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All Projects → Mainak431 → List-of-Differentiable--OPs-and-Non-differentiable-OPs--in-Tensorflow

Mainak431 / List-of-Differentiable--OPs-and-Non-differentiable-OPs--in-Tensorflow

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List-of-Differentiable-Ops-and-Non-differentiable-Ops-in-Tensorflow

This list is based on tensorflow version 1.13.

There are many Differentiable and many Non-Differentiable Ops present in Tensorflow currently. Look at the lists if you want the lists differnetly.

This list is based on the tag :

Differentiable - ops.RegisterGradient & Non-Differentiable- ops.NotDifferentiable

Differentiable List -

https://github.com/Mainak431/List-of-Differentiable--OPs-and-Non-differentiable-OPs--in-Tensorflow/blob/master/DIFFERENTIABLE%20LIST.txt

Non-Differentiable List -

https://github.com/Mainak431/List-of-Differentiable--OPs-and-Non-differentiable-OPs--in-Tensorflow/blob/master/NonDifferentiable.txt

The code which created the lists are given

https://github.com/Mainak431/List-of-Differentiable--OPs-and-Non-differentiable-OPs--in-Tensorflow/blob/master/extract_all_ops.py

DIFFERENTIABLE OPS:

"DebugGradientIdentity"
"DebugGradientRefIdentity"
name
"If"
"Roll"
"Conv2DBackpropInput"
"Conv2DBackpropFilter"
"Conv3D"
"Conv3DBackpropInputV2"
"Conv3DBackpropFilterV2"
"AvgPool3D"
"AvgPool3DGrad"
"MaxPool3D"
"MaxPool3DGrad"
"MaxPool3DGradGrad"
"Softmax"
"LogSoftmax"
"BiasAdd"
"BiasAddGrad"
"BiasAddV1"
"Relu"
"EluGrad"
"SeluGrad"
"Relu6"
"Relu6Grad"
"LeakyRelu"
"LeakyReluGrad"
"Elu"
"Selu"
"Softplus"
"SoftplusGrad"
"Softsign"
"ReluGrad"
"SoftmaxCrossEntropyWithLogits"
"SparseSoftmaxCrossEntropyWithLogits"
"Conv2D"
"DepthwiseConv2dNative"
"Dilation2D"
"LRN"
"AvgPool"
"AvgPoolGrad"
"MaxPool"
"MaxPoolV2"
"MaxPoolWithArgmax"
"MaxPoolGrad"
"MaxPoolGradV2"
"MaxPoolGradGrad"
"FractionalMaxPool"
"FractionalAvgPool"
"BatchNormWithGlobalNormalization"
"FusedBatchNorm"
"FusedBatchNormV2"
"FusedBatchNormGrad"
"FusedBatchNormGradV2"
"L2Loss"
"TopK"
"TopKV2"
"NthElement"
'NcclAllReduce'
'NcclReduce'
'NcclBroadcast'
"ResizeNearestNeighbor"
"ResizeBilinear"
"ResizeBicubic"
"CropAndResize"
"ClipByValue"
"ReadVariableOp"
"ResourceGather"
"CudnnRNN"
"CudnnRNNV2"
"Pack"
"Unpack"
"Concat"
"ConcatV2"
"Slice"
"StridedSlice"
"StridedSliceGrad"
"Split"
"SplitV"
"Diag"
"DiagPart"
"MatrixDiag"
"MatrixDiagPart"
"MatrixSetDiag"
"MatrixBandPart"
"Fill"
"PreventGradient"
"Gather"
"GatherV2"
"GatherNd"
"CheckNumerics"
"PlaceholderWithDefault"
"Identity"
"RefIdentity"
"IdentityN"
"Reshape"
"ExpandDims"
"Squeeze"
"Transpose"
"ConjugateTranspose"
"Tile"
"Pad"
"PadV2"
"ReverseSequence"
"Reverse"
"ReverseV2"
"SpaceToBatch"
"SpaceToBatchND"
"BatchToSpace"
"BatchToSpaceND"
"SpaceToDepth"
"DepthToSpace"
"MirrorPad"
"MirrorPadGrad"
"QuantizeAndDequantize"
"QuantizeAndDequantizeV2"
"QuantizeAndDequantizeV3"
"ExtractImagePatches"
"ScatterNd"
"TensorScatterUpdate"
