org.nd4j.linalg.api.ops.impl.reduce.custom

Class BaseDynamicCustomReduction

java.lang.Object

org.nd4j.autodiff.functions.DifferentialFunction

org.nd4j.linalg.api.ops.DynamicCustomOp

org.nd4j.linalg.api.ops.impl.reduce.custom.BaseDynamicCustomReduction

All Implemented Interfaces:

CustomOp

Direct Known Subclasses:

BaseDynamicCustomBoolReduction, BaseDynamicCustomIndexReduction, BaseDynamicCustomLongReduction

public abstract class BaseDynamicCustomReduction
extends DynamicCustomOp

Base class for reduction. 3 main properties matter for any sub class: 1. Dimensions can either be an input variable (SDVariable/INDArray) or int arguments. 2. If you want the dimensions passed as int arguments, pass in the int dimensions array as a constructor. 3. Keep dimensions preserves the rank of the output array relative to the input even when doing a reduce.

Author:

Adam Gibson

Nested Class Summary

Nested classes/interfaces inherited from class org.nd4j.linalg.api.ops.DynamicCustomOp

DynamicCustomOp.DynamicCustomOpsBuilder

Field Summary

Fields

Modifier and Type	Field and Description
protected int[]	dimensions
protected boolean	isComplex
protected boolean	isEmptyReduce
protected boolean	keepDims

Fields inherited from class org.nd4j.linalg.api.ops.DynamicCustomOp

axis, bArguments, dArguments, iArguments, inplaceCall, inputArguments, outputArguments, outputVariables, sArguments, tArguments

Fields inherited from class org.nd4j.autodiff.functions.DifferentialFunction

extraArgs, inPlace, ownName, ownNameSetWithDefault, sameDiff, scalarValue

Constructor Summary

Constructors

Constructor and Description
BaseDynamicCustomReduction()
BaseDynamicCustomReduction(boolean keepDims, boolean isComplex, boolean isEmptyReduce, int[] dimensions)
BaseDynamicCustomReduction(INDArray[] inputs, boolean keepDims, int[] dimensions)
BaseDynamicCustomReduction(INDArray[] inputs, INDArray[] outputs)
BaseDynamicCustomReduction(INDArray[] inputs, INDArray[] outputs, boolean keepDims)
BaseDynamicCustomReduction(INDArray[] inputs, INDArray[] outputs, boolean keepDims, boolean isComplex, boolean isEmptyReduce, int[] dimensions)
BaseDynamicCustomReduction(INDArray[] input, INDArray[] output, boolean keepDims, boolean isComplex, int[] dimensions)
BaseDynamicCustomReduction(INDArray[] inputs, INDArray[] outputs, boolean keepDims, int[] dimensions)
BaseDynamicCustomReduction(SameDiff sameDiff, SDVariable[] args, boolean keepDims)
BaseDynamicCustomReduction(SameDiff sameDiff, SDVariable[] args, boolean keepDims, boolean isComplex)
BaseDynamicCustomReduction(SameDiff sameDiff, SDVariable[] args, boolean inPlace, boolean keepDims, boolean isComplex, boolean isEmptyReduce, int[] dimensions)
BaseDynamicCustomReduction(SameDiff sameDiff, SDVariable[] args, boolean keepDims, boolean isComplex, boolean isEmptyReduce, int[] dimensions)
BaseDynamicCustomReduction(SameDiff sameDiff, SDVariable[] args, boolean keepDims, boolean isComplex, int[] dimensions)
BaseDynamicCustomReduction(SameDiff sameDiff, SDVariable[] args, boolean keepDims, int[] dimensions)
BaseDynamicCustomReduction(SameDiff sameDiff, SDVariable arg, boolean keepDims, boolean isComplex, boolean isEmptyReduce, int[] dimensions)
BaseDynamicCustomReduction(String opName, boolean keepDims, boolean isComplex, boolean isEmptyReduce, int[] dimensions)
BaseDynamicCustomReduction(String opName, INDArray[] inputs, INDArray[] outputs, boolean keepDims, boolean isComplex, boolean isEmptyReduce, int[] dimensions)
BaseDynamicCustomReduction(String opName, INDArray[] inputs, INDArray[] outputs, List<Double> tArguments, int[] iArguments, boolean keepDims, boolean isComplex, boolean isEmptyReduce, int[] dimensions)
BaseDynamicCustomReduction(String opName, INDArray[] inputs, INDArray[] outputs, List<Double> tArguments, List<Integer> iArguments, boolean keepDims, boolean isComplex, boolean isEmptyReduce, int[] dimensions)
BaseDynamicCustomReduction(String opName, INDArray input, INDArray output, List<Double> tArguments, int[] iArguments, boolean keepDims, boolean isComplex, boolean isEmptyReduce, int[] dimensions)
BaseDynamicCustomReduction(String opName, SameDiff sameDiff, SDVariable[] args, boolean inPlace, boolean keepDims, boolean isComplex, boolean isEmptyReduce, int[] dimensions)
BaseDynamicCustomReduction(String opName, SameDiff sameDiff, SDVariable[] args, boolean keepDims, boolean isComplex, boolean isEmptyReduce, int[] dimensions)

