adams.flow.transformer
Class WekaTrainTestSetEvaluator

java.lang.Object
  extended by adams.core.ConsoleObject
      extended by adams.core.option.AbstractOptionHandler
          extended by adams.flow.core.AbstractActor
              extended by adams.flow.transformer.AbstractTransformer
                  extended by adams.flow.transformer.AbstractWekaClassifierEvaluator
                      extended by adams.flow.transformer.AbstractGlobalWekaClassifierEvaluator
                          extended by adams.flow.transformer.WekaTrainTestSetEvaluator
All Implemented Interfaces:
AdditionalInformationHandler, CleanUpHandler, Debuggable, DebugOutputHandler, Destroyable, OptionHandler, QuickInfoSupporter, ShallowCopySupporter<AbstractActor>, SizeOfHandler, Stoppable, VariableChangeListener, ErrorHandler, InputConsumer, OutputProducer, ProvenanceSupporter, Serializable, Comparable

public class WekaTrainTestSetEvaluator
extends AbstractGlobalWekaClassifierEvaluator
implements ProvenanceSupporter

Trains a classifier on an incoming training dataset (from a container) and then evaluates it on the test set (also from a container).
The classifier setup being used in the evaluation is a global 'Classifier' actor.

Input/output:
- accepts:
   adams.flow.container.WekaTrainTestSetContainer
- generates:
   weka.classifiers.Evaluation

Container information:
- adams.flow.container.WekaTrainTestSetContainer: Train, Test, Seed, FoldNumber, FoldCount

Valid options are:

-D <int> (property: debugLevel)
    The greater the number the more additional info the scheme may output to
    the console (0 = off).
    default: 0
    minimum: 0
 
-name <java.lang.String> (property: name)
    The name of the actor.
    default: WekaTrainTestSetEvaluator
 
-annotation <adams.core.base.BaseText> (property: annotations)
    The annotations to attach to this actor.
    default:
 
-skip (property: skip)
    If set to true, transformation is skipped and the input token is just forwarded
    as it is.
 
-stop-flow-on-error (property: stopFlowOnError)
    If set to true, the flow gets stopped in case this actor encounters an error;
     useful for critical actors.
 
-output <weka.classifiers.evaluation.output.prediction.AbstractOutput> (property: output)
    The class for generating prediction output; if 'Null' is used, then an Evaluation
    object is forwarded instead of a String.
    default: weka.classifiers.evaluation.output.prediction.Null
 
-classifier <adams.flow.core.GlobalActorReference> (property: classifier)
    The global classifier actor to train and evaluate on the test data.
    default: WekaClassifier
 
-no-predictions (property: discardPredictions)
    If enabled, the collection of predictions during evaluation is suppressed,
     wich will conserve memory.
 

Version:
$Revision: 4584 $
Author:
fracpete (fracpete at waikato dot ac dot nz)
See Also:
Serialized Form

Field Summary
 
Fields inherited from class adams.flow.transformer.AbstractGlobalWekaClassifierEvaluator
m_Classifier, m_DiscardPredictions
 
Fields inherited from class adams.flow.transformer.AbstractWekaClassifierEvaluator
m_Output, m_OutputBuffer
 
Fields inherited from class adams.flow.transformer.AbstractTransformer
BACKUP_INPUT, BACKUP_OUTPUT, m_InputToken, m_OutputToken
 
Fields inherited from class adams.flow.core.AbstractActor
FILE_EXTENSION, FILE_EXTENSION_GZ, m_Annotations, m_BackupState, m_DetectedObjectVariables, m_DetectedVariables, m_ErrorHandler, m_Executed, m_FullName, m_Headless, m_Name, m_Parent, m_Root, m_Self, m_Skip, m_StopFlowOnError, m_StopMessage, m_Stopped, m_StorageHandler, m_VariablesUpdated
 
Fields inherited from class adams.core.option.AbstractOptionHandler
m_DebugLevel, m_OptionManager
 
Constructor Summary
WekaTrainTestSetEvaluator()
           
 
Method Summary
 Class[] accepts()
          Returns the class that the consumer accepts.
 String classifierTipText()
          Returns the tip text for this property.
protected  String doExecute()
          Executes the flow item.
 String getQuickInfo()
          Returns a quick info about the actor, which will be displayed in the GUI.
 String globalInfo()
          Returns a string describing the object.
 void updateProvenance(ProvenanceContainer cont)
          Updates the provenance information in the provided container.
 
