| /* Copyright 2018 The TensorFlow Authors. All Rights Reserved. |
| |
| Licensed under the Apache License, Version 2.0 (the "License"); |
| you may not use this file except in compliance with the License. |
| You may obtain a copy of the License at |
| |
| http://www.apache.org/licenses/LICENSE-2.0 |
| |
| Unless required by applicable law or agreed to in writing, software |
| distributed under the License is distributed on an "AS IS" BASIS, |
| WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| See the License for the specific language governing permissions and |
| limitations under the License. |
| ==============================================================================*/ |
| #include "tensorflow/lite/delegates/flex/allowlisted_flex_ops.h" |
| |
| #include <set> |
| |
| #include "tensorflow/core/framework/op.h" |
| #include "tensorflow/lite/delegates/flex/allowlisted_flex_ops_internal.h" |
| |
| namespace tflite { |
| namespace flex { |
| |
| const std::set<std::string>& GetFlexAllowlist() { |
| // LINT.IfChange |
| static const std::set<std::string>* allowlisted_flex_ops = |
| new std::set<std::string>({ |
| // go/keep-sorted start |
| "Abort", |
| "Abs", |
| "Add", |
| "AddN", |
| "AddV2", |
| "AdjustContrast", |
| "AdjustContrastv2", |
| "AdjustHue", |
| "AdjustSaturation", |
| "All", |
| "Angle", |
| "Any", |
| "ApplyAdaMax", |
| "ApplyAdadelta", |
| "ApplyAdagrad", |
| "ApplyAdagradDA", |
| "ApplyAdagradV2", |
| "ApplyAdam", |
| "ApplyAddSign", |
| "ApplyCenteredRMSProp", |
| "ApplyFtrl", |
| "ApplyFtrlV2", |
| "ApplyGradientDescent", |
| "ApplyMomentum", |
| "ApplyPowerSign", |
| "ApplyProximalAdagrad", |
| "ApplyProximalGradientDescent", |
| "ApplyRMSProp", |
| "ApproximateEqual", |
| "ArgMax", |
| "ArgMin", |
| "AsString", |
| "Assert", |
| "Assign", |
| "AssignAdd", |
| "AssignAddVariableOp", |
| "AssignSub", |
| "AssignSubVariableOp", |
| "AssignVariableOp", |
| "Atan", |
| "Atan2", |
| "AudioSpectrogram", |
| "AvgPool", |
| "AvgPool3D", |
| "AvgPool3DGrad", |
| "AvgPoolGrad", |
| "BatchCholesky", |
| "BatchDatasetV2", |
| "BatchMatMul", |
| "BatchMatMulV2", |
| "BatchMatrixBandPart", |
| "BatchMatrixDeterminant", |
| "BatchMatrixDiag", |
| "BatchMatrixDiagPart", |
| "BatchMatrixInverse", |
| "BatchMatrixSetDiag", |
| "BatchMatrixTriangularSolve", |
| "BatchNormWithGlobalNormalization", |
| "BatchNormWithGlobalNormalizationGrad", |
| "BatchToSpace", |
| "BatchToSpaceND", |
| "BiasAdd", |
| "BiasAddGrad", |
| "BiasAddV1", |
| "Bincount", |
| "Bitcast", |
| "BitwiseAnd", |
| "BitwiseOr", |
| "BitwiseXor", |
| "BoostedTreesBucketize", |
| "BoostedTreesCreateQuantileStreamResource", |
| "BoostedTreesFlushQuantileSummaries", |
| "BoostedTreesMakeQuantileSummaries", |
| "BoostedTreesQuantileStreamResourceAddSummaries", |
| "BoostedTreesQuantileStreamResourceDeserialize", |
| "BoostedTreesQuantileStreamResourceFlush", |
| "BoostedTreesQuantileStreamResourceGetBucketBoundaries", |
| "BoostedTreesQuantileStreamResourceHandleOp", |
