Package org.apache.wayang.spark.operators.ml

Class SparkLinearRegressionOperator

java.lang.Object

org.apache.wayang.core.plan.wayangplan.OperatorBase

org.apache.wayang.core.plan.wayangplan.BinaryToUnaryOperator<double[],java.lang.Double,LinearRegressionModel>

org.apache.wayang.basic.operators.LinearRegressionOperator

org.apache.wayang.spark.operators.ml.SparkLinearRegressionOperator

All Implemented Interfaces:

java.io.Serializable, ActualOperator, ElementaryOperator, ExecutionOperator, Operator, SparkExecutionOperator

public class SparkLinearRegressionOperator
extends LinearRegressionOperator
implements SparkExecutionOperator

See Also:

Serialized Form

Nested Class Summary

Nested Classes

Modifier and Type	Class	Description
static class	SparkLinearRegressionOperator.Model

Nested classes/interfaces inherited from class org.apache.wayang.core.plan.wayangplan.OperatorBase

OperatorBase.GsonSerializer

Field Summary

Fields inherited from class org.apache.wayang.basic.operators.LinearRegressionOperator

fitIntercept

Fields inherited from class org.apache.wayang.core.plan.wayangplan.OperatorBase

inputSlots, outputSlots, STANDARD_OPERATOR_ARGS

Fields inherited from interface org.apache.wayang.core.plan.wayangplan.Operator

FIRST_EPOCH

Constructor Summary

Constructors

Constructor	Description
SparkLinearRegressionOperator(boolean fitIntercept)
SparkLinearRegressionOperator(LinearRegressionOperator that)

Method Summary

Modifier and Type	Method	Description
boolean	containsAction()	Tell whether this instances is a Spark action.
Tuple<java.util.Collection<ExecutionLineageNode>,java.util.Collection<ChannelInstance>>	evaluate(ChannelInstance[] inputs, ChannelInstance[] outputs, SparkExecutor sparkExecutor, OptimizationContext.OperatorContext operatorContext)	Evaluates this operator.
java.util.List<ChannelDescriptor>	getSupportedInputChannels(int index)	Display the supported Channels for a certain InputSlot.
java.util.List<ChannelDescriptor>	getSupportedOutputChannels(int index)	Display the supported Channels for a certain OutputSlot.

Methods inherited from class org.apache.wayang.basic.operators.LinearRegressionOperator

createCardinalityEstimator, getFitIntercept

Methods inherited from class org.apache.wayang.core.plan.wayangplan.BinaryToUnaryOperator

getInputType0, getInputType1, getOutputType

Methods inherited from class org.apache.wayang.core.plan.wayangplan.OperatorBase

accept, addBroadcastInput, addTargetPlatform, at, collectMappedInputSlots, collectMappedOutputSlots, copy, createCopy, getAllInputs, getAllOutputs, getCardinalityEstimator, getContainer, getEpoch, getName, getOriginal, getSimpleClassName, getTargetPlatforms, isAuxiliary, isSupportingBroadcastInputs, propagateInputCardinality, propagateOutputCardinality, setAuxiliary, setCardinalityEstimator, setContainer, setEpoch, setName, toString

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Methods inherited from interface org.apache.wayang.core.plan.wayangplan.ActualOperator

accept

Methods inherited from interface org.apache.wayang.core.plan.wayangplan.ElementaryOperator

createCardinalityEstimator, getCardinalityEstimator, isAuxiliary, setAuxiliary, setCardinalityEstimator

Methods inherited from interface org.apache.wayang.core.plan.wayangplan.ExecutionOperator

copy, createLoadProfileEstimator, createOutputChannelInstances, getLimitBaseKey, getLoadProfileEstimatorConfigurationKey, getLoadProfileEstimatorConfigurationKeys, getOriginal, getOutputChannelDescriptor, isFiltered

Methods inherited from interface org.apache.wayang.core.plan.wayangplan.Operator

addBroadcastInput, addTargetPlatform, broadcastTo, broadcastTo, collectMappedInputSlots, collectMappedOutputSlots, connectTo, connectTo, getAllInputs, getAllOutputs, getCardinalityPusher, getContainer, getEffectiveOccupant, getEffectiveOccupant, getEpoch, getEstimationContextProperties, getForwards, getInnermostLoop, getInput, getInput, getLoopStack, getName, getNumBroadcastInputs, getNumInputs, getNumOutputs, getNumRegularInputs, getOuterInputSlot, getOutermostInputSlot, getOutermostOutputSlots, getOutput, getOutput, getParent, getTargetPlatforms, isAlternative, isElementary, isExecutionOperator, isFeedbackInput, isFeedforwardOutput, isLoopHead, isLoopSubplan, isOwnerOf, isReading, isSink, isSource, isSubplan, isSupportingBroadcastInputs, isUnconnected, propagateInputCardinality, propagateOutputCardinality, propagateOutputCardinality, setContainer, setEpoch, setInput, setName, setOutput

Methods inherited from interface org.apache.wayang.spark.operators.SparkExecutionOperator

getPlatform, name, name

Constructor Detail

SparkLinearRegressionOperator

public SparkLinearRegressionOperator(boolean fitIntercept)

SparkLinearRegressionOperator

public SparkLinearRegressionOperator(LinearRegressionOperator that)

Method Detail

getSupportedInputChannels

public java.util.List<ChannelDescriptor> getSupportedInputChannels(int index)

Description copied from interface: ExecutionOperator

Display the supported Channels for a certain InputSlot.

Specified by:

getSupportedInputChannels in interface ExecutionOperator

Parameters:

index - the index of the InputSlot

Returns:

an List of Channels' Classes, ordered by their preference of use

getSupportedOutputChannels

public java.util.List<ChannelDescriptor> getSupportedOutputChannels(int index)

Description copied from interface: ExecutionOperator

Display the supported Channels for a certain OutputSlot.

Specified by:

getSupportedOutputChannels in interface ExecutionOperator

Parameters:

index - the index of the OutputSlot

Returns:

an List of Channels' Classes, ordered by their preference of use

See Also:

ExecutionOperator.getOutputChannelDescriptor(int)

evaluate

public Tuple<java.util.Collection<ExecutionLineageNode>,java.util.Collection<ChannelInstance>> evaluate(ChannelInstance[] inputs,
                                                                                                              ChannelInstance[] outputs,
                                                                                                              SparkExecutor sparkExecutor,
                                                                                                              OptimizationContext.OperatorContext operatorContext)

Description copied from interface: SparkExecutionOperator

Evaluates this operator. Takes a set of ChannelInstances according to the operator inputs and manipulates a set of ChannelInstances according to the operator outputs -- unless the operator is a sink, then it triggers execution.

In addition, this method should give feedback of what this instance was doing by wiring the LazyExecutionLineageNodes of input and ouput ChannelInstances and providing a Collection of executed ExecutionLineageNodes.

Specified by:

evaluate in interface SparkExecutionOperator

Parameters:

inputs - ChannelInstances that satisfy the inputs of this operator

outputs - ChannelInstances that accept the outputs of this operator

sparkExecutor - SparkExecutor that executes this instance

operatorContext - optimization information for this instance

Returns:

Collections of what has been executed and produced

containsAction

public boolean containsAction()

Description copied from interface: SparkExecutionOperator

Tell whether this instances is a Spark action. This is important to keep track on when Spark is actually initialized.

Specified by:

containsAction in interface SparkExecutionOperator

Returns:

whether this instance issues Spark actions