Roadmap (Operators) (original) (raw)

_ParallelConcatStart

array

_ParallelConcatUpdate

array

BatchMatrixBandPart

array

BatchMatrixDiag

array

BatchMatrixDiagPart

array

BatchMatrixSetDiag

array

BatchToSpace

array

BatchToSpaceND

array

Bitcast

array

BroadcastArgs

array

BroadcastGradientArgs

array

BroadcastTo

array

CheckNumerics

array

Concat

array

ConcatOffset

array

ConcatV2

array

Const

array

DeepCopy

array

DepthToSpace

array

Diag

array

DiagPart

array

Empty

array

EnsureShape

array

ExpandDims

array

ExtractImagePatches

array

ExtractVolumePatches

array

Fill

array

Gather

array

GatherNd

array

GatherV2

array

Identity

array

InplaceAdd

array

❌ (Future: Usage, Cost)

InplaceSub

array

❌ (Future: Usage, Cost)

InplaceUpdate

array

❌ (Future: Usage, Cost)

InvertPermutation

array

LowerBound

array

❌ (Future: Usage, Cost)

MatrixBandPart

array

MatrixDiag

array

MatrixDiagPart

array

MatrixDiagPartV2

array

MatrixDiagV2

array

MatrixSetDiag

array

MatrixSetDiagV2

array

MirrorPad

array

MirrorPadGrad

array

OneHot

array

OnesLike

array

Pack

array

Pad

array

PadV2

array

ParallelConcat

array

PlaceholderWithDefault

array

PreventGradient

array

Rank

array

RefIdentity

array

Reshape

array

ResourceStridedSliceAssign

array

Reverse

array

ReverseSequence

array

ReverseV2

array

Roll

array

Shape

array

ShapeN

array

Size

array

Slice

array

Snapshot

array

SpaceToBatch

array

SpaceToBatchND

array

SpaceToDepth

array

Split

array

SplitV

array

Squeeze

array

StopGradient

array

StridedSlice

array

StridedSliceAssign

array

StridedSliceGrad

array

TensorScatterAdd

array

TensorScatterSub

array

TensorScatterUpdate

array

TensorStridedSliceUpdate

array

Tile

array

Transpose

array

Unique

array

Unpack

array

UpperBound

array

❌ (Future: Usage, Cost)

Where

array

ZerosLike

array

BitwiseAnd

bitwise

BitwiseOr

bitwise

BitwiseXor

bitwise

Invert

bitwise

LeftShift

bitwise

PopulationCount

bitwise

RightShift

bitwise

Angle

complex

❌ (Future: Domain (DirectML does not support complex data type))

Complex

complex

❌ (Future: Domain (DirectML does not support complex data type))

ComplexAbs

complex

❌ (Future: Domain (DirectML does not support complex data type))

Conj

complex

❌ (Future: Domain (DirectML does not support complex data type))

ConjugateTranspose

complex

❌ (Future: Domain (DirectML does not support complex data type))

Imag

complex

❌ (Future: Domain (DirectML does not support complex data type))

Real

complex

❌ (Future: Domain (DirectML does not support complex data type))

CudnnRNN

cudnn

❌ (Future: Generality (CUDA-only op))

CudnnRNNBackprop

cudnn

❌ (Future: Generality (CUDA-only op))

CudnnRNNBackpropV2

cudnn

❌ (Future: Generality (CUDA-only op))

CudnnRNNBackpropV3

cudnn

❌ (Future: Generality (CUDA-only op))

CudnnRNNCanonicalToParams

cudnn

❌ (Future: Generality (CUDA-only op))

CudnnRNNCanonicalToParamsV2

cudnn

❌ (Future: Generality (CUDA-only op))

CudnnRNNParamsSize

cudnn

❌ (Future: Generality (CUDA-only op))

CudnnRNNParamsToCanonical

cudnn

❌ (Future: Generality (CUDA-only op))

CudnnRNNParamsToCanonicalV2

cudnn

❌ (Future: Generality (CUDA-only op))

CudnnRNNV2

cudnn

❌ (Future: Generality (CUDA-only op))

CudnnRNNV3

cudnn

❌ (Future: Generality (CUDA-only op))