Method Summary

Modifier and Type	Method and Description
protected void	addArgs()
List<DataType>	calculateOutputDataTypes(List<DataType> dataTypes) Calculate the data types for the output arrays.
abstract String	opName() This method returns op opName as string

Methods inherited from class org.nd4j.linalg.api.ops.DynamicCustomOp

addBArgument, addDArgument, addIArgument, addIArgument, addInputArgument, addOutputArgument, addSArgument, addTArgument, assertValidForExecution, bArgs, builder, calculateOutputShape, calculateOutputShape, clearArrays, computeArrays, configureFromArguments, dArgs, doDiff, generateFake, generateFake, getBArgument, getDescriptor, getIArgument, getInputArgument, getOutputArgument, getSArgument, getTArgument, getValue, iArgs, initFromOnnx, initFromTensorFlow, inputArguments, mappingsForFunction, numBArguments, numDArguments, numIArguments, numInputArguments, numOutputArguments, numSArguments, numTArguments, onnxName, opHash, opNum, opType, outputArguments, outputVariables, outputVariables, propertiesForFunction, removeIArgument, removeInputArgument, removeOutputArgument, removeSArgument, removeTArgument, sArgs, setInputArgument, setInputArguments, setOutputArgument, setPropertiesForFunction, setValueFor, tArgs, tensorflowName, toString, wrapFilterNull, wrapOrNull, wrapOrNull

Methods inherited from class org.nd4j.autodiff.functions.DifferentialFunction

arg, arg, argNames, args, attributeAdaptersForFunction, configFieldName, configureWithSameDiff, diff, dup, equals, getBooleanFromProperty, getDoubleValueFromProperty, getIntValueFromProperty, getLongValueFromProperty, getNumOutputs, getStringFromProperty, hashCode, isConfigProperties, larg, onnxNames, outputs, outputVariable, outputVariablesNames, rarg, replaceArg, setInstanceId, tensorflowNames

Methods inherited from class java.lang.Object

clone, finalize, getClass, notify, notifyAll, wait, wait, wait

Methods inherited from interface org.nd4j.linalg.api.ops.CustomOp

isInplaceCall

Field Detail

keepDims

protected boolean keepDims

isComplex

protected boolean isComplex

isEmptyReduce

protected boolean isEmptyReduce

dimensions

protected int[] dimensions

Constructor Detail

BaseDynamicCustomReduction

public BaseDynamicCustomReduction()