| "BroadcastArgs", |
| "BroadcastGradientArgs", |
| "BroadcastTo", |
| "Bucketize", |
| "CTCBeamSearchDecoder", |
| "CTCGreedyDecoder", |
| "Cast", |
| "Ceil", |
| "CheckNumerics", |
| "CheckNumericsV2", |
| "Cholesky", |
| "CombinedNonMaxSuppression", |
| "Complex", |
| "ComplexAbs", |
| "Concat", |
| "ConcatOffset", |
| "ConcatV2", |
| "Conj", |
| "ConjugateTranspose", |
| "Const", |
| "ControlTrigger", |
| "Conv2D", |
| "Conv2DBackpropFilter", |
| "Conv2DBackpropInput", |
| "Conv3D", |
| "Conv3DBackpropFilter", |
| "Conv3DBackpropFilterV2", |
| "Conv3DBackpropInput", |
| "Conv3DBackpropInputV2", |
| "Cos", |
| "Cosh", |
| "CropAndResize", |
| "CropAndResizeGradBoxes", |
| "CropAndResizeGradImage", |
| "Cumprod", |
| "Cumsum", |
| "CumulativeLogsumexp", |
| "DataFormatDimMap", |
| "DataFormatVecPermute", |
| "DebugGradientIdentity", |
| "DebugGradientRefIdentity", |
| "DecodeAndCropJpeg", |
| "DecodeBase64", |
| "DecodeBmp", |
| "DecodeGif", |
| "DecodeImage", |
| "DecodeJpeg", |
| "DecodePaddedRaw", |
| "DecodePng", |
| "DecodeRaw", |
| "DecodeWav", |
| "DeepCopy", |
| "DeleteSessionTensor", |
| "DenseBincount", |
| "DenseToDenseSetOperation", |
| "DenseToSparseSetOperation", |
| "DepthToSpace", |
| "DepthwiseConv2dNative", |
| "DepthwiseConv2dNativeBackpropFilter", |
| "DepthwiseConv2dNativeBackpropInput", |
| "Dequantize", |
| "DestroyResourceOp", |
| "DestroyTemporaryVariable", |
| "Diag", |
| "DiagPart", |
| "Dilation2D", |
| "Dilation2DBackpropFilter", |
| "Dilation2DBackpropInput", |
| "Div", |
| "DivNoNan", |
| "DynamicPartition", |
| "DynamicStitch", |
| "Einsum", |
| "Elu", |
| "EluGrad", |
| "Empty", |
| "EmptyTensorList", |
| "EmptyTensorMap", |
| "EncodeBase64", |
| "EncodeJpeg", |
| "EncodeJpegVariableQuality", |
| "EncodePng", |
| "EncodeWav", |
| "EnsureShape", |
| "Enter", |
| "Equal", |
| "Erf", |
| "Exit", |
| "Exp", |
| "ExpandDims", |
| "ExtractImagePatches", |
| "FFT", |
| "FFT2D", |
| "FFT3D", |
| "FIFOQueue", |
| "FIFOQueueV2", |
| "FakeQuantWithMinMaxArgs", |
| "FakeQuantWithMinMaxArgsGradient", |
| "FakeQuantWithMinMaxVars", |
| "FakeQuantWithMinMaxVarsGradient", |
| "FakeQuantWithMinMaxVarsPerChannel", |
| "FakeQuantWithMinMaxVarsPerChannelGradient", |
| "FakeQueue", |
| "Fill", |
| "FinalizeDataset", |
| "Fingerprint", |
| "FlatMapDataset", |
| "Floor", |
| "FloorDiv", |
| "FloorMod", |
| "FusedBatchNorm", |
| "FusedBatchNormGrad", |
| "FusedBatchNormGradV2", |
| "FusedBatchNormGradV3", |
| "FusedBatchNormV2", |
| "FusedBatchNormV3", |
| "FusedPadConv2D", |
| "FusedResizeAndPadConv2D", |
| "Gather", |
| "GatherNd", |
| "GatherV2", |
| "GetSessionHandle", |
| "GetSessionHandleV2", |
| "GetSessionTensor", |
| "Greater", |
| "GreaterEqual", |
| "HSVToRGB", |
| "HashTable", |
| "HashTableV2", |
| "HistogramSummary", |
| "IFFT", |
| "IFFT2D", |
| "IFFT3D", |
| "IRFFT", |
| "IRFFT2D", |
| "IRFFT3D", |
| "Identity", |
| "IdentityN", |
| "Imag", |
| "ImageProjectiveTransformV2", |