AnonymousIterator

dataset

AnonymousIteratorV2

dataset

DeleteIterator

dataset

ExperimentalMapDataset

dataset

ExperimentalSleepDataset

dataset

GeneratorDataset

dataset

IteratorFromStringHandleV2

dataset

IteratorGetNext

dataset

IteratorGetNextAsOptional

dataset

IteratorGetNextSync

dataset

IteratorToStringHandle

dataset

IteratorV2

dataset

MakeIterator

dataset

OptionalFromValue

dataset

OptionalGetValue

dataset

OptionalHasValue

dataset

OptionalNone

dataset

PrefetchDataset

dataset

SleepDataset

dataset

UnwrapDatasetVariant

dataset

WrapDatasetVariant

dataset

Copy

debug

CopyHost

debug

DebugIdentity

debug

DebugNanCount

debug

DebugNumericSummary

debug

CollectiveBcastRecv

distributed

❌ (Future: Domain (distributed execution), Cost)

CollectiveBcastSend

distributed

❌ (Future: Domain (distributed execution), Cost)

CollectiveGather

distributed

❌ (Future: Domain (distributed execution), Cost)

CollectiveReduce

distributed

❌ (Future: Domain (distributed execution), Cost)

ApplyKerasMomentum

directml

DmlNonzeroCoordinates

directml

_Arg

functional

_ArrayToList

functional

_DeviceArg

functional

_DeviceRetval

functional

_ListToArray

functional

_Retval

functional

_SwitchN

functional

_While

functional

Case

functional

DeleteSessionTensor

functional

DynamicPartition

functional

❌ (Future: Cost, Generality)

DynamicStitch

functional

EagerPyFunc

functional

EmptyTensorList

functional

Enter

functional

Exit

functional

FakeParam

functional

For

functional

GetSessionHandle

functional

GetSessionHandleV2

functional

GetSessionTensor

functional

If

functional

MapClear

functional

MapIncompleteSize

functional

MapPeek

functional

MapSize

functional

MapStage

functional

MapUnstage

functional

MapUnstageNoKey

functional

Merge

functional

NextIteration

functional

OrderedMapClear

functional

OrderedMapIncompleteSize

functional

OrderedMapPeek

functional

OrderedMapSize

functional

OrderedMapStage

functional

OrderedMapUnstage

functional

OrderedMapUnstageNoKey

functional

ParallelDynamicStitch

functional

PartitionedCall

functional

RefEnter

functional

RefExit

functional

RefMerge

functional

RefNextIteration

functional

RefSwitch

functional

RemoteCall

functional

Stage

functional

StageClear

functional

StagePeek

functional

StageSize

functional

StatefulPartitionedCall

functional

StatelessIf

functional

StatelessWhile

functional

Switch

functional

SymbolicGradient

functional

TensorArray

functional

TensorArrayClose

functional

TensorArrayCloseV2

functional

TensorArrayCloseV3

functional

TensorArrayConcat

functional

TensorArrayConcatV2

functional

TensorArrayConcatV3

functional

TensorArrayGather

functional

TensorArrayGatherV2

functional

TensorArrayGatherV3

functional

TensorArrayGrad

functional

TensorArrayGradV2

functional

TensorArrayGradV3

functional

TensorArrayGradWithShape

functional

TensorArrayPack

functional

TensorArrayRead

functional

TensorArrayReadV2

functional

TensorArrayReadV3

functional

TensorArrayScatter

functional

TensorArrayScatterV2

functional

TensorArrayScatterV3

functional

TensorArraySize

functional

TensorArraySizeV2

functional

TensorArraySizeV3

functional

TensorArraySplit

functional

TensorArraySplitV2

functional

TensorArraySplitV3

functional

TensorArrayUnpack

functional

TensorArrayV2

functional

TensorArrayV3

functional

TensorArrayWrite

functional

TensorArrayWriteV2

functional

TensorArrayWriteV3

functional

TensorListConcat

functional

TensorListConcatLists

functional

TensorListConcatV2

functional

TensorListElementShape

functional

TensorListFromTensor

functional

TensorListGather

functional

TensorListGetItem

functional

TensorListLength

functional

TensorListPopBack

functional

TensorListPushBack

functional

TensorListPushBackBatch

functional

TensorListReserve

functional

TensorListResize

functional

TensorListScatter

functional

TensorListScatterIntoExistingList

functional

TensorListScatterV2

functional

TensorListSetItem

functional

TensorListSplit

functional

TensorListStack

functional

Unstage

functional

While

functional

AdjustContrast

image

AdjustContrastv2

image

AdjustHue

image

AdjustSaturation

image

CropAndResize

image

CropAndResizeGradBoxes

image

CropAndResizeGradImage

image

HSVToRGB

image

NonMaxSuppressionV2

image

❌ (Future: Usage, Cost)

NonMaxSuppressionV3

image

❌ (Future: Usage, Cost)

