tf.raw_ops

Public API for tf.raw_ops namespace.

Op Name Has Gradient
Abort
Abs ✔️
AccumulateNV2 ✔️
AccumulatorApplyGradient
AccumulatorNumAccumulated
AccumulatorSetGlobalStep
AccumulatorTakeGradient
Acos ✔️
Acosh ✔️
Add ✔️
AddManySparseToTensorsMap
AddN ✔️
AddSparseToTensorsMap
AddV2 ✔️
AdjustContrast
AdjustContrastv2
AdjustHue
AdjustSaturation
All
AllCandidateSampler
AllToAll ✔️
Angle ✔️
AnonymousHashTable
AnonymousIterator
AnonymousIteratorV2
AnonymousIteratorV3
AnonymousMemoryCache
AnonymousMultiDeviceIterator
AnonymousMultiDeviceIteratorV3
AnonymousMutableDenseHashTable
AnonymousMutableHashTable
AnonymousMutableHashTableOfTensors
AnonymousRandomSeedGenerator
AnonymousSeedGenerator
Any
ApplyAdaMax
ApplyAdadelta
ApplyAdagrad
ApplyAdagradDA
ApplyAdagradV2
ApplyAdam
ApplyAddSign
ApplyCenteredRMSProp
ApplyFtrl
ApplyFtrlV2
ApplyGradientDescent
ApplyMomentum
ApplyPowerSign
ApplyProximalAdagrad
ApplyProximalGradientDescent
ApplyRMSProp
ApproxTopK ✔️
ApproximateEqual ✔️
ArgMax ✔️
ArgMin ✔️
AsString ✔️
Asin ✔️
Asinh ✔️
Assert ✔️
AssertCardinalityDataset
AssertNextDataset
AssertPrevDataset
Assign ✔️
AssignAdd ✔️
AssignAddVariableOp
AssignSub ✔️
AssignSubVariableOp
AssignVariableOp
AssignVariableXlaConcatND
Atan ✔️
Atan2 ✔️
Atanh ✔️
AudioSpectrogram
AudioSummary ✔️
AudioSummaryV2 ✔️
AutoShardDataset
AvgPool ✔️
AvgPool3D ✔️
AvgPool3DGrad ✔️
AvgPoolGrad ✔️
BandedTriangularSolve ✔️
Barrier
BarrierClose
BarrierIncompleteSize
BarrierInsertMany
BarrierReadySize
BarrierTakeMany
Batch
BatchCholesky
BatchCholeskyGrad
BatchDataset
BatchDatasetV2
BatchFFT
BatchFFT2D
BatchFFT3D
BatchFunction
BatchIFFT
BatchIFFT2D
BatchIFFT3D
BatchMatMul ✔️
BatchMatMulV2 ✔️
BatchMatMulV3 ✔️
BatchMatrixBandPart
BatchMatrixDeterminant
BatchMatrixDiag
BatchMatrixDiagPart
BatchMatrixInverse
BatchMatrixSetDiag
BatchMatrixSolve
BatchMatrixSolveLs
BatchMatrixTriangularSolve
BatchNormWithGlobalNormalization ✔️
BatchNormWithGlobalNormalizationGrad
BatchSelfAdjointEig
BatchSelfAdjointEigV2
BatchSvd
BatchToSpace ✔️
BatchToSpaceND ✔️
BesselI0 ✔️
BesselI0e ✔️
BesselI1 ✔️
BesselI1e ✔️
BesselJ0 ✔️
BesselJ1 ✔️
BesselK0 ✔️
BesselK0e ✔️
BesselK1 ✔️
BesselK1e ✔️
BesselY0 ✔️
BesselY1 ✔️
Betainc ✔️
BiasAdd ✔️
BiasAddGrad ✔️
BiasAddV1 ✔️
Bincount
Bitcast
BitwiseAnd ✔️
BitwiseOr ✔️
BitwiseXor ✔️
BlockLSTM ✔️
BlockLSTMGrad
BlockLSTMGradV2
BlockLSTMV2 ✔️
BoostedTreesAggregateStats
BoostedTreesBucketize
BoostedTreesCalculateBestFeatureSplit
BoostedTreesCalculateBestFeatureSplitV2
BoostedTreesCalculateBestGainsPerFeature
BoostedTreesCenterBias
BoostedTreesCreateEnsemble
BoostedTreesCreateQuantileStreamResource
BoostedTreesDeserializeEnsemble
BoostedTreesEnsembleResourceHandleOp
BoostedTreesExampleDebugOutputs
BoostedTreesFlushQuantileSummaries
BoostedTreesGetEnsembleStates
BoostedTreesMakeQuantileSummaries
BoostedTreesMakeStatsSummary
BoostedTreesPredict
BoostedTreesQuantileStreamResourceAddSummaries
BoostedTreesQuantileStreamResourceDeserialize
BoostedTreesQuantileStreamResourceFlush
BoostedTreesQuantileStreamResourceGetBucketBoundaries
BoostedTreesQuantileStreamResourceHandleOp
BoostedTreesSerializeEnsemble
BoostedTreesSparseAggregateStats
BoostedTreesSparseCalculateBestFeatureSplit
BoostedTreesTrainingPredict
BoostedTreesUpdateEnsemble
BoostedTreesUpdateEnsembleV2
BroadcastArgs
BroadcastGradientArgs ✔️