| "ImageProjectiveTransformV3", |
| "ImmutableConst", |
| "InTopK", |
| "InTopKV2", |
| "InitializeTable", |
| "InitializeTableFromDataset", |
| "InitializeTableFromTextFile", |
| "InitializeTableFromTextFileV2", |
| "InitializeTableV2", |
| "InplaceAdd", |
| "InplaceSub", |
| "InplaceUpdate", |
| "Inv", |
| "InvGrad", |
| "Invert", |
| "InvertPermutation", |
| "IsBoostedTreesQuantileStreamResourceInitialized", |
| "IsFinite", |
| "IsNan", |
| "IsVariableInitialized", |
| "LRN", |
| "LeakyRelu", |
| "LeakyReluGrad", |
| "LeftShift", |
| "Less", |
| "LessEqual", |
| "LinSpace", |
| "ListDiff", |
| "Log", |
| "LogMatrixDeterminant", |
| "LogSoftmax", |
| "LogicalAnd", |
| "LogicalNot", |
| "LogicalOr", |
| "LookupTableExport", |
| "LookupTableExportV2", |
| "LookupTableFind", |
| "LookupTableFindV2", |
| "LookupTableImport", |
| "LookupTableImportV2", |
| "LookupTableInsert", |
| "LookupTableInsertV2", |
| "LookupTableRemoveV2", |
| "LookupTableSize", |
| "LookupTableSizeV2", |
| "LoopCond", |
| "MapDataset", |
| "MatMul", |
| "MatrixBandPart", |
| "MatrixDeterminant", |
| "MatrixDiag", |
| "MatrixDiagPart", |
| "MatrixDiagPartV2", |
| "MatrixDiagPartV3", |
| "MatrixDiagV2", |
| "MatrixDiagV3", |
| "MatrixInverse", |
| "MatrixSetDiag", |
| "MatrixSetDiagV2", |
| "MatrixSetDiagV3", |
| "MatrixTriangularSolve", |
| "Max", |
| "MaxPool", |
| "MaxPool3D", |
| "MaxPool3DGrad", |
| "MaxPool3DGradGrad", |
| "MaxPoolGrad", |
| "MaxPoolGradGrad", |
| "MaxPoolGradGradV2", |
| "MaxPoolGradV2", |
| "MaxPoolGradWithArgmax", |
| "MaxPoolV2", |
| "MaxPoolWithArgmax", |
| "Maximum", |
| "Mean", |
| "Merge", |
| "MergeSummary", |
| "MergeV2Checkpoints", |
| "Mfcc", |
| "Min", |
| "Minimum", |
| "MirrorPad", |
| "MirrorPadGrad", |
| "ModelDataset", |
| "Mul", |
| "MulNoNan", |
| "Multinomial", |
| "MutableDenseHashTable", |
| "MutableDenseHashTableV2", |
| "MutableHashTable", |
| "MutableHashTableOfTensors", |
| "MutableHashTableOfTensorsV2", |
| "MutableHashTableV2", |
| "Neg", |
| "NextIteration", |
| "NoOp", |
| "NonMaxSuppression", |
| "NonMaxSuppressionV2", |
| "NonMaxSuppressionV3", |
| "NonMaxSuppressionV4", |
| "NonMaxSuppressionV5", |
| "NonMaxSuppressionWithOverlaps", |
| "NotEqual", |
| "OneHot", |
| "OnesLike", |
| "OptimizeDatasetV2", |
| "OptionalFromValue", |
| "OptionalGetValue", |
| "OptionalHasValue", |
| "OptionalNone", |
| "Pack", |
| "Pad", |
| "PadV2", |
| "PaddingFIFOQueue", |
| "PaddingFIFOQueueV2", |
| "ParallelConcat", |
| "ParallelDynamicStitch", |
| "ParseExample", |
| "ParseExampleV2", |
| "ParseSequenceExample", |
| "ParseSequenceExampleV2", |
| "ParseSingleExample", |
| "ParseSingleSequenceExample", |
| "Placeholder", |
| "PlaceholderV2", |
| "PlaceholderWithDefault", |
| "PopulationCount", |
| "Pow", |
| "PreventGradient", |
| "Print", |
| "PrintV2", |
| "Prod", |
| "QuantizeDownAndShrinkRange", |
| "QuantizeV2", |
| "QuantizedAdd", |
| "QuantizedAvgPool", |
| "QuantizedBatchNormWithGlobalNormalization", |
