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The Waikato Environment for Knowledge Analysis (WEKA), a machine
learning workbench. This version represents the developer version, the
"bleeding edge" of development, you could say. New functionality gets added
to this version.
/*
* This program is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see .
*/
/*
* Run.java
* Copyright (C) 2009-2012 University of Waikato, Hamilton, New Zealand
*
*/
package weka;
import java.util.ArrayList;
import java.util.List;
import weka.core.Utils;
/**
* Helper class that executes Weka schemes from the command line. Performs
* Suffix matching on the scheme name entered by the user - e.g.
*
*
* java weka.Run NaiveBayes
*
*
* will prompt the user to choose among
* weka.classifiers.bayes.ComplementNaiveBayes,
* weka.classifiers.bayes.NaiveBayes,
* weka.classifiers.bayes.NaiveBayesMultinomial,
* weka.classifiers.bayes.NaiveBayesMultinomialUpdateable,
* weka.classifiers.bayes.NaiveBayesSimple,
* weka.classifiers.bayes.NaiveBayesUpdateable
*
* @author Mark Hall (mhall{[at]}pentaho{[dot]}com)
* @version $Revision: 10585 $
*
*/
public class Run {
public enum SchemeType {
CLASSIFIER("classifier"), CLUSTERER("clusterer"), ASSOCIATOR(
"association rules"), ATTRIBUTE_SELECTION("attribute selection"), FILTER(
"filter"), LOADER("loader"), SAVER("saver"), DATAGENERATOR(
"data generator"), COMMANDLINE("general commandline runnable");
private final String m_stringVal;
SchemeType(String name) {
m_stringVal = name;
}
@Override
public String toString() {
return m_stringVal;
}
}
/**
* Find a scheme that matches the supplied suffix
*
* @param classType matching schemes must be of this class type
* @param schemeToFind the name of the scheme to find
* @param matchAnywhere if true, the name is matched anywhere in the
* non-package part of candidate schemes
* @return a list of fully qualified matching scheme names
*/
public static List findSchemeMatch(Class> classType,
String schemeToFind, boolean matchAnywhere, boolean notJustRunnables) {
weka.core.ClassDiscovery.clearCache();
ArrayList matches = weka.core.ClassDiscovery.find(schemeToFind);
ArrayList prunedMatches = new ArrayList();
// prune list for anything that isn't a runnable scheme
for (int i = 0; i < matches.size(); i++) {
if (matches.get(i).endsWith(schemeToFind) || matchAnywhere) {
try {
Object scheme = java.beans.Beans.instantiate((new Run()).getClass()
.getClassLoader(), matches.get(i));
if (classType == null
|| classType.isAssignableFrom(scheme.getClass())) {
if (notJustRunnables
|| scheme instanceof weka.classifiers.Classifier
|| scheme instanceof weka.clusterers.Clusterer
|| scheme instanceof weka.associations.Associator
|| scheme instanceof weka.attributeSelection.ASEvaluation
|| scheme instanceof weka.filters.Filter
|| scheme instanceof weka.core.converters.AbstractFileLoader
|| scheme instanceof weka.core.converters.AbstractFileSaver
|| scheme instanceof weka.datagenerators.DataGenerator
|| scheme instanceof weka.core.CommandlineRunnable) {
prunedMatches.add(matches.get(i));
}
}
} catch (Exception ex) {
// ignore any classes that we can't instantiate due to no no-arg
// constructor
}
}
}
return prunedMatches;
}
/**
* Find a scheme that matches the supplied suffix
*
* @param schemeToFind the name of the scheme to find
* @param matchAnywhere if true, the name is matched anywhere in the
* non-package part of candidate schemes
* @return a list of fully qualified matching scheme names
*/
public static List findSchemeMatch(String schemeToFind,
boolean matchAnywhere) {
return findSchemeMatch(null, schemeToFind, matchAnywhere, false);
}
/**
* Main method for this class. -help or -h prints usage info.
