanup and verification of SVD output
  clusterdump: : Dump cluster output to text
  clusterpp: : Groups Clustering Output In Clusters
  cmdump: : Dump confusion matrix in HTML or text formats
  concatmatrices: : Concatenates 2 matrices of same cardinality into a single matrix
  cvb: : LDA via Collapsed Variation Bayes (0th deriv. approx)
  cvb0_local: : LDA via Collapsed Variation Bayes, in memory locally.
  evaluateFactorization: : compute RMSE and MAE of a rating matrix factorization against probes
  fkmeans: : Fuzzy K-means clustering
  hmmpredict: : Generate random sequence of observations by given HMM
  itemsimilarity: : Compute the item-item-similarities for item-based collaborative filtering
  kmeans: : K-means clustering
  lucene.vector: : Generate Vectors from a Lucene index
  lucene2seq: : Generate Text SequenceFiles from a Lucene index
  matrixdump: : Dump matrix in CSV format
  matrixmult: : Take the product of two matrices
  parallelALS: : ALS-WR factorization of a rating matrix
  qualcluster: : Runs clustering experiments and summarizes results in a CSV
  recommendfactorized: : Compute recommendations using the factorization of a rating matrix
  recommenditembased: : Compute recommendations using item-based collaborative filtering
  regexconverter: : Convert text files on a per line basis based on regular expressions
  resplit: : Splits a set of SequenceFiles into a number of equal splits
  rowid: : Map SequenceFile<Text,VectorWritable> to {SequenceFile<IntWritable,VectorWritable>, SequenceFile<IntWritable,Text>}
  rowsimilarity: : Compute the pairwise similarities of the rows of a matrix
  runAdaptiveLogistic: : Score new production data using a probably trained and validated AdaptivelogisticRegression model
  runlogistic: : Run a logistic regression model against CSV data
  seq2encoded: : Encoded Sparse Vector generation from Text sequence files
  seq2sparse: : Sparse Vector generation from Text sequence files
  seqdirectory: : Generate sequence files (of Text) from a directory
  seqdumper: : Generic Sequence File dumper
  seqmailarchives: : Creates SequenceFile from a directory containing gzipped mail archives
  seqwiki: : Wikipedia xml dump to sequence file
  spectralkmeans: : Spectral k-means clustering
  split: : Split Input data into test and train sets
  splitDataset: : split a rating dataset into training and probe parts
  ssvd: : Stochastic SVD
  streamingkmeans: : Streaming k-means clustering
  svd: : Lanczos Singular Value Decomposition
  testnb: : Test the Vector-based Bayes classifier
  trainAdaptiveLogistic: : Train an AdaptivelogisticRegression model
  trainlogistic: : Train a logistic regression using stochastic gradient descent
  trainnb: : Train the Vector-based Bayes classifier
  transpose: : Take the transpose of a matrix
  validateAdaptiveLogistic: : Validate an AdaptivelogisticRegression model against hold-out data set
  vecdist: : Compute the distances between a set of Vectors (or Cluster or Canopy, they must fit in memory) and a list of Vectors
  vectordump: : Dump vectors from a sequence file to text
  viterbi: : Viterbi decoding of hidden states from given output states sequence
[jifeng@jifeng01 ~]$ ls

当你看到上面的代码时,以为是错的,其实不是,原因:
      MAHOUT_LOCAL:设置是否本地运行,如果设置这个参数就不会运行hadoop了,一旦设置这个参数,那HADOOP_CONF_DIR 和HADOOP_HOME 这两个参数的
      设置就自动失效了。

MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath.
hadoop binary is not in PATH,HADOOP_HOME/bin,HADOOP_PREFIX/bin, running locally


5:kmeans聚类测试 

先下载样本数据

[jifeng@jifeng01 ~]$ cd hadoop
[jifeng@jifeng01 hadoop]$ wget http://archive.ics.uci.edu/ml/databases/synthetic_control/synthetic_control.data
--2014-08-26 18:07:17--  http://archive.ics.uci.edu/ml/databases/synthetic_control/synthetic_control.data
正在解析主机 archive.ics.uci.edu... 128.195.1.87
Connecting to archive.ics.uci.edu|128.195.1.87|:80... 已连接。
已发出 HTTP 请求,正在等待回应... 200 OK
长度:288374 (282K) [text/plain]
Saving to: `synthetic_control.data'

100%[======================================================================================>] 288,374     22.2K/s   in 30s     

2014-08-26 18:07:47 (9.46 KB/s) - `synthetic_control.data' saved [288374/288374]

[jifeng@jifeng01 hadoop]$ 


在hadoop中创建testdata目录

[jifeng@jifeng01 hadoop]$ cd hadoop-1.2.1
[jifeng@jifeng01 hadoop-1.2.1]$ bin/hadoop fs -mkdir ./testdata
Warning: $HADOOP_HOME is deprecated.