| "QuantizedBiasAdd", |
| "QuantizedConcat", |
| "QuantizedConv2D", |
| "QuantizedInstanceNorm", |
| "QuantizedMatMul", |
| "QuantizedMaxPool", |
| "QuantizedMul", |
| "QuantizedRelu", |
| "QuantizedRelu6", |
| "QuantizedReshape", |
| "QuantizedResizeBilinear", |
| "QueueClose", |
| "QueueCloseV2", |
| "QueueDequeue", |
| "QueueDequeueMany", |
| "QueueDequeueManyV2", |
| "QueueDequeueUpTo", |
| "QueueDequeueUpToV2", |
| "QueueDequeueV2", |
| "QueueEnqueue", |
| "QueueEnqueueMany", |
| "QueueEnqueueManyV2", |
| "QueueEnqueueV2", |
| "QueueIsClosed", |
| "QueueIsClosedV2", |
| "QueueSize", |
| "QueueSizeV2", |
| "RFFT", |
| "RFFT2D", |
| "RFFT3D", |
| "RGBToHSV", |
| "RaggedBincount", |
| "RaggedGather", |
| "RaggedRange", |
| "RaggedTensorFromVariant", |
| "RaggedTensorToSparse", |
| "RaggedTensorToTensor", |
| "RaggedTensorToVariant", |
| "RaggedTensorToVariantGradient", |
| "RandomGamma", |
| "RandomPoisson", |
| "RandomPoissonV2", |
| "RandomShuffle", |
| "RandomStandardNormal", |
| "RandomUniform", |
| "RandomUniformInt", |
| "Range", |
| "Rank", |
| "ReadVariableOp", |
| "Real", |
| "RealDiv", |
| "Reciprocal", |
| "ReciprocalGrad", |
| "Recv", |
| "ReduceDataset", |
| "ReduceJoin", |
| "RefEnter", |
| "RefExit", |
| "RefIdentity", |
| "RefMerge", |
| "RefNextIteration", |
| "RefSelect", |
| "RefSwitch", |
| "RegexFullMatch", |
| "RegexReplace", |
| "Relu", |
| "Relu6", |
| "Relu6Grad", |
| "ReluGrad", |
| "RemoteCall", |
| "RepeatDataset", |
| "RequantizationRange", |
| "Requantize", |
| "Reshape", |
| "ResizeBicubic", |
| "ResizeBicubicGrad", |
| "ResizeBilinear", |
| "ResizeBilinearGrad", |
| "ResizeNearestNeighbor", |
| "ResizeNearestNeighborGrad", |
| "ResourceApplyAdaMax", |
| "ResourceApplyAdadelta", |
| "ResourceApplyAdagrad", |
| "ResourceApplyAdagradDA", |
| "ResourceApplyAdagradV2", |
| "ResourceApplyAdam", |
| "ResourceApplyAdamWithAmsgrad", |
| "ResourceApplyAddSign", |
| "ResourceApplyCenteredRMSProp", |
| "ResourceApplyFtrl", |
| "ResourceApplyFtrlV2", |
| "ResourceApplyGradientDescent", |
| "ResourceApplyKerasMomentum", |
| "ResourceApplyMomentum", |
| "ResourceApplyPowerSign", |
| "ResourceApplyProximalAdagrad", |
| "ResourceApplyProximalGradientDescent", |
| "ResourceApplyRMSProp", |
| "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", |
| "Reverse", |
| "ReverseSequence", |
| "ReverseV2", |
| "RightShift", |
| "Roll", |
| "Round", |
| "Rsqrt", |
| "RsqrtGrad", |
| "SampleDistortedBoundingBox", |
| "SampleDistortedBoundingBoxV2", |
| "Save", |
| "SaveSlices", |
| "SaveV2", |
| "ScalarSummary", |
| "ScatterNd", |
| "ScatterNdAdd", |
| "ScatterNdMax", |
| "ScatterNdMin", |
| "ScatterNdNonAliasingAdd", |
| "ScatterNdSub", |
| "ScatterNdUpdate", |
| "SegmentMax", |
| "SegmentMean", |
| "SegmentMin", |
| "SegmentProd", |
| "SegmentSum", |
| "Select", |
| "SelectV2", |
| "Selu", |
| "SeluGrad", |
| "Send", |
| "SerializeTensor", |
| "Shape", |
| "ShapeN", |
| "ShardedFilename", |
| "ShardedFilespec", |