BroadcastTo ✔️
Bucketize
BytesProducedStatsDataset
CSRSparseMatrixComponents
CSRSparseMatrixToDense ✔️
CSRSparseMatrixToSparseTensor ✔️
CSVDataset
CSVDatasetV2
CTCBeamSearchDecoder ✔️
CTCGreedyDecoder ✔️
CTCLoss ✔️
CTCLossV2 ✔️
CacheDataset
CacheDatasetV2
Case ✔️
Cast ✔️
Ceil ✔️
CheckNumerics ✔️
CheckNumericsV2 ✔️
Cholesky ✔️
CholeskyGrad
ChooseFastestBranchDataset
ChooseFastestDataset
ClipByValue
CloseSummaryWriter
CollectiveAllToAllV3
CollectiveAssignGroupV2
CollectiveBcastRecv
CollectiveBcastRecvV2
CollectiveBcastSend
CollectiveBcastSendV2
CollectiveGather
CollectiveGatherV2
CollectiveInitializeCommunicator
CollectivePermute ✔️
CollectiveReduce
CollectiveReduceV2
CollectiveReduceV3
CombinedNonMaxSuppression
Complex ✔️
ComplexAbs ✔️
CompositeTensorVariantFromComponents ✔️
CompositeTensorVariantToComponents ✔️
CompressElement
ComputeAccidentalHits
ComputeBatchSize
Concat ✔️
ConcatOffset ✔️
ConcatV2 ✔️
ConcatenateDataset
ConditionalAccumulator
ConfigureDistributedTPU
ConfigureTPUEmbedding
Conj ✔️
ConjugateTranspose ✔️
Const ✔️
ConsumeMutexLock
ControlTrigger
Conv2D ✔️
Conv2DBackpropFilter ✔️
Conv2DBackpropInput ✔️
Conv3D ✔️
Conv3DBackpropFilter
Conv3DBackpropFilterV2 ✔️
Conv3DBackpropInput
Conv3DBackpropInputV2 ✔️
Copy
CopyHost
Cos ✔️
Cosh ✔️
CountUpTo
CreateSummaryDbWriter
CreateSummaryFileWriter
CropAndResize ✔️
CropAndResizeGradBoxes
CropAndResizeGradImage
Cross ✔️
CrossReplicaSum ✔️
CudnnRNN ✔️
CudnnRNNBackprop
CudnnRNNBackpropV2
CudnnRNNBackpropV3
CudnnRNNCanonicalToParams
CudnnRNNCanonicalToParamsV2
CudnnRNNParamsSize
CudnnRNNParamsToCanonical
CudnnRNNParamsToCanonicalV2
CudnnRNNV2 ✔️
CudnnRNNV3 ✔️
Cumprod ✔️
Cumsum ✔️
CumulativeLogsumexp ✔️
DataFormatDimMap
DataFormatVecPermute
DataServiceDataset
DataServiceDatasetV2
DataServiceDatasetV3
DataServiceDatasetV4
DatasetCardinality
DatasetFromGraph
DatasetToGraph
DatasetToGraphV2
DatasetToSingleElement
DatasetToTFRecord
Dawsn ✔️
DebugGradientIdentity ✔️
DebugGradientRefIdentity ✔️
DebugIdentity
DebugIdentityV2 ✔️
DebugNanCount
DebugNumericSummary
DebugNumericSummaryV2
DecodeAndCropJpeg
DecodeBase64 ✔️
DecodeBmp
DecodeCSV
DecodeCompressed
DecodeGif
DecodeImage
DecodeJSONExample
DecodeJpeg
DecodePaddedRaw ✔️
DecodePng
DecodeProtoV2 ✔️
DecodeRaw ✔️
DecodeWav
DeepCopy
DeleteIterator
DeleteMemoryCache
DeleteMultiDeviceIterator
DeleteRandomSeedGenerator
DeleteSeedGenerator
DeleteSessionTensor ✔️
DenseBincount
DenseCountSparseOutput
DenseToCSRSparseMatrix ✔️
DenseToDenseSetOperation ✔️
DenseToSparseBatchDataset
DenseToSparseSetOperation ✔️
DepthToSpace ✔️
DepthwiseConv2dNative ✔️
DepthwiseConv2dNativeBackpropFilter ✔️
DepthwiseConv2dNativeBackpropInput ✔️
Dequantize
DeserializeIterator
DeserializeManySparse
DeserializeSparse
DestroyResourceOp
DestroyTemporaryVariable
DeviceIndex
Diag ✔️
DiagPart ✔️
Digamma ✔️
Dilation2D ✔️
Dilation2DBackpropFilter
Dilation2DBackpropInput
DirectedInterleaveDataset
DisableCopyOnRead
Div ✔️
DivNoNan ✔️
DrawBoundingBoxes ✔️
DrawBoundingBoxesV2
DummyIterationCounter
DummyMemoryCache
DummySeedGenerator
DynamicEnqueueTPUEmbeddingArbitraryTensorBatch
DynamicPartition ✔️
DynamicStitch ✔️
EagerPyFunc ✔️
EditDistance ✔️
Eig ✔️
Einsum ✔️
Elu ✔️
EluGrad ✔️
Empty
EmptyTensorList
EncodeBase64 ✔️
EncodeJpeg
EncodeJpegVariableQuality
EncodePng
EncodeProto ✔️
EncodeWav