ResizeBilinear

image

ResizeBilinearGrad

image

ResizeNearestNeighbor

image

ResizeNearestNeighborGrad

image

RGBToHSV

image

_CopyFromGpuToHost

internal

_CopyFromHostToGpu

internal

_If

internal

_ScopedAllocator

internal

❌ (Future: Usage)

_ScopedAllocatorConcat

internal

❌ (Future: Usage)

_ScopedAllocatorSplit

internal

❌ (Future: Usage)

BatchMatrixTriangularSolve

linalg

❌ (Future: Domain (linear algebra), Cost, Usage)

BatchSvd

linalg

❌ (Future: Domain (linear algebra), Cost)

Cholesky

linalg

❌ (Future: Domain (linear algebra), Cost)

Einsum

linalg

❌ (Future: Domain (linear algebra), Cost)

LogMatrixDeterminant

linalg

❌ (Future: Domain (linear algebra), Cost, Usage)

Lu

linalg

❌ (Future: Domain (linear algebra), Cost, Usage)

MatrixDeterminant

linalg

❌ (Future: Domain (linear algebra), Cost)

MatrixInverse

linalg

❌ (Future: Domain (linear algebra), Cost)

MatrixSolve

linalg

❌ (Future: Domain (linear algebra), Cost)

MatrixTriangularSolve

linalg

❌ (Future: Domain (linear algebra), Cost)

Qr

linalg

❌ (Future: Domain (linear algebra), Cost, Usage)

SelfAdjointEigV2

linalg

❌ (Future: Domain (linear algebra), Cost)

Svd

linalg

❌ (Future: Domain (linear algebra), Cost)

TridiagonalMatMul

linalg

❌ (Future: Domain (linear algebra), Cost, Usage)

TridiagonalSolve

linalg

❌ (Future: Domain (linear algebra), Cost, Usage)

Abs

math

Acos

math

Acosh

math

Add

math

AddN

math

AddV2

math

All

math

Any

math

ApproximateEqual

math

ArgMax

math

ArgMin

math

Asin

math

Asinh

math

Atan

math

Atan2

math

Atanh

math

BatchMatMul

math

BatchMatMulV2

math

Bincount

math

❌ (Future: Usage, Cost)

Bucketize

math

❌ (Future: Usage, Cost)

Cast

math

Ceil

math

ClipByValue

math

CompareAndBitpack

math

Cos

math

Cosh

math

Cross

math

Cumprod

math

Cumsum

math

CumulativeLogsumexp

math

❌ (Future: Usage, Cost)

Div

math

DivNoNan

math

Equal

math

Erf

math

Erfc

math

EuclideanNorm

math

Exp

math

Expm1

math

Floor

math

FloorDiv

math

FloorMod

math

Greater

math

GreaterEqual

math

HistogramFixedWidth

math

❌ (Future: Usage, Cost)

Inv

math

InvGrad

math

IsFinite

math

IsInf

math

IsNan

math

Less

math

LessEqual

math

LinSpace

math

Log

math

Log1p

math

LogicalAnd

math

LogicalNot

math

LogicalOr

math

MatMul

math

Max

math

Maximum

math

Mean

math

Min

math

Minimum

math

Mod

math

Mul

math

MulNoNan

math

Neg

math

NextAfter

math

❌ (Future: Usage, Cost)

NotEqual

math

Pow

math

Prod

math

Range

math

RealDiv

math

Reciprocal

math

ReciprocalGrad

math

Rint

math

Round

math

Rsqrt

math

RsqrtGrad

math

SegmentSum

math

❌ (Future: Generality, Cost)

Select

math

SelectV2

math

Sigmoid

math

SigmoidGrad

math

Sign

math

Sin

math

Sinh

math

Sqrt

math

SqrtGrad

math

Square

math

SquaredDifference

math

Sub

math

Sum

math

Tan

math

Tanh

math

TanhGrad

math

TruncateDiv

math

TruncateMod

math

UnsortedSegmentMax

math

❌ (Future: Generality, Cost)

UnsortedSegmentMin

math

❌ (Future: Generality, Cost, Usage)

UnsortedSegmentProd

math

❌ (Future: Generality, Cost, Usage)

UnsortedSegmentSum

math

❌ (Future: Generality, Cost)

