tf.raw_ops

Public API for tf._api.v2.raw_ops namespace

Note: tf.raw_ops provides direct/low level access to all TensorFlow ops. See the RFC for details. Unless you are library writer, you likely do not need to use these ops directly.

Op Name	Has Gradient	GPU XLA Support
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	❌	❌
CollectiveAllToAllV2	❌	❌
CollectiveAllToAllV3	❌	❌
CollectiveAssignGroupV2	❌	✔️
CollectiveBcastRecv	❌	❌
CollectiveBcastRecvV2	❌	❌
CollectiveBcastSend	❌	❌
CollectiveBcastSendV2	❌	❌
CollectiveGather	❌	❌
CollectiveGatherV2	❌	❌
CollectiveInitializeCommunicator	❌	❌
CollectivePermute	✔️	❌
CollectiveReduce	❌	❌
CollectiveReduceScatterV2	❌	❌
CollectiveReduceV2	❌	✔️
CollectiveReduceV3	❌	❌
CombinedNonMaxSuppression	❌	❌
Complex	✔️	✔️
ComplexAbs	✔️	✔️
CompositeTensorVariantFromComponents	✔️	❌
CompositeTensorVariantToComponents	✔️	❌
CompressElement	❌	❌
ComputeAccidentalHits	❌	❌
ComputeBatchSize	❌	❌
Concat	✔️	✔️
ConcatOffset	✔️	✔️
ConcatV2	✔️	✔️
ConcatenateDataset	❌	❌
ConditionalAccumulator	❌	❌
ConfigureDistributedTPU	❌	❌
ConfigureTPUEmbedding	❌	❌
Conj	✔️	✔️
ConjugateTranspose	✔️	✔️
Const	✔️	✔️
ConsumeMutexLock	❌	❌
ControlTrigger	❌	✔️
Conv	❌	✔️
Conv2D	✔️	✔️
Conv2DBackpropFilter	✔️	✔️
Conv2DBackpropFilterV2	❌	❌
Conv2DBackpropInput	✔️	✔️
Conv2DBackpropInputV2	❌	❌
Conv3D	✔️	✔️
Conv3DBackpropFilter	❌	❌
Conv3DBackpropFilterV2	✔️	✔️
Conv3DBackpropInput	❌	❌
Conv3DBackpropInputV2	✔️	✔️
ConvertToCooTensor	❌	❌
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	❌	❌
DatasetFingerprint	❌	❌
DatasetFromGraph	❌	❌
DatasetToGraph	❌	❌
DatasetToGraphV2	❌	❌
DatasetToSingleElement	❌	❌
DatasetToTFRecord	❌	❌
Dawsn	✔️	❌
DebugGradientIdentity	✔️	❌
DebugGradientRefIdentity	✔️	❌
DebugIdentity	❌	❌
DebugIdentityV2	✔️	❌
DebugIdentityV3	❌	❌
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	❌	❌
DistributedSave	❌	❌
Div	✔️	✔️
DivNoNan	✔️	✔️
DrawBoundingBoxes	✔️	❌
DrawBoundingBoxesV2	❌	❌
DummyIterationCounter	❌	❌
DummyMemoryCache	❌	❌
DummySeedGenerator	❌	❌
DynamicEnqueueTPUEmbeddingArbitraryTensorBatch	❌	❌
DynamicEnqueueTPUEmbeddingRaggedTensorBatch	❌	❌
DynamicPartition	✔️	✔️
DynamicStitch	✔️	✔️
EagerPyFunc	✔️	❌
EditDistance	✔️	❌
Eig	✔️	❌
Einsum	✔️	✔️
Elu	✔️	✔️
EluGrad	✔️	✔️
Empty	❌	✔️
EmptyTensorList	❌	✔️
EmptyTensorMap	❌	❌
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	✔️	✔️
FFTND	❌	❌
FIFOQueue	❌	❌
FIFOQueueV2	❌	❌
Fact	❌	❌
FakeParam	❌	✔️
FakeQuantWithMinMaxArgs	✔️	✔️
FakeQuantWithMinMaxArgsGradient	❌	✔️
FakeQuantWithMinMaxVars	✔️	✔️
FakeQuantWithMinMaxVarsGradient	❌	✔️
FakeQuantWithMinMaxVarsPerChannel	✔️	✔️
FakeQuantWithMinMaxVarsPerChannelGradient	❌	✔️
FakeQueue	❌	❌
FileSystemSetConfiguration	❌	❌
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	❌	❌
GetMinibatchSplitsWithPhysicalReplica	❌	❌
GetMinibatchesInCsrWithPhysicalReplica	❌	❌
GetOptions	❌	❌
GetSessionHandle	✔️	❌
GetSessionHandleV2	✔️	❌
GetSessionTensor	✔️	❌
GlobalIterId	❌	❌
Greater	✔️	✔️
GreaterEqual	✔️	✔️
GroupByReducerDataset	❌	❌
GroupByWindowDataset	❌	❌
GuaranteeConst	❌	❌
HSVToRGB	✔️	✔️
HashTable	✔️	❌
HashTableV2	✔️	❌
HistogramFixedWidth	❌	❌
HistogramSummary	✔️	❌
IFFT	✔️	✔️
IFFT2D	✔️	✔️
IFFT3D	✔️	✔️
IFFTND	❌	❌
IRFFT	✔️	✔️
IRFFT2D	✔️	✔️
IRFFT3D	❌	✔️
IRFFTND	❌	❌
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	❌	❌
KMC2ChainInitialization	❌	❌
KmeansPlusPlusInitialization	❌	❌
L2Loss	✔️	✔️
LMDBDataset	❌	❌
LMDBReader	✔️	❌
LRN	✔️	✔️
LRNGrad	❌	✔️
LSTMBlockCell	❌	❌
LSTMBlockCellGrad	❌	❌
LatencyStatsDataset	❌	❌
LeakyRelu	✔️	✔️
LeakyReluGrad	✔️	✔️
LearnedUnigramCandidateSampler	❌	❌
LeftShift	✔️	✔️
LegacyParallelInterleaveDatasetV2	❌	❌
Less	✔️	✔️
LessEqual	✔️	✔️
Lgamma	✔️	✔️
LinSpace	✔️	✔️
ListDataset	❌	❌
ListDiff	❌	✔️
ListSnapshotChunksDataset	❌	❌
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	✔️	✔️
NearestNeighbors	❌	❌
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	❌	✔️
RFFTND	❌	❌
RGBToHSV	✔️	✔️
RaggedBincount	❌	❌
RaggedCountSparseOutput	❌	❌
RaggedCross	❌	❌
RaggedFillEmptyRows	✔️	❌
RaggedFillEmptyRowsGrad	❌	❌
RaggedGather	✔️	❌
RaggedRange	✔️	❌
RaggedTensorFromVariant	✔️	❌
RaggedTensorToSparse	✔️	❌
RaggedTensorToTensor	✔️	❌
RaggedTensorToVariant	✔️	❌
RaggedTensorToVariantGradient	❌	❌
RandomCrop	✔️	❌
RandomDataset	❌	❌
RandomDatasetV2	❌	❌
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	✔️	❌
SegmentMaxV2	❌	✔️
SegmentMean	✔️	❌
SegmentMin	✔️	❌
SegmentMinV2	❌	✔️
SegmentProd	✔️	❌
SegmentProdV2	❌	✔️
SegmentSum	✔️	❌
SegmentSumV2	❌	✔️
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	❌	✔️
SnapshotChunkDataset	❌	❌
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	❌	❌
SparseSegmentMeanGradV2	❌	❌
SparseSegmentMeanWithNumSegments	✔️	❌
SparseSegmentSqrtN	✔️	❌
SparseSegmentSqrtNGrad	❌	❌
SparseSegmentSqrtNGradV2	❌	❌
SparseSegmentSqrtNWithNumSegments	✔️	❌
SparseSegmentSum	✔️	❌
SparseSegmentSumGrad	❌	❌
SparseSegmentSumGradV2	❌	❌
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	✔️	❌
StatelessRandomGammaV3	✔️	❌
StatelessRandomGetAlg	❌	✔️