[jifeng@jifeng01 hadoop-1.2.1]$ bin/hadoop fs -ls ./testdata   
Warning: $HADOOP_HOME is deprecated.

[jifeng@jifeng01 hadoop-1.2.1]$ bin/hadoop fs -ls ./
Warning: $HADOOP_HOME is deprecated.

Found 10 items
-rw-r--r--   1 jifeng        supergroup         20 2014-08-06 10:30 /user/jifeng/FileSystemCat.java
-rw-r--r--   1 jifeng        supergroup         29 2014-08-05 17:40 /user/jifeng/demo.txt
-rw-r--r--   3 jifeng        supergroup         24 2014-08-06 17:28 /user/jifeng/demo_c.txt
drwxr-xr-x   - jifeng        supergroup          0 2015-08-18 10:27 /user/jifeng/hbase
drwxr-xr-x   - jifeng        supergroup          0 2014-08-14 13:23 /user/jifeng/in
drwxr-xr-x   - jifeng        supergroup          0 2014-07-24 19:27 /user/jifeng/out
-rw-r--r--   1 jifeng        supergroup       1526 2014-08-06 11:36 /user/jifeng/session.log
drwxr-xr-x   - jifeng        supergroup          0 2014-08-26 18:11 /user/jifeng/testdata
[jifeng@jifeng01 hadoop-1.2.1]$ 

把测试的数据put到testdata目录

[jifeng@jifeng01 hadoop-1.2.1]$ bin/hadoop fs -put /home/jifeng/hadoop/synthetic_control.data ./testdata
Warning: $HADOOP_HOME is deprecated.

[jifeng@jifeng01 hadoop-1.2.1]$ bin/hadoop fs -ls ./testdata                                            
Warning: $HADOOP_HOME is deprecated.

Found 1 items
-rw-r--r--   1 jifeng supergroup     288374 2014-08-26 18:17 /user/jifeng/testdata/synthetic_control.data
[jifeng@jifeng01 hadoop-1.2.1]$ 


运行:mahout org.apache.mahout.clustering.syntheticcontrol.kmeans.Job

固化的测试命令


[jifeng@jifeng01 hadoop-1.2.1]$ cd ..
[jifeng@jifeng01 hadoop]$ mahout org.apache.mahout.clustering.syntheticcontrol.kmeans.Job
MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath.
Warning: $HADOOP_HOME is deprecated.

Running on hadoop, using /home/jifeng/hadoop/hadoop-1.2.1/bin/hadoop and HADOOP_CONF_DIR=/home/jifeng/hadoop/hadoop-1.2.1/conf
MAHOUT-JOB: /home/jifeng/hadoop/mahout-distribution-0.9/mahout-examples-0.9-job.jar
Warning: $HADOOP_HOME is deprecated.

14/08/26 18:22:37 WARN driver.MahoutDriver: No org.apache.mahout.clustering.syntheticcontrol.kmeans.Job.props found on classpath, will use command-line arguments only
14/08/26 18:22:37 INFO kmeans.Job: Running with default arguments
14/08/26 18:22:38 INFO kmeans.Job: Preparing Input
14/08/26 18:22:38 WARN mapred.JobClient: Use GenericOptionsParser for parsing the arguments. Applications should implement Tool for the same.
14/08/26 18:22:47 INFO input.FileInputFormat: Total input paths to process : 1
14/08/26 18:22:47 INFO util.NativeCodeLoader: Loaded the native-hadoop library
14/08/26 18:22:47 WARN snappy.LoadSnappy: Snappy native library not loaded
14/08/26 18:22:47 INFO mapred.JobClient: Running job: job_201408221126_0001
14/08/26 18:22:48 INFO mapred.JobClient:  map 0% reduce 0%
14/08/26 18:22:55 INFO mapred.JobClient:  map 100% reduce 0%
14/08/26 18:22:55 INFO mapred.JobClient: Job complete: job_201408221126_0001
......