| "Sigmoid", |
| "SigmoidGrad", |
| "Sign", |
| "Sin", |
| "Sinh", |
| "Size", |
| "Slice", |
| "Softmax", |
| "SoftmaxCrossEntropyWithLogits", |
| "Softplus", |
| "SoftplusGrad", |
| "Softsign", |
| "SoftsignGrad", |
| "SpaceToBatch", |
| "SpaceToBatchND", |
| "SpaceToDepth", |
| "SparseAdd", |
| "SparseApplyAdadelta", |
| "SparseApplyAdagrad", |
| "SparseApplyAdagradDA", |
| "SparseApplyAdagradV2", |
| "SparseApplyCenteredRMSProp", |
| "SparseApplyFtrl", |
| "SparseApplyFtrlV2", |
| "SparseApplyMomentum", |
| "SparseApplyProximalAdagrad", |
| "SparseApplyProximalGradientDescent", |
| "SparseApplyRMSProp", |
| "SparseBincount", |
| "SparseCross", |
| "SparseCrossHashed", |
| "SparseCrossV2", |
| "SparseFillEmptyRows", |
| "SparseFillEmptyRowsGrad", |
| "SparseReduceSum", |
| "SparseReorder", |
| "SparseReshape", |
| "SparseSegmentMean", |
| "SparseSegmentMeanGrad", |
| "SparseSegmentMeanWithNumSegments", |
| "SparseSegmentSqrtN", |
| "SparseSegmentSqrtNGrad", |
| "SparseSegmentSqrtNWithNumSegments", |
| "SparseSegmentSum", |
| "SparseSegmentSumGrad", |
| "SparseSegmentSumWithNumSegments", |
| "SparseSlice", |
| "SparseSoftmaxCrossEntropyWithLogits", |
| "SparseTensorDenseMatMul", |
| "SparseToDense", |
| "SparseToSparseSetOperation", |
| "Split", |
| "SplitV", |
| "Sqrt", |
| "SqrtGrad", |
| "Square", |
| "SquaredDifference", |
| "Squeeze", |
| "Stack", |
| "StackClose", |
| "StackCloseV2", |
| "StackPop", |
| "StackPopV2", |
| "StackPush", |
| "StackPushV2", |
| "StackV2", |
| "StatelessMultinomial", |
| "StatelessRandomGammaV2", |
| "StatelessRandomGetAlg", |
| "StatelessRandomGetKeyCounter", |
| "StatelessRandomGetKeyCounterAlg", |
| "StatelessRandomNormal", |
| "StatelessRandomNormalV2", |
| "StatelessRandomPoisson", |
| "StatelessRandomUniform", |
| "StatelessRandomUniformFullInt", |
| "StatelessRandomUniformFullIntV2", |
| "StatelessRandomUniformInt", |
| "StatelessRandomUniformIntV2", |
| "StatelessRandomUniformV2", |
| "StatelessSampleDistortedBoundingBox", |
| "StatelessTruncatedNormal", |
| "StatelessTruncatedNormalV2", |
| "StaticRegexFullMatch", |
| "StaticRegexReplace", |
| "StopGradient", |
| "StridedSlice", |
| "StridedSliceAssign", |
| "StridedSliceGrad", |
| "StringFormat", |
| "StringJoin", |
| "StringLength", |
| "StringLower", |
| "StringSplit", |
| "StringSplitV2", |
| "StringStrip", |
| "StringToHashBucket", |
| "StringToHashBucketFast", |
| "StringToHashBucketStrong", |
| "StringToNumber", |
| "Sub", |
| "Substr", |
| "Sum", |
| "Switch", |
| "SymbolicGradient", |
| "TakeDataset", |
| "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", |
| "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", |
| "Tile", |
| "TileGrad", |
| "Timestamp", |
| "TopK", |
| "TopKV2", |
| "Transpose", |
| "TruncateDiv", |
| "TruncatedNormal", |
| "UnicodeDecode", |
| "UnicodeDecodeWithOffsets", |
| "UnicodeEncode", |
| "UnicodeTranscode", |
| "Unique", |
| "UniqueV2", |
| "UniqueWithCounts", |
| "UniqueWithCountsV2", |