"TensorScatterAdd"
"TensorScatterSub"
"ScatterNdNonAliasingAdd"
"BroadcastTo"
"CTCLoss"
"TensorArrayRead"
"TensorArrayReadV2"
"TensorArrayReadV3"
"TensorArrayWrite"
"TensorArrayWriteV2"
"TensorArrayWriteV3"
"TensorArrayGather"
"TensorArrayGatherV2"
"TensorArrayGatherV3"
"TensorArrayScatter"
"TensorArrayScatterV2"
"TensorArrayScatterV3"
"TensorArrayConcat"
"TensorArrayConcatV2"
"TensorArrayConcatV3"
"TensorArraySplit"
"TensorArraySplitV2"
"TensorArraySplitV3"
"Print"
name
'EnsureShape'
"OptionalFromValue"
"OptionalGetValue"
"SparseReorder"
"SparseAdd"
"SparseTensorDenseAdd"
"SparseReduceSum"
"SparseSlice"
"SparseTensorDenseMatMul"
"SparseDenseCwiseAdd"
"SparseDenseCwiseMul"
"SparseDenseCwiseDiv"
"SparseSoftmax"
"SparseSparseMaximum"
"SparseSparseMinimum"
"SparseFillEmptyRows"
"AccumulateNV2"
"RandomGamma"
"MatrixInverse"
"MatrixDeterminant"
"MatrixSquareRoot"
"LogMatrixDeterminant"
"Cholesky"
"Qr"
"MatrixSolve"
"MatrixSolveLs"
"MatrixTriangularSolve"
"SelfAdjointEigV2"
"Svd"
"TensorListPushBack"
"TensorListPopBack"
"TensorListStack"
"TensorListConcat"
"TensorListSplit"
"TensorListFromTensor"
"TensorListGetItem"
"TensorListSetItem"
"TensorListGather"
"TensorListScatter"
"EagerPyFunc"
"FakeQuantWithMinMaxArgs"
"FakeQuantWithMinMaxVars"
"FakeQuantWithMinMaxVarsPerChannel"
"DynamicPartition"
"DynamicStitch"
"ParallelDynamicStitch"
"While"
"Switch"
"RefSwitch"
"Merge"
"RefMerge"
"Exit"
"RefExit"
"NextIteration"
"RefNextIteration"
"Enter"
"RefEnter"
"LoopCond"
"ArgMax"
"ArgMin"
"Sum"
"Max"
"Min"
"Mean"
"Prod"
"SegmentSum"
"SegmentMean"
"SparseSegmentSum"
"SparseSegmentSumWithNumSegments"
"SparseSegmentMean"
"SparseSegmentMeanWithNumSegments"
"SparseSegmentSqrtN"
"SparseSegmentSqrtNWithNumSegments"
"SegmentMin"
"SegmentMax"
"UnsortedSegmentSum"
"UnsortedSegmentMax"
"UnsortedSegmentMin"
"UnsortedSegmentProd"
"Abs"
"Neg"
"Inv"
"Reciprocal"
"InvGrad"
"ReciprocalGrad"
"Square"
"Sqrt"
"SqrtGrad"
"Rsqrt"
"RsqrtGrad"
"Exp"
"Expm1"
"Log"
"Log1p"
"Xlogy"
"Xdivy"
"Sinh"
"Cosh"
"Tanh"
"Asinh"
"Acosh"
"Atanh"
"TanhGrad"
"Erf"
"Erfc"
"Lgamma"
"Digamma"
"BesselI0e"
"BesselI1e"
"Igamma"
"Igammac"
"Betainc"
"Zeta"
"Polygamma"
"Sigmoid"
"SigmoidGrad"
"Sign"
"Sin"
"Cos"
"Tan"
"Asin"
"Acos"
"Atan"
"Atan2"
"AddN"
"Add"
"Sub"
"Mul"
"Div"
"FloorDiv"
"FloorMod"
"TruncateDiv"
"RealDiv"
"DivNoNan"
"Pow"
"Maximum"
"Minimum"
"SquaredDifference"
"Select"
"MatMul"
"SparseMatMul"
"Floor"
"Ceil"
"Round"
"Rint"
"BatchMatMul"
"Complex"
"Real"
"Imag"
"Angle"
"Conj"
"ComplexAbs"
"Cast"
"Cross"
"Cumsum"
"Cumprod"
"FFT"
"IFFT"
"FFT2D"
"IFFT2D"
"FFT3D"
"IFFT3D"
"RFFT"
"IRFFT"
"RFFT2D"
"IRFFT2D"
"RaggedTensorToSparse"
"XlaClusterOutput"
'GDNLowerBound'
"ImageProjectiveTransformV2"
'FoldFusedBatchNormGrad'
"PeriodicResample"
"GRUBlockCell"
"LSTMBlockCell"
"BlockLSTM"
'TPUEmbeddingActivations'
"AllToAll"
"CollectivePermute"
"CrossReplicaSum"
"Resampler"
'RoutingFunction'
'StochasticHardRoutingFunction'
'KFeatureRoutingFunction'
"Batch"
"Unbatch"