Xdivy

math

Xlogy

math

_FusedBatchNormEx

nn

_FusedConv2D

nn

AvgPool

nn

AvgPool3D

nn

AvgPool3DGrad

nn

AvgPoolGrad

nn

BatchNormWithGlobalNormalization

nn

BatchNormWithGlobalNormalizationGrad

nn

BiasAdd

nn

BiasAddGrad

nn

BiasAddV1

nn

Conv2D

nn

Conv2DBackpropFilter

nn

Conv2DBackpropInput

nn

Conv3D

nn

Conv3DBackpropFilter

nn

Conv3DBackpropFilterV2

nn

Conv3DBackpropInput

nn

Conv3DBackpropInputV2

nn

DataFormatDimMap

nn

DataFormatVecPermute

nn

DepthwiseConv2dNative

nn

DepthwiseConv2dNativeBackpropFilter

nn

DepthwiseConv2dNativeBackpropInput

nn

Dilation2D

nn

❌ (Future: Usage, Cost)

Dilation2DBackpropFilter

nn

❌ (Future: Usage, Cost)

Dilation2DBackpropInput

nn

❌ (Future: Usage, Cost)

Elu

nn

EluGrad

nn

FusedBatchNorm

nn

FusedBatchNormGrad

nn

FusedBatchNormGradV2

nn

FusedBatchNormGradV3

nn

FusedBatchNormV2

nn

FusedBatchNormV3

nn

InTopKV2

nn

❌ (Future: Usage, Cost)

L2Loss

nn

LeakyRelu

nn

LeakyReluGrad

nn

LogSoftmax

nn

LRN

nn

LRNGrad

nn

MaxPool

nn

MaxPool3D

nn

MaxPool3DGrad

nn

MaxPool3DGradGrad

nn

❌ (Future: Usage, Cost)

MaxPoolGrad

nn

MaxPoolGradGrad

nn

❌ (Future: Usage, Cost)

MaxPoolGradGradV2

nn

❌ (Future: Usage, Cost)

MaxPoolGradGradWithArgmax

nn

❌ (Future: Usage, Cost)

MaxPoolGradV2

nn

MaxPoolGradWithArgmax

nn

❌ (Future: Usage, Cost)

MaxPoolV2

nn

MaxPoolWithArgmax

nn

❌ (Future: Usage, Cost)

Relu

nn

Relu6

nn

Relu6Grad

nn

ReluGrad

nn

Selu

nn

SeluGrad

nn

Softmax

nn

SoftmaxCrossEntropyWithLogits

nn

Softplus

nn

SoftplusGrad

nn

Softsign

nn

SoftsignGrad

nn

SparseSoftmaxCrossEntropyWithLogits

nn

TopK

nn

TopKV2

nn

FakeQuantWithMinMaxArgs

quantization

❌ (Future: Domain (quantization), Cost)

FakeQuantWithMinMaxArgsGradient

quantization

❌ (Future: Domain (quantization), Cost)

FakeQuantWithMinMaxVars

quantization

❌ (Future: Domain (quantization), Cost)

FakeQuantWithMinMaxVarsGradient

quantization

❌ (Future: Domain (quantization), Cost)

FakeQuantWithMinMaxVarsPerChannel

quantization

❌ (Future: Domain (quantization), Cost)

FakeQuantWithMinMaxVarsPerChannelGradient

quantization

❌ (Future: Domain (quantization), Cost)

QuantizeAndDequantize

quantization

❌ (Future: Domain (quantization), Cost)

QuantizeAndDequantizeV2

quantization

❌ (Future: Domain (quantization), Cost)

QuantizeAndDequantizeV3

quantization

❌ (Future: Domain (quantization), Cost)

Multinomial

random

❌ (Future: Cost, Performance (amortizable)

ParameterizedTruncatedNormal

random

❌ (Future: Cost, Performance (amortizable)

RandomGammaGrad

random

❌ (Future: Cost, Performance (amortizable)

RandomStandardNormal

random

❌ (Future: Cost, Performance (amortizable)

RandomUniform

random

RandomUniformInt

random

RngSkip

random

❌ (Future: Cost, Performance (amortizable))

StatefulStandardNormalV2

random

❌ (Future: Cost, Performance (amortizable))

StatefulTruncatedNormal

random

❌ (Future: Cost, Performance (amortizable))

StatefulUniform

random

❌ (Future: Cost, Performance (amortizable))

StatefulUniformFullInt

random

❌ (Future: Cost, Performance (amortizable))

StatefulUniformInt

random

❌ (Future: Cost, Performance (amortizable))

StatelessMultinomial

random

❌ (Future: Cost, Performance (amortizable))

StatelessRandomNormal

random

❌ (Future: Cost, Performance (amortizable))

StatelessRandomUniform

random

StatelessRandomUniformInt

random

StatelessTruncatedNormal

random

❌ (Future: Cost, Performance (amortizable))

TruncatedNormal

random

❌ (Future: Cost, Performance (amortizable))