*
* @param args
*/
public static void main(String[] args) {
System.setProperty("apple.awt.UIElement", "true");
try {
if (args.length == 0 || args[0].equalsIgnoreCase("-h")
|| args[0].equalsIgnoreCase("-help")) {
System.err
.println("Usage:\n\tweka.Run [-no-scan] [-no-load] [-match-anywhere] ");
return;
}
boolean noScan = false;
boolean noLoad = false;
boolean matchAnywhere = false;
if (Utils.getFlag("list-packages", args)) {
weka.core.WekaPackageManager.loadPackages(true, true, false);
return;
}
int schemeIndex = 0;
if (Utils.getFlag("no-load", args)) {
noLoad = true;
schemeIndex++;
}
if (Utils.getFlag("no-scan", args)) {
noScan = true;
schemeIndex++;
}
if (Utils.getFlag("match-anywhere", args)) {
matchAnywhere = true;
schemeIndex++;
}
if (!noLoad) {
weka.core.WekaPackageManager.loadPackages(false, true, false);
}
String schemeToRun = null;
String[] options = null;
if (schemeIndex >= args.length) {
System.err.println("No scheme name given.");
return;
}
schemeToRun = args[schemeIndex];
options = new String[args.length - schemeIndex - 1];
if (options.length > 0) {
System.arraycopy(args, schemeIndex + 1, options, 0, options.length);
}
if (!noScan) {
List prunedMatches = findSchemeMatch(schemeToRun, matchAnywhere);
if (prunedMatches.size() == 0) {
System.err.println("Can't find scheme " + schemeToRun
+ ", or it is not runnable.");
// System.exit(1);
return;
} else if (prunedMatches.size() > 1) {
java.io.BufferedReader br = new java.io.BufferedReader(
new java.io.InputStreamReader(System.in));
boolean done = false;
while (!done) {
System.out.println("Select a scheme to run, or to exit:");
for (int i = 0; i < prunedMatches.size(); i++) {
System.out.println("\t" + (i + 1) + ") " + prunedMatches.get(i));
}
System.out.print("\nEnter a number > ");
String choice = null;
int schemeNumber = 0;
try {
choice = br.readLine();
if (choice.equals("")) {
// System.exit(0);
return;
} else {
schemeNumber = Integer.parseInt(choice);
schemeNumber--;
if (schemeNumber >= 0 && schemeNumber < prunedMatches.size()) {
schemeToRun = prunedMatches.get(schemeNumber);
done = true;
}
}
} catch (java.io.IOException ex) {
// ignore
}
}
} else {
schemeToRun = prunedMatches.get(0);
}
}
Object scheme = null;
try {
scheme = java.beans.Beans.instantiate((new Run()).getClass()
.getClassLoader(), schemeToRun);
} catch (Exception ex) {
System.err.println(schemeToRun + " is not runnable!");
// System.exit(1);
return;
}
// now see which interfaces/classes this scheme implements/extends
ArrayList types = new ArrayList();
if (scheme instanceof weka.core.CommandlineRunnable) {
types.add(SchemeType.COMMANDLINE);
} else {
if (scheme instanceof weka.classifiers.Classifier) {
types.add(SchemeType.CLASSIFIER);
}
if (scheme instanceof weka.clusterers.Clusterer) {
types.add(SchemeType.CLUSTERER);
}
if (scheme instanceof weka.associations.Associator) {
types.add(SchemeType.ASSOCIATOR);
}
if (scheme instanceof weka.attributeSelection.ASEvaluation) {
types.add(SchemeType.ATTRIBUTE_SELECTION);
}
if (scheme instanceof weka.filters.Filter) {
types.add(SchemeType.FILTER);
}
if (scheme instanceof weka.core.converters.AbstractFileLoader) {
types.add(SchemeType.LOADER);
}
if (scheme instanceof weka.core.converters.AbstractFileSaver) {
types.add(SchemeType.SAVER);
}
if (scheme instanceof weka.datagenerators.DataGenerator) {
types.add(SchemeType.DATAGENERATOR);
}
}
SchemeType selectedType = null;
if (types.size() == 0) {
System.err.println("" + schemeToRun + " is not runnable!");
// System.exit(1);
return;
}
if (types.size() == 1) {
selectedType = types.get(0);
} else {
java.io.BufferedReader br = new java.io.BufferedReader(
new java.io.InputStreamReader(System.in));
boolean done = false;
while (!done) {
System.out.println("" + schemeToRun
+ " can be executed as any of the following:");
for (int i = 0; i < types.size(); i++) {
System.out.println("\t" + (i + 1) + ") " + types.get(i));
}
System.out.print("\nEnter a number > ");
String choice = null;
int typeNumber = 0;
try {
choice = br.readLine();
if (choice.equals("")) {
// System.exit(0);
return;
} else {
typeNumber = Integer.parseInt(choice);
typeNumber--;
if (typeNumber >= 0 && typeNumber < types.size()) {
selectedType = types.get(typeNumber);
done = true;
}
}
} catch (java.io.IOException ex) {
// ignore
}
}
}
if (selectedType == SchemeType.CLASSIFIER) {
weka.classifiers.AbstractClassifier.runClassifier(
(weka.classifiers.Classifier) scheme, options);
} else if (selectedType == SchemeType.CLUSTERER) {
weka.clusterers.AbstractClusterer.runClusterer(
(weka.clusterers.Clusterer) scheme, options);
} else if (selectedType == SchemeType.ATTRIBUTE_SELECTION) {
weka.attributeSelection.ASEvaluation.runEvaluator(
(weka.attributeSelection.ASEvaluation) scheme, options);
} else if (selectedType == SchemeType.ASSOCIATOR) {
weka.associations.AbstractAssociator.runAssociator(
(weka.associations.Associator) scheme, options);
} else if (selectedType == SchemeType.FILTER) {
weka.filters.Filter.runFilter((weka.filters.Filter) scheme, options);
} else if (selectedType == SchemeType.LOADER) {
weka.core.converters.AbstractFileLoader.runFileLoader(
(weka.core.converters.AbstractFileLoader) scheme, options);
} else if (selectedType == SchemeType.SAVER) {
weka.core.converters.AbstractFileSaver.runFileSaver(
(weka.core.converters.AbstractFileSaver) scheme, options);
} else if (selectedType == SchemeType.DATAGENERATOR) {
weka.datagenerators.DataGenerator.runDataGenerator(
(weka.datagenerators.DataGenerator) scheme, options);
} else if (selectedType == SchemeType.COMMANDLINE) {
((weka.core.CommandlineRunnable) scheme).run(scheme, options);
}
} catch (Exception e) {
if (((e.getMessage() != null) && (e.getMessage().indexOf(
"General options") == -1))
|| (e.getMessage() == null)) {
e.printStackTrace();
} else {
System.err.println(e.getMessage());
}
}
}
}
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