EnqueueTPUEmbeddingArbitraryTensorBatch
EnqueueTPUEmbeddingIntegerBatch
EnqueueTPUEmbeddingRaggedTensorBatch
EnqueueTPUEmbeddingSparseBatch
EnqueueTPUEmbeddingSparseTensorBatch
EnsureShape ✔️
Enter ✔️
Equal ✔️
Erf ✔️
Erfc ✔️
Erfinv ✔️
EuclideanNorm ✔️
Exit ✔️
Exp ✔️
ExpandDims ✔️
ExperimentalAssertNextDataset
ExperimentalAutoShardDataset
ExperimentalBytesProducedStatsDataset
ExperimentalCSVDataset
ExperimentalChooseFastestDataset
ExperimentalDatasetCardinality
ExperimentalDatasetToTFRecord
ExperimentalDenseToSparseBatchDataset
ExperimentalDirectedInterleaveDataset
ExperimentalGroupByReducerDataset
ExperimentalGroupByWindowDataset
ExperimentalIgnoreErrorsDataset
ExperimentalIteratorGetDevice
ExperimentalLMDBDataset
ExperimentalLatencyStatsDataset
ExperimentalMapAndBatchDataset
ExperimentalMapDataset
ExperimentalMatchingFilesDataset
ExperimentalMaxIntraOpParallelismDataset
ExperimentalNonSerializableDataset
ExperimentalParallelInterleaveDataset
ExperimentalParseExampleDataset
ExperimentalPrivateThreadPoolDataset
ExperimentalRandomDataset
ExperimentalRebatchDataset
ExperimentalScanDataset
ExperimentalSetStatsAggregatorDataset
ExperimentalSleepDataset
ExperimentalSlidingWindowDataset
ExperimentalSqlDataset
ExperimentalStatsAggregatorHandle
ExperimentalStatsAggregatorSummary
ExperimentalTakeWhileDataset
ExperimentalThreadPoolDataset
ExperimentalThreadPoolHandle
ExperimentalUnbatchDataset
ExperimentalUniqueDataset
Expint ✔️
Expm1 ✔️
ExtractGlimpse ✔️
ExtractGlimpseV2
ExtractImagePatches ✔️
ExtractJpegShape
ExtractVolumePatches ✔️
FFT ✔️
FFT2D ✔️
FFT3D ✔️
FIFOQueue
FIFOQueueV2
Fact
FakeParam
FakeQuantWithMinMaxArgs ✔️
FakeQuantWithMinMaxArgsGradient
FakeQuantWithMinMaxVars ✔️
FakeQuantWithMinMaxVarsGradient
FakeQuantWithMinMaxVarsPerChannel ✔️
FakeQuantWithMinMaxVarsPerChannelGradient
FakeQueue
Fill ✔️
FilterByLastComponentDataset
FilterDataset
FinalizeDataset
Fingerprint
FixedLengthRecordDataset
FixedLengthRecordDatasetV2
FixedLengthRecordReader ✔️
FixedLengthRecordReaderV2
FixedUnigramCandidateSampler
FlatMapDataset
Floor ✔️
FloorDiv ✔️
FloorMod ✔️
FlushSummaryWriter
For
FractionalAvgPool ✔️
FractionalAvgPoolGrad
FractionalMaxPool ✔️
FractionalMaxPoolGrad
FresnelCos ✔️
FresnelSin ✔️
FusedBatchNorm ✔️
FusedBatchNormGrad ✔️
FusedBatchNormGradV2 ✔️
FusedBatchNormGradV3 ✔️
FusedBatchNormV2 ✔️
FusedBatchNormV3 ✔️
FusedPadConv2D
FusedResizeAndPadConv2D
GRUBlockCell
GRUBlockCellGrad
Gather ✔️
GatherNd ✔️
GatherV2 ✔️
GenerateBoundingBoxProposals ✔️
GenerateVocabRemapping ✔️
GeneratorDataset
GetElementAtIndex
GetOptions
GetSessionHandle ✔️
GetSessionHandleV2 ✔️
GetSessionTensor ✔️
Greater ✔️
GreaterEqual ✔️
GroupByReducerDataset
GroupByWindowDataset
GuaranteeConst
HSVToRGB ✔️
HashTable ✔️
HashTableV2 ✔️
HistogramFixedWidth
HistogramSummary ✔️
IFFT ✔️
IFFT2D ✔️
IFFT3D ✔️
IRFFT ✔️
IRFFT2D ✔️
IRFFT3D
Identity ✔️
IdentityN ✔️
IdentityReader ✔️
IdentityReaderV2
If ✔️
Igamma ✔️
IgammaGradA
Igammac ✔️
IgnoreErrorsDataset
Imag ✔️
ImageProjectiveTransformV2 ✔️
ImageProjectiveTransformV3 ✔️
ImageSummary ✔️
ImmutableConst
ImportEvent
InTopK
InTopKV2
InfeedDequeue
InfeedDequeueTuple
InfeedEnqueue
InfeedEnqueuePrelinearizedBuffer
InfeedEnqueueTuple
InitializeTable ✔️
InitializeTableFromDataset
InitializeTableFromTextFile ✔️
InitializeTableFromTextFileV2 ✔️
InitializeTableV2 ✔️