BlockLSTM

rnn

BlockLSTMGrad

rnn

BlockLSTMGradV2

rnn

BlockLSTMV2

rnn

GRUBlockCell

rnn

GRUBlockCellGrad

rnn

LSTMBlockCell

rnn

LSTMBlockCellGrad

rnn

BatchFFT

signal

❌ (Future: Domain (signal processing), Cost)

BatchFFT2D

signal

❌ (Future: Domain (signal processing), Cost)

BatchFFT3D

signal

❌ (Future: Domain (signal processing), Cost)

BatchIFFT

signal

❌ (Future: Domain (signal processing), Cost)

BatchIFFT2D

signal

❌ (Future: Domain (signal processing), Cost)

BatchIFFT3D

signal

❌ (Future: Domain (signal processing), Cost)

FFT

signal

❌ (Future: Domain (signal processing), Cost)

FFT2D

signal

❌ (Future: Domain (signal processing), Cost)

FFT3D

signal

❌ (Future: Domain (signal processing), Cost)

IFFT

signal

❌ (Future: Domain (signal processing), Cost)

IFFT2D

signal

❌ (Future: Domain (signal processing), Cost)

IFFT3D

signal

❌ (Future: Domain (signal processing), Cost)

IRFFT

signal

❌ (Future: Domain (signal processing), Cost)

IRFFT2D

signal

❌ (Future: Domain (signal processing), Cost)

IRFFT3D

signal

❌ (Future: Domain (signal processing), Cost)

RFFT

signal

❌ (Future: Domain (signal processing), Cost)

RFFT2D

signal

❌ (Future: Domain (signal processing), Cost)

RFFT3D

signal

❌ (Future: Domain (signal processing), Cost)

SparseTensorDenseMatMul

sparse

❌ (Future: Domain (sparse tensors), Usage)

BesselI0e

special

❌ (Future: Domain (special functions), Cost, Usage)

BesselI1e

special

❌ (Future: Domain (special functions), Cost, Usage)

Betainc

special

❌ (Future: Domain (special functions), Cost, Usage)

Digamma

special

❌ (Future: Domain (special functions), Cost, Usage)

Igamma

special

❌ (Future: Domain (special functions), Cost, Usage)

Igammac

special

❌ (Future: Domain (special functions), Cost, Usage)

IgammaGradA

special

❌ (Future: Domain (special functions), Cost, Usage)

Lgamma

special

❌ (Future: Domain (special functions), Cost)

Polygamma

special

❌ (Future: Domain (special functions), Cost, Usage)

Zeta

special

❌ (Future: Domain (special functions), Cost, Usage)

_ReadVariablesOp

state

_VarHandlesOp

state

Assign

state

AssignAdd

state

AssignAddVariableOp

state

AssignSub

state

AssignSubVariableOp

state

AssignVariableOp

state

ConsumeMutexLock

state

DestroyResourceOp

state

DestroyTemporaryVariable

state

IsVariableInitialized

state

MutexLock

state

MutexV2

state

ReadVariableOp

state

ResourceGather

state

ResourceGatherNd

state

ResourceScatterAdd

state

ResourceScatterDiv

state

ResourceScatterMax

state

ResourceScatterMin

state

ResourceScatterMul

state

ResourceScatterNdAdd

state

ResourceScatterNdSub

state

ResourceScatterNdUpdate

state

ResourceScatterSub

state

ResourceScatterUpdate

state

ScatterAdd

state

ScatterDiv

state

ScatterMax

state

ScatterMin

state

ScatterMul

state

ScatterNd

state

ScatterNdAdd

state

ScatterNdNonAliasingAdd

state

ScatterNdSub

state

ScatterNdUpdate

state

ScatterSub

state

ScatterUpdate

state

TemporaryVariable

state

VarHandleOp

state

Variable

state

VariableShape

state

VariableV2

state

VarIsInitializedOp

state

ApplyAdadelta

training

ApplyAdagrad

training

ApplyAdagradV2

training

ApplyAdam

training

ApplyAdaMax

training

ApplyAddSign

training

ApplyCenteredRMSProp

training

ApplyGradientDescent

training

ApplyMomentum

training

ApplyPowerSign

training

ApplyRMSProp

training

ResourceApplyAdadelta

training

ResourceApplyAdagrad

training

ResourceApplyAdagradV2

training

ResourceApplyAdam

training

ResourceApplyAdaMax

training

ResourceApplyAdamWithAmsgrad

training

ResourceApplyAddSign

training

ResourceApplyCenteredRMSProp

training

ResourceApplyGradientDescent

training

ResourceApplyKerasMomentum

training

ResourceApplyMomentum

training

ResourceApplyPowerSign

training

ResourceApplyRMSProp

training