NON DIFFERENTIABLE OPS

"ReaderRead"
"ReaderReadUpTo"
"ReaderNumRecordsProduced"
"ReaderNumWorkUnitsCompleted"
"ReaderSerializeState"
"ReaderRestoreState"
"ReaderReset"
"WholeFileReader"
"TextLineReader"
"FixedLengthRecordReader"
"TFRecordReader"
"LMDBReader"
"IdentityReader"
"BitwiseAnd"
"BitwiseOr"
"BitwiseXor"
"Invert"
"PopulationCount"
"LeftShift"
"RightShift"
'RandomCrop'
'RGBToHSV'
'HSVToRGB'
'DrawBoundingBoxes'
'SampleDistortedBoundingBox'
'SampleDistortedBoundingBoxV2'
'ExtractGlimpse'
'NonMaxSuppression'
'NonMaxSuppressionV2'
'NonMaxSuppressionWithOverlaps'
"VarIsInitializedOp"
"VariableShape"
"ConcatOffset"
"Const"
"EditDistance"
"ZerosLike"
"OnesLike"
"StopGradient"
"InvertPermutation"
"Shape"
"ShapeN"
"Rank"
"Size"
"BroadcastGradientArgs"
"OneHot"
"SetSize"
"DenseToDenseSetOperation"
"DenseToSparseSetOperation"
"SparseToSparseSetOperation"
"CTCGreedyDecoder"
"CTCBeamSearchDecoder"
"TensorArray"
"TensorArrayGrad"
"TensorArraySize"
"TensorArrayClose"
"TensorArrayV2"
"TensorArrayGradV2"
"TensorArraySizeV2"
"TensorArrayCloseV2"
"TensorArrayV3"
"TensorArrayGradV3"
"TensorArrayGradWithShape"
"TensorArraySizeV3"
"TensorArrayCloseV3"
"RegexReplace"
"StringToHashBucket"
"StringToHashBucketFast"
"StringToHashBucketStrong"
"ReduceJoin"
"StringJoin"
"StringSplit"
"AsString"
"EncodeBase64"
"DecodeBase64"
"HistogramSummary"
"ImageSummary"
"AudioSummary"
"AudioSummaryV2"
"MergeSummary"
"ScalarSummary"
"TensorSummary"
"TensorSummaryV2"
"Timestamp"
"Assign"
"AssignAdd"
"AssignSub"
"ScatterAdd"
"ScatterSub"
"ScatterMul"
"ScatterDiv"
"ScatterNdUpdate"
"ScatterNdAdd"
"ScatterNdSub"
"ScatterNdMul"
"ScatterNdDiv"
"SparseAddGrad"
"SparseConcat"
"SparseToDense"
"RandomStandardNormal"
"ParameterizedTruncatedNormal"
"TruncatedNormal"
"RandomUniform"
"Multinomial"
"LookupTableFind"
"LookupTableFindV2"
"LookupTableInsert"
"LookupTableInsertV2"
"LookupTableSize"
"LookupTableSizeV2"
"HashTable"
"HashTableV2"
"InitializeTable"
"InitializeTableV2"
"InitializeTableFromTextFile"
"InitializeTableFromTextFileV2"
"MutableDenseHashTable"
"MutableDenseHashTableV2"
"MutableHashTable"
"MutableHashTableV2"
"MutableHashTableOfTensors"
"MutableHashTableOfTensorsV2"
"DecodeRaw"
"ParseTensor"
"SerializeTensor"
"StringToNumber"
"StatelessMultinomial"
"StatelessRandomNormal"
"StatelessRandomUniform"
"StatelessRandomUniformInt"
"StatelessTruncatedNormal"
"TensorListConcatLists"
"TensorListElementShape"
"TensorListLength"
"TensorListPushBackBatch"
"PyFunc"
"PyFuncStateless"
"Queue"
"QueueEnqueue"
"QueueEnqueueMany"
"QueueDequeue"
"QueueDequeueMany"
"QueueDequeueUpTo"
"QueueClose"
"QueueSize"
"Stack"
"StackPush"
"StackPop"
"StackClose"
"GetSessionHandle"
"GetSessionHandleV2"
"GetSessionTensor"
"DeleteSessionTensor"
"SdcaFprint"
"SdcaOptimizer"
"SdcaOptimizerV2"
"SdcaShrinkL1"
"Less"
"LessEqual"
"Greater"
"GreaterEqual"
"Equal"
"ApproximateEqual"
"NotEqual"
"LogicalAnd"
"LogicalOr"
"LogicalNot"
"Range"
"LinSpace"
"GenerateVocabRemapping"
"LoadAndRemapMatrix"
"ReduceDataset"
"SparseFeatureCross"
"SparseFeatureCrossV2"
"BipartiteMatch"
"ImageConnectedComponents"
"SingleImageRandomDotStereograms"
"BigQueryReader"
"RemoteFusedGraphExecute"
"SkipGramGenerateCandidates"
"Rpc"
"TryRpc"
"DecodeLibSVM"
"TreeEnsembleVariable"
"TreeEnsembleSerialize"
"TreeEnsembleDeserialize"
"ResamplerGrad"
"FertileStatsVariable"
"FertileStatsSerialize"
"FertileStatsDeserialize"
"GrowTreeV4"
"ProcessInputV4"
"FinalizeTree"
"TreeVariable"
"TreeSerialize"
"TreeDeserialize"
"TreeSize"
"TreePredictionsV4"
"FeatureUsageCounts"
'HardRoutingFunction'
'RoutingGradient'
'KFeatureDataGradient'
'KFeatureRoutingGradient'
'KFeatureWeightGradient'
'UnpackPath'
"DecodeProtoV2"
"EncodeProto"
'DecodeAudio'
'EncodeAudio'
'DecodeVideo'
"HyperplaneLSHProbes"

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