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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 .
*/
/*
* SubstringReplacer.java
* Copyright (C) 2015 University of Waikato, Hamilton, New Zealand
*
*/
package weka.knowledgeflow.steps;
import weka.core.Instance;
import weka.core.Instances;
import weka.core.WekaException;
import weka.gui.ProgrammaticProperty;
import weka.gui.beans.SubstringReplacerRules;
import weka.gui.knowledgeflow.KFGUIConsts;
import weka.knowledgeflow.Data;
import weka.knowledgeflow.StepManager;
import weka.knowledgeflow.StepManagerImpl;
import java.util.Arrays;
import java.util.List;
import java.util.Map;
/**
* A step that can replace sub-strings in the values of string attributes. Only
* operates in streaming mode. Multiple match and replace "rules" can be
* specified - these get applied in the order that they are defined. Each rule
* can be applied to one or more user-specified input String attributes.
* Attributes can be specified using either a range list (e.g 1,2-10,last) or by
* a comma separated list of attribute names (where "/first" and "/last" are
* special strings indicating the first and last attribute respectively).
*
* @author Mark Hall (mhall{[at]}pentaho{[dot]}com)
* @version $Revision: $
*/
@KFStep(name = "SubstringReplacer", category = "Tools",
toolTipText = "Replace substrings in String attribute values using "
+ "either literal match-and-replace or regular expression "
+ "matching. The attributes to apply the match and replace "
+ "rules to can be selected via a range string (e.g. "
+ "1-5,6-last) or by a comma-separated list of attribute "
+ "names (/first and /last can be used to indicate the first "
+ "and last attribute respectively)", iconPath = KFGUIConsts.BASE_ICON_PATH
+ "DefaultFilter.gif")
public class SubstringReplacer extends BaseStep {
private static final long serialVersionUID = -8786642000811852824L;
/** Internally encoded list of match-replace rules */
protected String m_matchReplaceDetails = "";
/** Handles the rules for replacement */
protected transient SubstringReplacerRules m_mr;
/** Reusable data object for output */
protected Data m_streamingData;
/** Step has been reset - i.e. start of processing */
protected boolean m_isReset;
/**
* Set internally encoded list of match-replace rules
*
* @param details the list of match-replace rules
*/
@ProgrammaticProperty
public void setMatchReplaceDetails(String details) {
m_matchReplaceDetails = details;
}
/**
* Get the internally encoded list of match-replace rules
*
* @return the match-replace rules
*/
public String getMatchReplaceDetails() {
return m_matchReplaceDetails;
}
/**
* Initialize the step
*
* @throws WekaException if a problem occurs
*/
@Override
public void stepInit() throws WekaException {
m_isReset = true;
m_streamingData = new Data(StepManager.CON_INSTANCE);
}
/**
* Get a list of incoming connection types that this step can accept. Ideally
* (and if appropriate), this should take into account the state of the step
* and any existing incoming connections. E.g. a step might be able to accept
* one (and only one) incoming batch data connection.
*
* @return a list of incoming connections that this step can accept given its
* current state
*/
@Override
public List getIncomingConnectionTypes() {
if (getStepManager().numIncomingConnections() == 0) {
return Arrays.asList(StepManager.CON_INSTANCE);
}
return null;
}
/**
* Get a list of outgoing connection types that this step can produce. Ideally
* (and if appropriate), this should take into account the state of the step
* and the incoming connections. E.g. depending on what incoming connection is
* present, a step might be able to produce a trainingSet output, a testSet
* output or neither, but not both.
*
* @return a list of outgoing connections that this step can produce
*/
@Override
public List getOutgoingConnectionTypes() {
if (getStepManager().numIncomingConnections() > 0) {
return Arrays.asList(StepManager.CON_INSTANCE);
}
return null;
}
/**
* Process an incoming data payload (if the step accepts incoming connections)
*
* @param data the data to process
* @throws WekaException if a problem occurs
*/
@Override
public void processIncoming(Data data) throws WekaException {
Instance inst = data.getPrimaryPayload();
if (m_isReset) {
m_isReset = false;
Instances structure = inst.dataset();
m_mr =
new SubstringReplacerRules(m_matchReplaceDetails, structure,
((StepManagerImpl) getStepManager()).stepStatusMessagePrefix(),
getStepManager().getLog(), getStepManager().getExecutionEnvironment()
.getEnvironmentVariables());
}
if (getStepManager().isStreamFinished(data)) {
m_streamingData.clearPayload();
getStepManager().throughputFinished(m_streamingData);
} else {
if (!isStopRequested()) {
getStepManager().throughputUpdateStart();
Instance outInst = m_mr.makeOutputInstance(inst);
getStepManager().throughputUpdateEnd();
m_streamingData.setPayloadElement(StepManager.CON_INSTANCE, outInst);
getStepManager().outputData(m_streamingData);
} else {
getStepManager().interrupted();
}
}
}
/**
* If possible, get the output structure for the named connection type as a
* header-only set of instances. Can return null if the specified connection
* type is not representable as Instances or cannot be determined at present.
*
* @param connectionName the name of the connection type to get the output
* structure for
* @return the output structure as a header-only Instances object
* @throws WekaException if a problem occurs
*/
@Override
public Instances outputStructureForConnectionType(String connectionName)
throws WekaException {
// we output the same structure as we receive
if (getStepManager().numIncomingConnections() > 0) {
for (Map.Entry> e : getStepManager()
.getIncomingConnections().entrySet()) {
if (e.getValue().size() > 0) {
StepManager incoming = e.getValue().get(0);
String incomingConnType = e.getKey();
return getStepManager().getIncomingStructureFromStep(incoming,
incomingConnType);
}
}
}
return null;
}
/**
* Return the fully qualified name of a custom editor component (JComponent)
* to use for editing the properties of the step. This method can return null,
* in which case the system will dynamically generate an editor using the
* GenericObjectEditor
*
* @return the fully qualified name of a step editor component
*/
@Override
public String getCustomEditorForStep() {
return "weka.gui.knowledgeflow.steps.SubstringReplacerStepEditorDialog";
}
}
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