Methods inherited from class adams.flow.transformer.AbstractGlobalWekaClassifierEvaluator
defineOptions, discardPredictionsTipText, getClassifier, getClassifierInstance, getDiscardPredictions, setClassifier, setDiscardPredictions, setUp
 
Methods inherited from class adams.flow.transformer.AbstractWekaClassifierEvaluator
generates, getOutput, outputTipText, reset, setOutput, wrapUp
 
Methods inherited from class adams.flow.transformer.AbstractTransformer
backupState, execute, hasPendingOutput, input, output, postExecute, restoreState
 
Methods inherited from class adams.flow.core.AbstractActor
annotationsTipText, canInspectOptions, canPerformSetUpCheck, cleanUp, compareTo, debug, destroy, equals, findVariables, findVariables, findVariables, forceVariables, forCommandLine, forName, getAdditionalInformation, getAnnotations, getDefaultName, getDetectedVariables, getErrorHandler, getFlowActors, getFullName, getName, getNextSibling, getParent, getPreviousSibling, getRoot, getSkip, getStopFlowOnError, getStopMessage, getStorageHandler, getVariables, handleError, hasErrorHandler, hasStopMessage, index, initialize, isBackedUp, isExecuted, isFinished, isHeadless, isStopped, nameTipText, performSetUpChecks, preExecute, pruneBackup, pruneBackup, setAnnotations, setErrorHandler, setHeadless, setName, setParent, setSkip, setStopFlowOnError, setVariables, shallowCopy, shallowCopy, sizeOf, skipTipText, stopExecution, stopExecution, stopFlowOnErrorTipText, updateDetectedVariables, updatePrefix, updateVariables, variableChanged
 
Methods inherited from class adams.core.option.AbstractOptionHandler
cleanUpOptions, debug, debugLevelTipText, finishInit, getDebugLevel, getOptionManager, isDebugOn, newOptionManager, setDebugLevel, toCommandLine, toString
 
Methods inherited from class adams.core.ConsoleObject
getDebugging, getSystemErr, getSystemOut
 
Methods inherited from class java.lang.Object
clone, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait
 

Constructor Detail

WekaTrainTestSetEvaluator

public WekaTrainTestSetEvaluator()
Method Detail

globalInfo

public String globalInfo()
Returns a string describing the object.

Specified by:
globalInfo in class AbstractOptionHandler
Returns:
a description suitable for displaying in the gui

getQuickInfo

public String getQuickInfo()
Returns a quick info about the actor, which will be displayed in the GUI.

Specified by:
getQuickInfo in interface QuickInfoSupporter
Overrides:
getQuickInfo in class AbstractGlobalWekaClassifierEvaluator
Returns:
null if no info available, otherwise short string

classifierTipText

public String classifierTipText()
Returns the tip text for this property.

Specified by:
classifierTipText in class AbstractGlobalWekaClassifierEvaluator
Returns:
tip text for this property suitable for displaying in the GUI or for listing the options.

accepts

public Class[] accepts()
Returns the class that the consumer accepts.

Specified by:
accepts in interface InputConsumer
Returns:
adams.flow.container.WekaTrainTestSetContainer.class

doExecute

protected String doExecute()
Executes the flow item.

Specified by:
doExecute in class AbstractActor
Returns:
null if everything is fine, otherwise error message

updateProvenance

public void updateProvenance(ProvenanceContainer cont)
Updates the provenance information in the provided container.

Specified by:
updateProvenance in interface ProvenanceSupporter
Parameters:
cont - the provenance container to update


Copyright © 2012 University of Waikato, Hamilton, NZ. All Rights Reserved.