InplaceAdd
InplaceSub
InplaceUpdate
InterleaveDataset
Inv ✔️
InvGrad ✔️
Invert ✔️
InvertPermutation ✔️
IsBoostedTreesEnsembleInitialized
IsBoostedTreesQuantileStreamResourceInitialized
IsFinite
IsInf
IsNan
IsTPUEmbeddingInitialized
IsVariableInitialized
IsotonicRegression ✔️
Iterator
IteratorFromStringHandle
IteratorFromStringHandleV2
IteratorGetDevice
IteratorGetNext
IteratorGetNextAsOptional
IteratorGetNextSync
IteratorToStringHandle
IteratorV2
L2Loss ✔️
LMDBDataset
LMDBReader ✔️
LRN ✔️
LRNGrad
LSTMBlockCell
LSTMBlockCellGrad
LatencyStatsDataset
LeakyRelu ✔️
LeakyReluGrad ✔️
LearnedUnigramCandidateSampler
LeftShift ✔️
LegacyParallelInterleaveDatasetV2
Less ✔️
LessEqual ✔️
Lgamma ✔️
LinSpace ✔️
ListDataset
ListDiff
LoadAndRemapMatrix ✔️
LoadDataset
LoadTPUEmbeddingADAMParameters
LoadTPUEmbeddingAdadeltaParameters
LoadTPUEmbeddingAdagradMomentumParameters
LoadTPUEmbeddingAdagradParameters
LoadTPUEmbeddingCenteredRMSPropParameters
LoadTPUEmbeddingFTRLParameters
LoadTPUEmbeddingFrequencyEstimatorParameters
LoadTPUEmbeddingMDLAdagradLightParameters
LoadTPUEmbeddingMomentumParameters
LoadTPUEmbeddingProximalAdagradParameters
LoadTPUEmbeddingProximalYogiParameters
LoadTPUEmbeddingRMSPropParameters
LoadTPUEmbeddingStochasticGradientDescentParameters
Log ✔️
Log1p ✔️
LogMatrixDeterminant ✔️
LogSoftmax ✔️
LogUniformCandidateSampler
LogicalAnd ✔️
LogicalNot ✔️
LogicalOr ✔️
LookupTableExport
LookupTableExportV2
LookupTableFind ✔️
LookupTableFindV2 ✔️
LookupTableImport
LookupTableImportV2
LookupTableInsert ✔️
LookupTableInsertV2 ✔️
LookupTableRemoveV2
LookupTableSize ✔️
LookupTableSizeV2 ✔️
LoopCond ✔️
LowerBound
Lu
MakeIterator
MapAndBatchDataset
MapClear
MapDataset
MapDefun
MapIncompleteSize
MapPeek
MapSize
MapStage
MapUnstage
MapUnstageNoKey
MatMul ✔️
MatchingFiles
MatchingFilesDataset
MatrixBandPart ✔️
MatrixDeterminant ✔️
MatrixDiag ✔️
MatrixDiagPart ✔️
MatrixDiagPartV2 ✔️
MatrixDiagPartV3 ✔️
MatrixDiagV2 ✔️
MatrixDiagV3 ✔️
MatrixExponential
MatrixInverse ✔️
MatrixLogarithm
MatrixSetDiag ✔️
MatrixSetDiagV2 ✔️
MatrixSetDiagV3 ✔️
MatrixSolve ✔️
MatrixSolveLs ✔️
MatrixSquareRoot ✔️
MatrixTriangularSolve ✔️
Max ✔️
MaxIntraOpParallelismDataset
MaxPool ✔️
MaxPool3D ✔️
MaxPool3DGrad ✔️
MaxPool3DGradGrad ✔️
MaxPoolGrad ✔️
MaxPoolGradGrad ✔️
MaxPoolGradGradV2
MaxPoolGradGradWithArgmax
MaxPoolGradV2 ✔️
MaxPoolGradWithArgmax
MaxPoolV2 ✔️
MaxPoolWithArgmax ✔️
Maximum ✔️
Mean ✔️
Merge ✔️
MergeSummary ✔️
MergeV2Checkpoints
Mfcc
Min ✔️
Minimum ✔️
MirrorPad ✔️
MirrorPadGrad ✔️
Mod
ModelDataset
Mul ✔️
MulNoNan ✔️
MultiDeviceIterator
MultiDeviceIteratorFromStringHandle
MultiDeviceIteratorGetNextFromShard
MultiDeviceIteratorInit
MultiDeviceIteratorToStringHandle
Multinomial ✔️
MutableDenseHashTable ✔️
MutableDenseHashTableV2 ✔️
MutableHashTable ✔️
MutableHashTableOfTensors ✔️
MutableHashTableOfTensorsV2 ✔️
MutableHashTableV2 ✔️
MutexLock
MutexV2
NcclAllReduce ✔️
NcclBroadcast ✔️
NcclReduce ✔️
Ndtri ✔️
Neg ✔️
NextAfter ✔️
NextIteration ✔️
NoOp
NonDeterministicInts
NonMaxSuppression ✔️
NonMaxSuppressionV2 ✔️
NonMaxSuppressionV3
NonMaxSuppressionV4
NonMaxSuppressionV5
NonMaxSuppressionWithOverlaps ✔️
NonSerializableDataset
NotEqual ✔️
NthElement ✔️
OneHot ✔️
OneShotIterator
OnesLike ✔️
OptimizeDataset
OptimizeDatasetV2
OptionalFromValue ✔️
OptionalGetValue ✔️
