Module: tf.raw_ops Public API for tf.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     Abort ❌   Abs ✔️   AccumulateNV2 ✔️   AccumulatorApplyGradient ❌   AccumulatorNumAccumulated ❌   AccumulatorSetGlobalStep ❌   AccumulatorTakeGradient ❌   Acos ✔️   Acosh ✔️   Add ✔️   AddManySparseToTensorsMap ❌   AddN ✔️   AddSparseToTensorsMap ❌   AddV2 ✔️   AdjustContrast ❌   AdjustContrastv2 ❌   AdjustHue ❌   AdjustSaturation ❌   All ❌   AllCandidateSampler ❌   AllToAll ✔️   Angle ✔️   AnonymousIterator ❌   AnonymousIteratorV2 ❌   AnonymousMemoryCache ❌   AnonymousMultiDeviceIterator ❌   AnonymousRandomSeedGenerator ❌   AnonymousSeedGenerator ❌   Any ❌   ApplyAdaMax ❌   ApplyAdadelta ❌   ApplyAdagrad ❌   ApplyAdagradDA ❌   ApplyAdagradV2 ❌   ApplyAdam ❌   ApplyAddSign ❌   ApplyCenteredRMSProp ❌   ApplyFtrl ❌   ApplyFtrlV2 ❌   ApplyGradientDescent ❌   ApplyMomentum ❌   ApplyPowerSign ❌   ApplyProximalAdagrad ❌   ApplyProximalGradientDescent ❌   ApplyRMSProp ❌   ApproximateEqual ✔️   ArgMax ✔️   ArgMin ✔️   AsString ✔️   Asin ✔️   Asinh ✔️   Assert ✔️   AssertCardinalityDataset ❌   AssertNextDataset ❌   Assign ✔️   AssignAdd ✔️   AssignAddVariableOp ❌   AssignSub ✔️   AssignSubVariableOp ❌   AssignVariableOp ❌   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 ✔️   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 ❌   CollectiveBcastRecv ❌   CollectiveBcastSend ❌   CollectiveGather ❌   CollectiveGatherV2 ❌   CollectivePermute ✔️   CollectiveReduce ❌   CollectiveReduceV2 ❌   CombinedNonMaxSuppression ❌   CompareAndBitpack ❌   Complex ✔️   ComplexAbs ✔️   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 ❌   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 ❌   Div ✔️   DivNoNan ✔️   DrawBoundingBoxes ✔️   DrawBoundingBoxesV2 ❌   DummyIterationCounter ❌   DummyMemoryCache ❌   DummySeedGenerator ❌   DynamicPartition ✔️   DynamicStitch ✔️   EagerPyFunc ✔️   EditDistance ✔️   Eig ✔️   Einsum ✔️   Elu ✔️   EluGrad ✔️   Empty ❌   EmptyTensorList ❌   EncodeBase64 ✔️   EncodeJpeg ❌   EncodeJpegVariableQuality ❌   EncodePng ❌   EncodeProto ✔️   EncodeWav ❌   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 ❌   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 ❌   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 ❌   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 ✔️   ListDiff ❌   LoadAndRemapMatrix ✔️   LoadDataset ❌   LoadTPUEmbeddingADAMParameters ❌   LoadTPUEmbeddingADAMParametersGradAccumDebug ❌   LoadTPUEmbeddingAdadeltaParameters ❌   LoadTPUEmbeddingAdadeltaParametersGradAccumDebug ❌   LoadTPUEmbeddingAdagradParameters ❌   LoadTPUEmbeddingAdagradParametersGradAccumDebug ❌   LoadTPUEmbeddingCenteredRMSPropParameters ❌   LoadTPUEmbeddingFTRLParameters ❌   LoadTPUEmbeddingFTRLParametersGradAccumDebug ❌   LoadTPUEmbeddingMDLAdagradLightParameters ❌   LoadTPUEmbeddingMomentumParameters ❌   LoadTPUEmbeddingMomentumParametersGradAccumDebug ❌   LoadTPUEmbeddingProximalAdagradParameters ❌   LoadTPUEmbeddingProximalAdagradParametersGradAccumDebug ❌   LoadTPUEmbeddingProximalYogiParameters ❌   LoadTPUEmbeddingProximalYogiParametersGradAccumDebug ❌   LoadTPUEmbeddingRMSPropParameters ❌   LoadTPUEmbeddingRMSPropParametersGradAccumDebug ❌   LoadTPUEmbeddingStochasticGradientDescentParameters ❌   