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(SameDiff sameDiff,
                                  SDVariable[] args,
                                  boolean keepDims)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(SameDiff sameDiff,
                                  SDVariable[] args,
                                  boolean keepDims,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(SameDiff sameDiff,
                                  SDVariable[] args,
                                  boolean keepDims,
                                  boolean isComplex)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(SameDiff sameDiff,
                                  SDVariable[] args,
                                  boolean keepDims,
                                  boolean isComplex,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(INDArray[] inputs,
                                  INDArray[] outputs)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(INDArray[] inputs,
                                  INDArray[] outputs,
                                  boolean keepDims)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(INDArray[] inputs,
                                  INDArray[] outputs,
                                  boolean keepDims,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(INDArray[] inputs,
                                  boolean keepDims,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(boolean keepDims,
                                  boolean isComplex,
                                  boolean isEmptyReduce,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(SameDiff sameDiff,
                                  SDVariable arg,
                                  boolean keepDims,
                                  boolean isComplex,
                                  boolean isEmptyReduce,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(SameDiff sameDiff,
                                  SDVariable[] args,
                                  boolean keepDims,
                                  boolean isComplex,
                                  boolean isEmptyReduce,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(String opName,
                                  SameDiff sameDiff,
                                  SDVariable[] args,
                                  boolean keepDims,
                                  boolean isComplex,
                                  boolean isEmptyReduce,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(String opName,
                                  INDArray input,
                                  INDArray output,
                                  List<Double> tArguments,
                                  int[] iArguments,
                                  boolean keepDims,
                                  boolean isComplex,
                                  boolean isEmptyReduce,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(String opName,
                                  INDArray[] inputs,
                                  INDArray[] outputs,
                                  List<Double> tArguments,
                                  int[] iArguments,
                                  boolean keepDims,
                                  boolean isComplex,
                                  boolean isEmptyReduce,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(String opName,
                                  INDArray[] inputs,
                                  INDArray[] outputs,
                                  List<Double> tArguments,
                                  List<Integer> iArguments,
                                  boolean keepDims,
                                  boolean isComplex,
                                  boolean isEmptyReduce,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(INDArray[] inputs,
                                  INDArray[] outputs,
                                  boolean keepDims,
                                  boolean isComplex,
                                  boolean isEmptyReduce,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(String opName,
                                  INDArray[] inputs,
                                  INDArray[] outputs,
                                  boolean keepDims,
                                  boolean isComplex,
                                  boolean isEmptyReduce,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(String opName,
                                  SameDiff sameDiff,
                                  SDVariable[] args,
                                  boolean inPlace,
                                  boolean keepDims,
                                  boolean isComplex,
                                  boolean isEmptyReduce,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(SameDiff sameDiff,
                                  SDVariable[] args,
                                  boolean inPlace,
                                  boolean keepDims,
                                  boolean isComplex,
                                  boolean isEmptyReduce,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(String opName,
                                  boolean keepDims,
                                  boolean isComplex,
                                  boolean isEmptyReduce,
                                  int[] dimensions)

BaseDynamicCustomReduction

public BaseDynamicCustomReduction(INDArray[] input,
                                  INDArray[] output,
                                  boolean keepDims,
                                  boolean isComplex,
                                  int[] dimensions)

Method Detail

addArgs

protected void addArgs()

calculateOutputDataTypes

public List<DataType> calculateOutputDataTypes(List<DataType> dataTypes)

Calculate the data types for the output arrays. Though datatypes can also be inferred from DynamicCustomOp.calculateOutputShape(), this method differs in that it does not require the input arrays to be populated. This is important as it allows us to do greedy datatype inference for the entire net - even if arrays are not available.

Overrides:

calculateOutputDataTypes in class DifferentialFunction

Parameters:

dataTypes - The data types of the inputs

Returns:

The data types of the outputs

opName

public abstract String opName()

Description copied from class: DynamicCustomOp

This method returns op opName as string

Specified by:

opName in interface CustomOp

Overrides:

opName in class DynamicCustomOp

Returns: