Package weka.knowledgeflow.steps

# Class CrossValidationFoldMaker

java.lang.Object
weka.knowledgeflow.steps.BaseStep
weka.knowledgeflow.steps.CrossValidationFoldMaker

All Implemented Interfaces:
  `Serializable`, `BaseStepExtender`, `Step`

@KFStep(name="CrossValidationFoldMaker", category="Evaluation", toolTipText="A Step that creates stratified cross-validation folds from incoming data", iconPath="weka/gui/knowledgeflow/icons/CrossValidationFoldMaker.gif") public class CrossValidationFoldMaker extends BaseStep
Step for generating cross-validation splits

Version:
  $Revision: $
Author:
  Mark Hall (mhall{[at]}pentaho{[dot]}com)
See Also:
  - Serialized Form

- ## Constructor Summary

  Constructors
  Constructor
  Description
  `CrossValidationFoldMaker()`

- ## Method Summary

  Modifier and Type
  Method
  Description
  `List<String>`
  `getIncomingConnectionTypes()`
  Get a list of incoming connection types that this step can accept.
  `String`
  `getNumFolds()`
  Get the number of folds to create
  `List<String>`
  `getOutgoingConnectionTypes()`
  Get a list of outgoing connection types that this step can produce.
  `boolean`
  `getPreserveOrder()`
  Get whether to preserve the order of the input instances when creatinbg the folds
  `String`
  `getSeed()`
  Get the random seed
  `Instances`
  `outputStructureForConnectionType(String connectionName)`
  If possible, get the output structure for the named connection type as a header-only set of instances.
  `void`
  `processIncoming(Data data)`
  Process an incoming data payload (if the step accepts incoming connections)
  `void`
  `setNumFolds(String folds)`
  Set the number of folds to create
  `void`
  `setPreserveOrder(boolean preserve)`
  Set whether to preserve the order of the input instances when creatinbg the folds
  `void`
  `setSeed(String seed)`
  Set the random seed to use
  `void`
  `stepInit()`
  Initialize the step.

  ### Methods inherited from class weka.knowledgeflow.steps.BaseStep

  `environmentSubstitute, getCustomEditorForStep, getDefaultSettings, getInteractiveViewers, getInteractiveViewersImpls, getName, getStepManager, globalInfo, isResourceIntensive, isStopRequested, outputStructureForConnectionType, setName, setStepIsResourceIntensive, setStepManager, setStepMustRunSingleThreaded, start, stepMustRunSingleThreaded, stop`

  ### Methods inherited from class java.lang.Object

  `equals, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait`

- ## Constructor Details

  - ### CrossValidationFoldMaker

    public CrossValidationFoldMaker()

- ## Method Details

  - ### setNumFolds

    @OptionMetadata(displayName="Number of folds", description="THe number of folds to create", displayOrder=0) public void setNumFolds(String folds)
    Set the number of folds to create
    Parameters:
      `folds` - the number of folds to create

  - ### getNumFolds

    public String getNumFolds()
    Get the number of folds to create
    Returns:
      the number of folds to create

  - ### setPreserveOrder

    @OptionMetadata(displayName="Preserve instances order", description="Preserve the order of instances rather than randomly shuffling", displayOrder=1) public void setPreserveOrder(boolean preserve)
    Set whether to preserve the order of the input instances when creatinbg the folds
    Parameters:
      `preserve` - true to preserve the order

  - ### getPreserveOrder

    public boolean getPreserveOrder()
    Get whether to preserve the order of the input instances when creatinbg the folds
    Returns:
      true to preserve the order

  - ### setSeed

    @OptionMetadata(displayName="Random seed", description="The random seed to use for shuffling", displayOrder=3) public void setSeed(String seed)
    Set the random seed to use
    Parameters:
      `seed` - the random seed to use

  - ### getSeed

    public String getSeed()
    Get the random seed
    Returns:
      the random seed

  - ### stepInit

    public void stepInit() throws WekaException
    Initialize the step.
    Throws:
      `WekaException` - if a problem occurs during initialization

  - ### processIncoming

    public void processIncoming(Data data) throws WekaException
    Process an incoming data payload (if the step accepts incoming connections)
    Specified by:
      `processIncoming` in interface `BaseStepExtender`
    Specified by:
      `processIncoming` in interface `Step`
    Overrides:
      `processIncoming` in class `BaseStep`
    Parameters:
      `data` - the payload to process
    Throws:
      `WekaException` - if a problem occurs

  - ### getIncomingConnectionTypes

    public List<String> getIncomingConnectionTypes()
    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.
    Returns:
      a list of incoming connections that this step can accept given its current state

  - ### getOutgoingConnectionTypes

    public List<String> getOutgoingConnectionTypes()
    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.
    Returns:
      a list of outgoing connections that this step can produce

  - ### outputStructureForConnectionType

    public Instances outputStructureForConnectionType(String connectionName) throws WekaException
    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.
    Specified by:
      `outputStructureForConnectionType` in interface `Step`
    Overrides:
      `outputStructureForConnectionType` in class `BaseStep`
    Parameters:
      `connectionName` - the name of the connection type to get the output structure for
    Returns:
      the output structure as a header-only Instances object
    Throws:
      `WekaException` - if a problem occurs