LoadTPUEmbeddingStochasticGradientDescentParametersGradAccumDebug ❌   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 ❌   OrderedMapClear ❌   OrderedMapIncompleteSize ❌   OrderedMapPeek ❌   OrderedMapSize ❌   OrderedMapStage ❌   OrderedMapUnstage ❌   OrderedMapUnstageNoKey ❌   OutfeedDequeue ❌   OutfeedDequeueTuple ❌   OutfeedDequeueTupleV2 ❌   OutfeedDequeueV2 ❌   OutfeedEnqueue ❌   OutfeedEnqueueTuple ❌   Pack ✔️   Pad ✔️   PadV2 ✔️   PaddedBatchDataset ❌   PaddedBatchDatasetV2 ❌   PaddingFIFOQueue ❌   PaddingFIFOQueueV2 ❌   ParallelConcat ❌   ParallelDynamicStitch ✔️   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 ❌   RandomPoisson ❌   RandomPoissonV2 ❌   RandomShuffle ❌   RandomShuffleQueue ❌   RandomShuffleQueueV2 ❌   RandomStandardNormal ✔️   RandomUniform ✔️   RandomUniformInt ❌   Range ✔️   RangeDataset ❌   Rank ✔️   ReadFile ❌   ReadVariableOp ✔️   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 ❌   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 ❌   RetrieveTPUEmbeddingADAMParametersGradAccumDebug ❌   RetrieveTPUEmbeddingAdadeltaParameters ❌   RetrieveTPUEmbeddingAdadeltaParametersGradAccumDebug ❌   RetrieveTPUEmbeddingAdagradParameters ❌   RetrieveTPUEmbeddingAdagradParametersGradAccumDebug ❌   RetrieveTPUEmbeddingCenteredRMSPropParameters ❌   RetrieveTPUEmbeddingFTRLParameters ❌   RetrieveTPUEmbeddingFTRLParametersGradAccumDebug ❌   RetrieveTPUEmbeddingMDLAdagradLightParameters ❌   RetrieveTPUEmbeddingMomentumParameters ❌   RetrieveTPUEmbeddingMomentumParametersGradAccumDebug ❌   RetrieveTPUEmbeddingProximalAdagradParameters ❌   RetrieveTPUEmbeddingProximalAdagradParametersGradAccumDebug ❌   RetrieveTPUEmbeddingProximalYogiParameters ❌   RetrieveTPUEmbeddingProximalYogiParametersGradAccumDebug ❌   RetrieveTPUEmbeddingRMSPropParameters ❌   RetrieveTPUEmbeddingRMSPropParametersGradAccumDebug ❌   RetrieveTPUEmbeddingStochasticGradientDescentParameters ❌   RetrieveTPUEmbeddingStochasticGradientDescentParametersGradAccumDebug ❌   Reverse ✔️   ReverseSequence ✔️   ReverseV2 ✔️   RightShift ✔️   Rint ✔️   RngReadAndSkip ❌   RngSkip ❌   Roll ✔️   Round ✔️   Rsqrt ✔️   RsqrtGrad ✔️   SampleDistortedBoundingBox ✔️   SampleDistortedBoundingBoxV2 ✔️   SamplingDataset ❌   Save ❌   SaveDataset ❌   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 ❌   SnapshotDatasetV2 ❌   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 ✔️   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 ✔️   StatelessRandomGetKeyCounterAlg ❌   StatelessRandomNormal ✔️   StatelessRandomNormalV2 ✔️   StatelessRandomPoisson ✔️   StatelessRandomUniform ✔️   StatelessRandomUniformFullInt ✔️   StatelessRandomUniformFullIntV2 ✔️   StatelessRandomUniformInt ✔️   StatelessRandomUniformIntV2 ✔️   StatelessRandomUniformV2 ✔️   StatelessSampleDistortedBoundingBox ❌   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 ❌   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 ❌   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 ❌   WorkerHeartbeat ❌   WrapDatasetVariant ❌   WriteAudioSummary ❌   WriteFile ❌   WriteGraphSummary ❌   WriteHistogramSummary ❌   WriteImageSummary ❌   WriteRawProtoSummary ❌   WriteScalarSummary ❌   WriteSummary ❌   Xdivy ✔️   Xlog1py ✔️   Xlogy ✔️   ZerosLike ✔️   Zeta ✔️   ZipDataset ❌