最后结果,数据太多,只显示最后几行

        1.0 : [distance=36.3968678356675]: 60 = [28.487, 34.156, 28.659, 35.527, 35.250, 30.795, 31.318, 28.034, 25.375, 33.610, 29.723, 28.462, 24.683, 35.245, 34.151, 35.341, 27.724, 27.502, 28.539, 32.302, 30.586, 30.747, 28.180, 27.085, 35.723, 26.787, 29.890, 28.044, 27.663, 27.240, 25.005, 24.731, 32.778, 46.403, 47.259, 45.380, 45.677, 40.544, 39.214, 43.374, 42.056, 43.683, 42.560, 38.311, 44.878, 40.559, 46.917, 43.313, 38.759, 47.516, 38.562, 47.779, 36.325, 42.066, 44.773, 48.305, 47.137, 39.604, 37.563, 44.185]
14/08/26 18:26:31 INFO clustering.ClusterDumper: Wrote 6 clusters
14/08/26 18:26:31 INFO driver.MahoutDriver: Program took 234101 ms (Minutes: 3.901683333333333)

6:查看输出

[jifeng@jifeng01 hadoop]$ hadoop fs -ls ./output
Warning: $HADOOP_HOME is deprecated.

Found 15 items
-rw-r--r--   1 jifeng supergroup        194 2014-08-26 18:26 /user/jifeng/output/_policy
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:26 /user/jifeng/output/clusteredPoints
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:22 /user/jifeng/output/clusters-0
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:23 /user/jifeng/output/clusters-1
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:26 /user/jifeng/output/clusters-10-final
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:23 /user/jifeng/output/clusters-2
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:23 /user/jifeng/output/clusters-3
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:24 /user/jifeng/output/clusters-4
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:24 /user/jifeng/output/clusters-5
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:24 /user/jifeng/output/clusters-6
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:25 /user/jifeng/output/clusters-7
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:25 /user/jifeng/output/clusters-8
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:26 /user/jifeng/output/clusters-9
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:22 /user/jifeng/output/data
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:22 /user/jifeng/output/random-seeds
[jifeng@jifeng01 hadoop]$ hadoop fs -ls ./output/data
Warning: $HADOOP_HOME is deprecated.

Found 3 items
-rw-r--r--   1 jifeng supergroup          0 2014-08-26 18:22 /user/jifeng/output/data/_SUCCESS
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:22 /user/jifeng/output/data/_logs
-rw-r--r--   1 jifeng supergroup     335470 2014-08-26 18:22 /user/jifeng/output/data/part-m-00000
[jifeng@jifeng01 hadoop]$ hadoop fs -ls ./output/clusters-1
Warning: $HADOOP_HOME is deprecated.

Found 4 items
-rw-r--r--   1 jifeng supergroup          0 2014-08-26 18:23 /user/jifeng/output/clusters-1/_SUCCESS
drwxrwxrwx   - jifeng supergroup          0 2014-08-26 18:22 /user/jifeng/output/clusters-1/_logs
-rw-r--r--   1 jifeng supergroup        194 2014-08-26 18:23 /user/jifeng/output/clusters-1/_policy
-rw-r--r--   1 jifeng supergroup       7581 2014-08-26 18:23 /user/jifeng/output/clusters-1/part-r-00000
[jifeng@jifeng01 hadoop]$ 

用cat查看数据是乱码,用mahout转换下

mahout vectordump -i ./output/data/part-m-00000

mahout0.8版本之前用这个mahout vectordump --seqFile /user/hadoop/output/data/part-m-00000查看

[jifeng@jifeng01 hadoop]$ mahout vectordump -i ./output/data/part-m-00000
MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath.
Warning: $HADOOP_HOME is deprecated.

Running on hadoop, using /home/jifeng/hadoop/hadoop-1.2.1/bin/hadoop and HADOOP_CONF_DIR=/home/jifeng/hadoop/hadoop-1.2.1/conf
MAHOUT-JOB: /home/jifeng/hadoop/mahout-distribution-0.9/mahout-examples-0.9-job.jar
Warning: $HADOOP_HOME is deprecated.