OptionalHasValue
OptionalNone
OptionsDataset
OrderedMapClear
OrderedMapIncompleteSize
OrderedMapPeek
OrderedMapSize
OrderedMapStage
OrderedMapUnstage
OrderedMapUnstageNoKey
OutfeedDequeue
OutfeedDequeueTuple
OutfeedDequeueTupleV2
OutfeedDequeueV2
OutfeedEnqueue
OutfeedEnqueueTuple
Pack ✔️
Pad ✔️
PadV2 ✔️
PaddedBatchDataset
PaddedBatchDatasetV2
PaddingFIFOQueue
PaddingFIFOQueueV2
ParallelBatchDataset
ParallelConcat
ParallelDynamicStitch ✔️
ParallelFilterDataset
ParallelInterleaveDataset
ParallelInterleaveDatasetV2
ParallelInterleaveDatasetV3
ParallelInterleaveDatasetV4
ParallelMapDataset
ParallelMapDatasetV2
ParameterizedTruncatedNormal ✔️
ParseExample
ParseExampleDataset
ParseExampleDatasetV2
ParseExampleV2
ParseSequenceExample
ParseSequenceExampleV2
ParseSingleExample
ParseSingleSequenceExample
ParseTensor ✔️
PartitionedCall
Placeholder
PlaceholderV2
PlaceholderWithDefault ✔️
Polygamma ✔️
PopulationCount ✔️
Pow ✔️
PrefetchDataset
Prelinearize
PrelinearizeTuple
PreventGradient ✔️
Print ✔️
PrintV2
PriorityQueue
PriorityQueueV2
PrivateThreadPoolDataset
Prod ✔️
PyFunc ✔️
PyFuncStateless ✔️
Qr ✔️
QuantizeAndDequantize ✔️
QuantizeAndDequantizeV2 ✔️
QuantizeAndDequantizeV3 ✔️
QuantizeAndDequantizeV4 ✔️
QuantizeAndDequantizeV4Grad ✔️
QuantizeDownAndShrinkRange
QuantizeV2
QuantizedAdd
QuantizedAvgPool
QuantizedBatchNormWithGlobalNormalization
QuantizedBiasAdd
QuantizedConcat
QuantizedConv2D
QuantizedConv2DAndRelu
QuantizedConv2DAndReluAndRequantize
QuantizedConv2DAndRequantize
QuantizedConv2DPerChannel
QuantizedConv2DWithBias
QuantizedConv2DWithBiasAndRelu
QuantizedConv2DWithBiasAndReluAndRequantize
QuantizedConv2DWithBiasAndRequantize
QuantizedConv2DWithBiasSignedSumAndReluAndRequantize
QuantizedConv2DWithBiasSumAndRelu
QuantizedConv2DWithBiasSumAndReluAndRequantize
QuantizedDepthwiseConv2D
QuantizedDepthwiseConv2DWithBias
QuantizedDepthwiseConv2DWithBiasAndRelu
QuantizedDepthwiseConv2DWithBiasAndReluAndRequantize
QuantizedInstanceNorm
QuantizedMatMul
QuantizedMatMulWithBias
QuantizedMatMulWithBiasAndDequantize
QuantizedMatMulWithBiasAndRelu
QuantizedMatMulWithBiasAndReluAndRequantize
QuantizedMatMulWithBiasAndRequantize
QuantizedMaxPool
QuantizedMul
QuantizedRelu
QuantizedRelu6
QuantizedReluX
QuantizedReshape
QuantizedResizeBilinear
QueueClose ✔️
QueueCloseV2
QueueDequeue ✔️
QueueDequeueMany ✔️
QueueDequeueManyV2
QueueDequeueUpTo ✔️
QueueDequeueUpToV2
QueueDequeueV2
QueueEnqueue ✔️
QueueEnqueueMany ✔️
QueueEnqueueManyV2
QueueEnqueueV2
QueueIsClosed
QueueIsClosedV2
QueueSize ✔️
QueueSizeV2
RFFT ✔️
RFFT2D ✔️
RFFT3D
RGBToHSV ✔️
RaggedBincount
RaggedCountSparseOutput
RaggedCross
RaggedGather ✔️
RaggedRange ✔️
RaggedTensorFromVariant ✔️
RaggedTensorToSparse ✔️
RaggedTensorToTensor ✔️
RaggedTensorToVariant ✔️
RaggedTensorToVariantGradient
RandomCrop ✔️
RandomDataset
RandomGamma ✔️
RandomGammaGrad
RandomIndexShuffle ✔️
RandomPoisson
RandomPoissonV2
RandomShuffle ✔️
RandomShuffleQueue
RandomShuffleQueueV2
RandomStandardNormal ✔️
RandomUniform ✔️
RandomUniformInt
Range ✔️
RangeDataset
Rank ✔️
ReadFile
ReadVariableOp ✔️
ReadVariableXlaSplitND
ReaderNumRecordsProduced ✔️
ReaderNumRecordsProducedV2
ReaderNumWorkUnitsCompleted ✔️
ReaderNumWorkUnitsCompletedV2
ReaderRead ✔️
ReaderReadUpTo ✔️
ReaderReadUpToV2
ReaderReadV2
ReaderReset ✔️
ReaderResetV2
ReaderRestoreState ✔️
