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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]$
[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: $HADOOP_HOME is deprecated. Found 1 items -rw-r--r-- 1 jifeng supergroup 288374 2014-08-26 18:17 /user/jifeng/testdata/synthetic_control.data [jifeng@jifeng01 hadoop-1.2.1]$
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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14/08/26 18:44:08 INFO driver.MahoutDriver: Program took 5349 ms (Minutes: 0.08916666666666667)
mahout安装测试
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