14/08/26 18:44:03 WARN driver.MahoutDriver: No vectordump.props found on classpath, will use command-line arguments only
14/08/26 18:44:03 INFO common.AbstractJob: Command line arguments: {--endPhase=[2147483647], --input=[./output/data/part-m-00000], --startPhase=[0], --tempDir=[temp]}
14/08/26 18:44:03 INFO vectors.VectorDumper: Sort? false
{0:28.7812,31:26.6311,34:29.1495,4:28.9207,32:35.6541,5:33.7596,8:35.2479,6:25.3969,30:25.0293,24:33.0292,29:34.9424,17:26.5235,51:24.5556,36:26.1927,12:36.0253,23:29.5054,58:25.4652,21:29.27,11:29.2171,10:32.8717,15:32.8717,7:27.7849,28:26.1203,46:28.0721,33:28.4353,55:34.9879,54:34.9318,25:25.04,3:31.2834,49:29.747,41:26.2353,1:34.4632,26:28.9167,44:31.0558,37:33.3182,56:32.4721,42:28.9964,27:24.3437,50:31.4333,16:34.1173,40:35.5344,48:35.4973,39:27.0443,9:27.1159,52:33.7431,13:32.337,43:32.0036,19:26.3693,59:25.8717,2:31.3381,20:25.7744,18:27.6623,22:30.7326,35:28.1584,57:33.3759,45:34.2553,38:30.9772,47:28.9402,14:34.5249,53:25.0466}
{0:24.8923,31:32.5981,34:26.9414,4:27.8789,32:28.3038,5:31.5926,8:27.9516,6:31.4861,30:34.0765,24:31.9874,29:25.0701,17:35.6273,51:31.0205,36:33.1089,12:27.4867,23:30.4719,58:32.1005,21:24.1311,11:31.1887,10:27.5415,15:24.488,7:35.5469,28:33.6472,46:26.3458,33:26.1471,55:26.4244,54:33.6564,25:33.6615,3:32.8217,49:29.4047,41:26.5301,1:25.741,26:25.5511,44:32.8357,37:24.1491,56:28.4661,42:24.8578,27:30.4686,50:32.5577,16:27.5918,40:35.9519,48:28.9861,39:25.7906,9:31.6595,52:26.6418,13:31.391,43:25.9562,19:31.4167,59:26.691,2:27.5532,20:30.7447,18:35.4102,22:35.1422,35:31.5203,57:34.2484,45:28.5322,38:28.5157,47:30.6213,14:27.811,53:28.4331}
{0:31.3987,31:24.246,34:31.6114,4:27.8613,32:26.9631,5:28.5491,8:25.2239,6:24.9717,30:27.3086,24:24.3323,29:28.8778,17:32.5614,51:26.5966,36:27.4809,12:28.2572,23:32.3851,58:29.5446,21:31.4781,11:27.2587,10:31.8387,15:35.0625,7:32.4358,28:31.5137,46:29.6082,33:25.2919,55:29.9897,54:25.5772,25:30.2001,3:24.2905,49:27.1717,41:31.0561,1:30.6316,26:31.2452,44:31.4391,37:24.2075,56:31.351,42:26.3583,27:26.6814,50:33.6318,16:31.5717,40:32.6293,48:34.1444,39:35.1253,9:27.3068,52:25.5387,13:26.5819,43:28.0861,19:34.1202,59:29.343,2:26.3983,20:26.9337,18:31.0308,22:35.0173,35:24.7131,57:33.9002,45:27.3057,38:26.8059,47:35.9725,14:24.0455,53:32.5434}
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{0:34.3354,31:16.6505,34:9.27375,4:24.5189,32:18.0782,5:24.3933,8:26.7666,6:27.6961,30:13.6444,24:34.8249,29:6.27907,17:31.7612,51:15.1897,36:12.8791,12:26.3833,23:26.5812,58:11.6989,21:26.8485,11:26.2327,10:31.3705,15:27.685,7:29.8744,28:12.6937,46:9.44524,33:7.97526,55:15.013,54:9.84551,25:34.0258,3:31.1457,49:11.0276,41:6.32571,1:30.9375,26:8.8228,44:16.7155,37:12.7293,56:13.9132,42:12.1314,27:12.6338,50:10.6075,16:29.2769,40:13.3297,48:15.6964,39:17.8322,9:33.0887,52:9.07618,13:35.6614,43:11.8421,19:24.9401,59:10.1521,2:31.9529,20:33.4339,18:34.6501,22:28.7144,35:9.20801,57:11.7426,45:10.4253,38:6.97605,47:14.3998,14:32.6631,53:17.9085}
14/08/26 18:44:08 INFO driver.MahoutDriver: Program took 5349 ms (Minutes: 0.08916666666666667)



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