ReaderRestoreStateV2
ReaderSerializeState ✔️
ReaderSerializeStateV2
Real ✔️
RealDiv ✔️
RebatchDataset
RebatchDatasetV2
Reciprocal ✔️
ReciprocalGrad ✔️
RecordInput
Recv
RecvTPUEmbeddingActivations
ReduceDataset ✔️
ReduceJoin ✔️
RefEnter ✔️
RefExit ✔️
RefIdentity ✔️
RefMerge ✔️
RefNextIteration ✔️
RefSelect
RefSwitch ✔️
RegexFullMatch
RegexReplace ✔️
RegisterDataset
RegisterDatasetV2
Relu ✔️
Relu6 ✔️
Relu6Grad ✔️
ReluGrad ✔️
RemoteCall
RepeatDataset
RequantizationRange
RequantizationRangePerChannel
Requantize
RequantizePerChannel
Reshape ✔️
ResizeArea
ResizeBicubic ✔️
ResizeBicubicGrad
ResizeBilinear ✔️
ResizeBilinearGrad
ResizeNearestNeighbor ✔️
ResizeNearestNeighborGrad
ResourceAccumulatorApplyGradient
ResourceAccumulatorNumAccumulated
ResourceAccumulatorSetGlobalStep
ResourceAccumulatorTakeGradient
ResourceApplyAdaMax
ResourceApplyAdadelta
ResourceApplyAdagrad
ResourceApplyAdagradDA
ResourceApplyAdagradV2
ResourceApplyAdam
ResourceApplyAdamWithAmsgrad
ResourceApplyAddSign
ResourceApplyCenteredRMSProp
ResourceApplyFtrl
ResourceApplyFtrlV2
ResourceApplyGradientDescent
ResourceApplyKerasMomentum
ResourceApplyMomentum
ResourceApplyPowerSign
ResourceApplyProximalAdagrad
ResourceApplyProximalGradientDescent
ResourceApplyRMSProp
ResourceConditionalAccumulator
ResourceCountUpTo
ResourceGather ✔️
ResourceGatherNd ✔️
ResourceScatterAdd
ResourceScatterDiv
ResourceScatterMax
ResourceScatterMin
ResourceScatterMul
ResourceScatterNdAdd
ResourceScatterNdMax
ResourceScatterNdMin
ResourceScatterNdSub
ResourceScatterNdUpdate
ResourceScatterSub
ResourceScatterUpdate
ResourceSparseApplyAdadelta
ResourceSparseApplyAdagrad
ResourceSparseApplyAdagradDA
ResourceSparseApplyAdagradV2
ResourceSparseApplyCenteredRMSProp
ResourceSparseApplyFtrl
ResourceSparseApplyFtrlV2
ResourceSparseApplyKerasMomentum
ResourceSparseApplyMomentum
ResourceSparseApplyProximalAdagrad
ResourceSparseApplyProximalGradientDescent
ResourceSparseApplyRMSProp
ResourceStridedSliceAssign
Restore
RestoreSlice
RestoreV2
RetrieveTPUEmbeddingADAMParameters
RetrieveTPUEmbeddingAdadeltaParameters
RetrieveTPUEmbeddingAdagradMomentumParameters
RetrieveTPUEmbeddingAdagradParameters
RetrieveTPUEmbeddingCenteredRMSPropParameters
RetrieveTPUEmbeddingFTRLParameters
RetrieveTPUEmbeddingFrequencyEstimatorParameters
RetrieveTPUEmbeddingMDLAdagradLightParameters
RetrieveTPUEmbeddingMomentumParameters
RetrieveTPUEmbeddingProximalAdagradParameters
RetrieveTPUEmbeddingProximalYogiParameters
RetrieveTPUEmbeddingRMSPropParameters
RetrieveTPUEmbeddingStochasticGradientDescentParameters
Reverse ✔️
ReverseSequence ✔️
ReverseV2 ✔️
RewriteDataset
RightShift ✔️
Rint ✔️
RngReadAndSkip
RngSkip
Roll ✔️
Round ✔️
Rsqrt ✔️
RsqrtGrad ✔️
SampleDistortedBoundingBox ✔️
SampleDistortedBoundingBoxV2 ✔️
SamplingDataset
Save
SaveDataset
SaveDatasetV2
SaveSlices
SaveV2
ScalarSummary ✔️
ScaleAndTranslate ✔️
ScaleAndTranslateGrad
ScanDataset
ScatterAdd ✔️
ScatterDiv ✔️
ScatterMax
ScatterMin
ScatterMul ✔️
ScatterNd ✔️
ScatterNdAdd ✔️
ScatterNdMax
ScatterNdMin
ScatterNdNonAliasingAdd ✔️
ScatterNdSub ✔️
ScatterNdUpdate ✔️
ScatterSub ✔️
ScatterUpdate
SdcaFprint ✔️
SdcaOptimizer ✔️
SdcaOptimizerV2 ✔️
SdcaShrinkL1 ✔️
SegmentMax ✔️
SegmentMean ✔️
SegmentMin ✔️
SegmentProd ✔️
SegmentSum ✔️
Select ✔️
SelectV2 ✔️
SelfAdjointEig
SelfAdjointEigV2 ✔️
