WikipediaBayesExample (MAHOUT) edited by Grant Ingersoll
Page:
http://cwiki.apache.org/confluence/display/MAHOUT/WikipediaBayesExample
Changes:
http://cwiki.apache.org/confluence/pages/diffpagesbyversion.action?pageId=100721&originalVersion=1&revisedVersion=2
Content:
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h1. Intro
The Mahout Examples source comes with tools for classifying a Wikipedia data
dump using either the Naive Bayes or Complementary Naive Bayes implementations
in Mahout. The example (described below) gets a Wikipedia dump and then splits
it up into chunks. These chunks are then further split by country. From these
splits, a classifier is trained to predict what country an unseen article
should be categorized into.
h1. Running the example
NOTE: Substitute in the appropriate version of Mahout as needed below (i.e.
replace 0.1-dev with the appropriate value)
# cd <MAHOUT_HOME>/examples
# ant enwiki-files
# Chunk the Data into pieces: {code}<HADOOP_HOME>bin/hadoop jar
<MAHOUT_HOME>/examples/build/apache-mahout-0.1-dev-ex.jar
org.apache.mahout.classifier.bayes.WikipediaXmlSplitter -d
<MAHOUT_HOME>/examples/temp/enwiki-latest-pages-articles.xml -o
<MAHOUT_HOME>/examples/work/wikipedia/chunks/ -c 64{code}
# Move the chunks to HDFS: {code}<HADOOP_HOME/bin/hadoop dfs -put
<MAHOUT_HOME>/examples/work/wikipedia/chunks/ wikipediadump{code}
# Create the countries based Split of wikipedia dataset.
{code}<HADOOP_HOME>/bin/hadoop jar
<MAHOUT_HOME>/examples/build/apache-mahout-examples-0.1-dev.jar
org.apache.mahout.classifier.bayes.WikipediaDatasetCreator -i wikipediadump -o
wikipediainput -c <MAHOUT_HOME>/examples/src/test/resources/country.txt{code}
# Train the classifier: {code}<HADOOP_HOME>bin/hadoop jar
<MAHOUT_HOME>/examples/build/apache-mahout-examples-0.1-dev.jar
org.apache.mahout.classifier.bayes.TrainClassifier -t -i wikipediainput -o
wikipediamodel{code}
# Fetch the input files for testing: {code}<HADOOP_HOME>/bin/hadoop dfs -get
wikipediainput wikipediainput {code}
# Test the classifier: {code}<HADOOP_HOME>/bin/hadoop jar
<MAHOUT_HOME>/examples/build/apache-mahout-examples-0.1-dev.jar
org.apache.mahout.classifier.bayes.TestClassifier -p wikipediamodel -t
wikipediainput{code}
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