Package org.apache.sysds.hops
Class DnnOp
- java.lang.Object
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- org.apache.sysds.hops.Hop
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- org.apache.sysds.hops.MultiThreadedHop
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- org.apache.sysds.hops.DnnOp
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- All Implemented Interfaces:
ParseInfo
public class DnnOp extends MultiThreadedHop
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Field Summary
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Fields inherited from class org.apache.sysds.hops.Hop
_beginColumn, _beginLine, _endColumn, _endLine, _filename, _text, CPThreshold
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Constructor Summary
Constructors Constructor Description DnnOp(String l, Types.DataType dt, Types.ValueType vt, Types.OpOpDnn o, ArrayList<Hop> inp)Create a hop from the builtin expression
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Method Summary
All Methods Instance Methods Concrete Methods Modifier and Type Method Description booleanallowsAllExecTypes()voidcheckArity()Check whether this Hop has a correct number of inputs.Objectclone()booleancompare(Hop that)LopconstructDnnLops(Types.ExecType et, ArrayList<Hop> inputs)LopconstructLops()Types.OpOpDnngetOp()StringgetOpString()booleanisGPUEnabled()In memory-based optimizer mode (see OptimizerUtils.isMemoryBasedOptLevel()), the exectype is determined by checking this method as well as memory budget of this Hop.booleanisMultiThreadedOpType()booleanisStride1Pad0()voidrefreshSizeInformation()Update the output size information for this hop.voidsetOp(Types.OpOpDnn op)-
Methods inherited from class org.apache.sysds.hops.MultiThreadedHop
getMaxNumThreads, setMaxNumThreads
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Methods inherited from class org.apache.sysds.hops.Hop
activatePrefetch, addAllInputs, addInput, checkAndSetForcedPlatform, checkAndSetInvalidCPDimsAndSize, clearMemEstimate, colsKnown, compressedSize, computeBoundsInformation, computeBoundsInformation, computeBoundsInformation, computeMemEstimate, computeSizeInformation, computeSizeInformation, computeSizeInformation, constructAndSetLopsDataFlowProperties, createOffsetLop, deactivatePrefetch, dimsKnown, dimsKnown, dimsKnownAny, federatedCostInitialized, getBeginColumn, getBeginLine, getBlocksize, getCompressedSize, getDataCharacteristics, getDataType, getDim, getDim1, getDim2, getEndColumn, getEndLine, getExecType, getFederatedCost, getFederatedOutput, getFilename, getForcedExecType, getHopID, getInput, getInput, getInputMemEstimate, getInputMemEstimate, getInputOutputSize, getIntermediateMemEstimate, getLength, getLops, getMemEstimate, getName, getNnz, getOutputMemEstimate, getOutputMemEstimate, getParent, getPrivacy, getRepetitions, getSparsity, getSpBroadcastSize, getText, getUpdateType, getValueType, hasCompressedInput, hasFederatedOutput, hasLocalOutput, hasMatrixInputWithDifferentBlocksizes, hasValidCPDimsAndSize, isCompressedOutput, isFederated, isFederatedDataOp, isMatrix, isMemEstimated, isOutputEmptyBlocks, isRequiredDecompression, isScalar, isTransposeSafe, isVisited, prefetchActivated, printErrorLocation, refreshColsParameterInformation, refreshColsParameterInformation, refreshMemEstimates, refreshRowsParameterInformation, refreshRowsParameterInformation, requiresCheckpoint, requiresCompression, requiresLineageCaching, requiresReblock, requiresRecompile, resetExecType, resetFederatedCost, resetRecompilationFlag, resetRecompilationFlag, resetVisitStatus, resetVisitStatus, resetVisitStatus, resetVisitStatusForced, rowsKnown, setBeginColumn, setBeginLine, setBlocksize, setCompressedOutput, setCompressedSize, setDataType, setDim, setDim1, setDim2, setEndColumn, setEndLine, setExecType, setFederatedCost, setFederatedOutput, setFilename, setForcedExecType, setLops, setMemEstimate, setName, setNnz, setOutputEmptyBlocks, setParseInfo, setPrivacy, setRequiresCheckpoint, setRequiresCompression, setRequiresCompression, setRequiresDeCompression, setRequiresLineageCaching, setRequiresReblock, setRequiresRecompile, setText, setUpdateType, setValueType, setVisited, setVisited, someInputFederated, toString, updateLopFedOut, updateLopFedOut, updateRepetitionEstimates
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Constructor Detail
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DnnOp
public DnnOp(String l, Types.DataType dt, Types.ValueType vt, Types.OpOpDnn o, ArrayList<Hop> inp)
Create a hop from the builtin expression- Parameters:
l- name of the hopdt- datatype (only supports matrix datatype)vt- valuetype (only supports matrix valuetype)o- type of this hopinp- input hops
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Method Detail
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checkArity
public void checkArity()
Description copied from class:HopCheck whether this Hop has a correct number of inputs. (Some Hops can have a variable number of inputs, such as DataOp, DataGenOp, ParameterizedBuiltinOp, ReorgOp, TernaryOp, QuaternaryOp, MultipleOp, DnnOp, and SpoofFusedOp.) Parameterized Hops (such as DataOp) can check that the number of parameters matches the number of inputs.- Specified by:
checkArityin classHop
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getOp
public Types.OpOpDnn getOp()
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getOpString
public String getOpString()
- Specified by:
getOpStringin classHop
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isGPUEnabled
public boolean isGPUEnabled()
Description copied from class:HopIn memory-based optimizer mode (see OptimizerUtils.isMemoryBasedOptLevel()), the exectype is determined by checking this method as well as memory budget of this Hop. Please see findExecTypeByMemEstimate for more detail. This method is necessary because not all operator are supported efficiently on GPU (for example: operations on frames and scalar as well as operations such as table).- Specified by:
isGPUEnabledin classHop- Returns:
- true if the Hop is eligible for GPU Exectype.
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isMultiThreadedOpType
public boolean isMultiThreadedOpType()
- Specified by:
isMultiThreadedOpTypein classMultiThreadedHop
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constructLops
public Lop constructLops()
- Specified by:
constructLopsin classHop
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setOp
public void setOp(Types.OpOpDnn op)
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isStride1Pad0
public boolean isStride1Pad0()
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constructDnnLops
public Lop constructDnnLops(Types.ExecType et, ArrayList<Hop> inputs)
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allowsAllExecTypes
public boolean allowsAllExecTypes()
- Specified by:
allowsAllExecTypesin classHop
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refreshSizeInformation
public void refreshSizeInformation()
Description copied from class:HopUpdate the output size information for this hop.- Specified by:
refreshSizeInformationin classHop
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clone
public Object clone() throws CloneNotSupportedException
- Specified by:
clonein classHop- Throws:
CloneNotSupportedException
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