Selu ✔️
SeluGrad ✔️
Send
SendTPUEmbeddingGradients
SerializeIterator
SerializeManySparse
SerializeSparse
SerializeTensor ✔️
SetSize ✔️
SetStatsAggregatorDataset
Shape ✔️
ShapeN ✔️
ShardDataset
ShardedFilename
ShardedFilespec
ShuffleAndRepeatDataset
ShuffleAndRepeatDatasetV2
ShuffleDataset
ShuffleDatasetV2
ShuffleDatasetV3
ShutdownDistributedTPU
Sigmoid ✔️
SigmoidGrad ✔️
Sign ✔️
Sin ✔️
Sinh ✔️
Size ✔️
SkipDataset
SleepDataset
Slice ✔️
SlidingWindowDataset
Snapshot
SnapshotDataset
SnapshotDatasetReader
SnapshotDatasetV2
SnapshotNestedDatasetReader
SobolSample
Softmax ✔️
SoftmaxCrossEntropyWithLogits ✔️
Softplus ✔️
SoftplusGrad ✔️
Softsign ✔️
SoftsignGrad
SpaceToBatch ✔️
SpaceToBatchND ✔️
SpaceToDepth ✔️
SparseAccumulatorApplyGradient
SparseAccumulatorTakeGradient
SparseAdd ✔️
SparseAddGrad ✔️
SparseApplyAdadelta
SparseApplyAdagrad
SparseApplyAdagradDA
SparseApplyAdagradV2
SparseApplyCenteredRMSProp
SparseApplyFtrl
SparseApplyFtrlV2
SparseApplyMomentum
SparseApplyProximalAdagrad
SparseApplyProximalGradientDescent
SparseApplyRMSProp
SparseBincount
SparseConcat ✔️
SparseConditionalAccumulator
SparseCountSparseOutput
SparseCross
SparseCrossHashed
SparseCrossV2
SparseDenseCwiseAdd ✔️
SparseDenseCwiseDiv ✔️
SparseDenseCwiseMul ✔️
SparseFillEmptyRows ✔️
SparseFillEmptyRowsGrad
SparseMatMul ✔️
SparseMatrixAdd ✔️
SparseMatrixMatMul ✔️
SparseMatrixMul ✔️
SparseMatrixNNZ ✔️
SparseMatrixOrderingAMD
SparseMatrixSoftmax ✔️
SparseMatrixSoftmaxGrad
SparseMatrixSparseCholesky
SparseMatrixSparseMatMul ✔️
SparseMatrixTranspose ✔️
SparseMatrixZeros ✔️
SparseReduceMax
SparseReduceMaxSparse
SparseReduceSum ✔️
SparseReduceSumSparse
SparseReorder ✔️
SparseReshape
SparseSegmentMean ✔️
SparseSegmentMeanGrad
SparseSegmentMeanWithNumSegments ✔️
SparseSegmentSqrtN ✔️
SparseSegmentSqrtNGrad
SparseSegmentSqrtNWithNumSegments ✔️
SparseSegmentSum ✔️
SparseSegmentSumGrad
SparseSegmentSumWithNumSegments ✔️
SparseSlice ✔️
SparseSliceGrad
SparseSoftmax ✔️
SparseSoftmaxCrossEntropyWithLogits ✔️
SparseSparseMaximum ✔️
SparseSparseMinimum ✔️
SparseSplit
SparseTensorDenseAdd ✔️
SparseTensorDenseMatMul ✔️
SparseTensorSliceDataset
SparseTensorToCSRSparseMatrix ✔️
SparseToDense ✔️
SparseToSparseSetOperation ✔️
Spence ✔️
Split ✔️
SplitV ✔️
SqlDataset
Sqrt ✔️
SqrtGrad ✔️
Square ✔️
SquaredDifference ✔️
Squeeze ✔️
Stack ✔️
StackClose ✔️
StackCloseV2
StackPop ✔️
StackPopV2
StackPush ✔️
StackPushV2
StackV2
Stage
StageClear
StagePeek
StageSize
StatefulPartitionedCall
StatefulRandomBinomial
StatefulStandardNormal
StatefulStandardNormalV2
StatefulTruncatedNormal
StatefulUniform
StatefulUniformFullInt
StatefulUniformInt
StatelessCase ✔️
StatelessIf ✔️
StatelessMultinomial ✔️
StatelessParameterizedTruncatedNormal ✔️
StatelessRandomBinomial ✔️
StatelessRandomGammaV2 ✔️
StatelessRandomGetAlg
StatelessRandomGetKeyCounter
StatelessRandomGetKeyCounterAlg
StatelessRandomNormal ✔️
StatelessRandomNormalV2 ✔️
StatelessRandomPoisson ✔️
StatelessRandomUniform ✔️
StatelessRandomUniformFullInt ✔️
StatelessRandomUniformFullIntV2 ✔️
StatelessRandomUniformInt ✔️
StatelessRandomUniformIntV2 ✔️
StatelessRandomUniformV2 ✔️
StatelessSampleDistortedBoundingBox
StatelessShuffle
StatelessTruncatedNormal ✔️
StatelessTruncatedNormalV2 ✔️
StatelessWhile ✔️
StaticRegexFullMatch
StaticRegexReplace
StatsAggregatorHandle