StatelessRandomGetKeyCounter	❌	✔️
StatelessRandomGetKeyCounterAlg	❌	✔️
StatelessRandomNormal	✔️	✔️
StatelessRandomNormalV2	✔️	✔️
StatelessRandomPoisson	✔️	❌
StatelessRandomUniform	✔️	✔️
StatelessRandomUniformFullInt	✔️	✔️
StatelessRandomUniformFullIntV2	✔️	✔️
StatelessRandomUniformInt	✔️	✔️
StatelessRandomUniformIntV2	✔️	✔️
StatelessRandomUniformV2	✔️	✔️
StatelessSampleDistortedBoundingBox	❌	❌
StatelessShuffle	❌	❌
StatelessTruncatedNormal	✔️	✔️
StatelessTruncatedNormalV2	✔️	✔️
StatelessWhile	✔️	✔️
StaticRegexFullMatch	❌	❌
StaticRegexReplace	❌	❌
StatsAggregatorHandle	❌	❌
StatsAggregatorHandleV2	❌	❌
StatsAggregatorSetSummaryWriter	❌	❌
StatsAggregatorSummary	❌	❌
StopGradient	✔️	✔️
StoreMinibatchStatisticsInFdo	❌	❌
StridedSlice	✔️	✔️
StridedSliceAssign	❌	❌
StridedSliceGrad	✔️	✔️
StringFormat	❌	❌
StringJoin	✔️	❌
StringLength	❌	❌
StringLower	❌	❌
StringNGrams	❌	❌
StringSplit	✔️	❌
StringSplitV2	❌	❌
StringStrip	❌	❌
StringToHashBucket	✔️	❌
StringToHashBucketFast	✔️	❌
StringToHashBucketStrong	✔️	❌
StringToNumber	✔️	❌
StringUpper	❌	❌
Sub	✔️	✔️
Substr	❌	❌
Sum	✔️	✔️
SummaryWriter	❌	❌
Svd	✔️	✔️
Switch	✔️	❌
SymbolicGradient	❌	✔️
SyncDevice	❌	❌
TFRecordDataset	❌	❌
TFRecordDatasetV2	❌	❌
TFRecordReader	✔️	❌
TFRecordReaderV2	❌	❌
TPUAnnotateTensorsWithDynamicShape	❌	❌
TPUCompilationResult	❌	❌
TPUCopyWithDynamicShape	❌	❌
TPUEmbeddingActivations	✔️	❌
TPUOrdinalSelector	❌	❌
TPUPartitionedCall	❌	❌
TPUPartitionedInput	❌	❌
TPUPartitionedInputV2	❌	❌
TPUPartitionedOutput	❌	❌
TPUPartitionedOutputV2	❌	❌
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	✔️	✔️
TensorMapErase	❌	❌
TensorMapHasKey	❌	❌
TensorMapInsert	❌	❌
TensorMapLookup	❌	❌
TensorMapSize	❌	❌
TensorMapStackKeys	❌	❌
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	❌	✔️
UniformQuantizedAdd	❌	✔️
UniformQuantizedClipByValue	❌	✔️
UniformQuantizedConvolution	❌	✔️
UniformQuantizedConvolutionHybrid	❌	❌
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	❌	✔️
XlaSparseCoreAdagrad	❌	❌
XlaSparseCoreAdagradMomentum	❌	❌
XlaSparseCoreAdam	❌	❌
XlaSparseCoreFtrl	❌	❌
XlaSparseCoreSgd	❌	❌
XlaSparseDenseMatmul	❌	❌
XlaSparseDenseMatmulGradWithAdagradAndCsrInput	❌	❌
XlaSparseDenseMatmulGradWithAdagradMomentumAndCsrInput	❌	❌
XlaSparseDenseMatmulGradWithAdamAndCsrInput	❌	❌
XlaSparseDenseMatmulGradWithFtrlAndCsrInput	❌	❌
XlaSparseDenseMatmulGradWithSgdAndCsrInput	❌	❌
XlaSparseDenseMatmulWithCsrInput	❌	❌
XlaSplitND	❌	✔️
Xlog1py	✔️	✔️
Xlogy	✔️	✔️
ZerosLike	✔️	✔️
Zeta	✔️	✔️
ZipDataset	❌	❌