StatsAggregatorHandleV2
StatsAggregatorSetSummaryWriter
StatsAggregatorSummary
StopGradient ✔️
StridedSlice ✔️
StridedSliceAssign
StridedSliceGrad ✔️
StringFormat
StringJoin ✔️
StringLength
StringLower
StringNGrams
StringSplit ✔️
StringSplitV2
StringStrip
StringToHashBucket ✔️
StringToHashBucketFast ✔️
StringToHashBucketStrong ✔️
StringToNumber ✔️
StringUpper
Sub ✔️
Substr
Sum ✔️
SummaryWriter
Svd ✔️
Switch ✔️
SymbolicGradient
TFRecordDataset
TFRecordReader ✔️
TFRecordReaderV2
TPUCompilationResult
TPUEmbeddingActivations ✔️
TPUOrdinalSelector
TPUPartitionedCall
TPUPartitionedInput
TPUPartitionedOutput
TPUReplicateMetadata
TPUReplicatedInput ✔️
TPUReplicatedOutput
TakeDataset
TakeManySparseFromTensorsMap
TakeWhileDataset
Tan ✔️
Tanh ✔️
TanhGrad ✔️
TemporaryVariable
TensorArray ✔️
TensorArrayClose ✔️
TensorArrayCloseV2 ✔️
TensorArrayCloseV3 ✔️
TensorArrayConcat ✔️
TensorArrayConcatV2 ✔️
TensorArrayConcatV3 ✔️
TensorArrayGather ✔️
TensorArrayGatherV2 ✔️
TensorArrayGatherV3 ✔️
TensorArrayGrad ✔️
TensorArrayGradV2 ✔️
TensorArrayGradV3 ✔️
TensorArrayGradWithShape ✔️
TensorArrayPack
TensorArrayRead ✔️
TensorArrayReadV2 ✔️
TensorArrayReadV3 ✔️
TensorArrayScatter ✔️
TensorArrayScatterV2 ✔️
TensorArrayScatterV3 ✔️
TensorArraySize ✔️
TensorArraySizeV2 ✔️
TensorArraySizeV3 ✔️
TensorArraySplit ✔️
TensorArraySplitV2 ✔️
TensorArraySplitV3 ✔️
TensorArrayUnpack
TensorArrayV2 ✔️
TensorArrayV3 ✔️
TensorArrayWrite ✔️
TensorArrayWriteV2 ✔️
TensorArrayWriteV3 ✔️
TensorDataset
TensorListConcat ✔️
TensorListConcatLists ✔️
TensorListConcatV2 ✔️
TensorListElementShape ✔️
TensorListFromTensor ✔️
TensorListGather ✔️
TensorListGetItem ✔️
TensorListLength ✔️
TensorListPopBack ✔️
TensorListPushBack ✔️
TensorListPushBackBatch ✔️
TensorListReserve
TensorListResize ✔️
TensorListScatter ✔️
TensorListScatterIntoExistingList ✔️
TensorListScatterV2 ✔️
TensorListSetItem ✔️
TensorListSplit ✔️
TensorListStack ✔️
TensorScatterAdd ✔️
TensorScatterMax ✔️
TensorScatterMin ✔️
TensorScatterSub ✔️
TensorScatterUpdate ✔️
TensorSliceDataset
TensorStridedSliceUpdate ✔️
TensorSummary ✔️
TensorSummaryV2 ✔️
TextLineDataset
TextLineReader ✔️
TextLineReaderV2
ThreadPoolDataset
ThreadPoolHandle
ThreadUnsafeUnigramCandidateSampler
Tile ✔️
TileGrad
Timestamp ✔️
ToBool
TopK ✔️
TopKV2 ✔️
Transpose ✔️
TridiagonalMatMul ✔️
TridiagonalSolve ✔️
TruncateDiv ✔️
TruncateMod
TruncatedNormal ✔️
Unbatch
UnbatchDataset
UnbatchGrad
UncompressElement
UnicodeDecode
UnicodeDecodeWithOffsets
UnicodeEncode
UnicodeScript
UnicodeTranscode
UniformCandidateSampler
UniformDequantize
UniformQuantize
UniformQuantizedClipByValue
UniformQuantizedDot
UniformQuantizedDotHybrid
UniformRequantize
Unique
UniqueDataset
UniqueV2
UniqueWithCounts
UniqueWithCountsV2
Unpack ✔️
UnravelIndex
UnsortedSegmentJoin
UnsortedSegmentMax ✔️
UnsortedSegmentMin ✔️
UnsortedSegmentProd ✔️
UnsortedSegmentSum ✔️
Unstage
UnwrapDatasetVariant
UpperBound
VarHandleOp
VarIsInitializedOp ✔️
Variable
VariableShape ✔️
VariableV2
Where
While ✔️
WholeFileReader ✔️
WholeFileReaderV2
WindowDataset
WindowOp
WorkerHeartbeat
WrapDatasetVariant
WriteAudioSummary
WriteFile
WriteGraphSummary
WriteHistogramSummary
WriteImageSummary
WriteRawProtoSummary
WriteScalarSummary
WriteSummary
Xdivy ✔️
XlaConcatND
XlaSplitND
Xlog1py ✔️
Xlogy ✔️
ZerosLike ✔️
Zeta ✔️
ZipDataset