| "Unpack", |
| "UnsortedSegmentMax", |
| "UnsortedSegmentMin", |
| "UnsortedSegmentProd", |
| "UnsortedSegmentSum", |
| "UnwrapDatasetVariant", |
| "VarHandleOp", |
| "VarIsInitializedOp", |
| "Variable", |
| "VariableShape", |
| "VariableV2", |
| "Where", |
| "WrapDatasetVariant", |
| "Xdivy", |
| "Xlog1py", |
| "Xlogy", |
| "ZerosLike", |
| "_Arg", |
| "_ArrayToList", |
| "_DeviceArg", |
| "_DeviceRetval", |
| "_FusedConv2D", |
| "_HostCast", |
| "_HostRecv", |
| "_HostSend", |
| "_ListToArray", |
| "_ParallelConcatStart", |
| "_ParallelConcatUpdate", |
| "_ReadVariablesOp", |
| "_Recv", |
| "_Retval", |
| "_Send", |
| "_SwitchN", |
| "_VarHandlesOp", |
| // go/keep-sorted end |
| }); |
| // LINT.ThenChange(//tensorflow/lite/g3doc/guide/op_select_allowlist.md) |
| |
| return *allowlisted_flex_ops; |
| // Prevent lint error about this function being too long. This function |
| // is a set of ops, and making it shorter won't help readbility. |
| // NOLINTNEXTLINE |
| } |
| |
| const std::set<std::string>& GetTFTextFlexAllowlist() { |
| // LINT.IfChange |
| static const std::set<std::string>* tftext_flex_ops = |
| new std::set<std::string>({ |
| "CaseFoldUTF8", |
| "ConstrainedSequence", |
| "MaxSpanningTree", |
| "NormalizeUTF8", |
| "NormalizeUTF8WithOffsetsMap", |
| "RegexSplitWithOffsets", |
| "RougeL", |
| "SentenceFragments", |
| "SentencepieceOp", |
| "SentencepieceTokenizeOp", |
| "SentencepieceTokenizeWithOffsetsOp", |
| "SentencepieceDetokenizeOp", |
| "SentencepieceVocabSizeOp", |
| "SplitMergeTokenizeWithOffsets", |
| "TFText>WhitespaceTokenizeWithOffsetsV2", |
| "TokenizerFromLogits", |
| "UnicodeScriptTokenizeWithOffsets", |
| "WhitespaceTokenizeWithOffsets", |
| "WordpieceTokenizeWithOffsets", |
| }); |
| // LINT.ThenChange(//tensorflow/lite/g3doc/guide/op_select_allowlist.md) |
| |
| return *tftext_flex_ops; |
| } |
| |
| // Allow the tf.text ops if they are registered in the global op registry. |
| bool IsAllowedTFTextOpForFlex(const std::string& op_name) { |
| if (GetTFTextFlexAllowlist().count(op_name) == 0) return false; |
| return tensorflow::OpRegistry::Global()->LookUp(op_name) != nullptr; |
| } |
| |
| const std::set<std::string>& GetSentencePieceFlexAllowlist() { |
| // LINT.IfChange |
| static const std::set<std::string>* sentencepiece_flex_ops = |
| new std::set<std::string>({ |
| "SentencepieceGetPieceSize", |
| "SentencepiecePieceToId", |
| "SentencepieceIdToPiece", |
| "SentencepieceEncodeDense", |
| "SentencepieceEncodeSparse", |
| "SentencepieceDecode", |
| }); |
| // LINT.ThenChange(//tensorflow/lite/g3doc/guide/op_select_allowlist.md) |
| |
| return *sentencepiece_flex_ops; |
| } |
| |
| // Allow the sentencepiece ops if they are registered in the global op registry. |
| bool IsAllowedSentencePieceOpForFlex(const std::string& op_name) { |
| if (GetSentencePieceFlexAllowlist().count(op_name) == 0) return false; |
| return tensorflow::OpRegistry::Global()->LookUp(op_name) != nullptr; |
| } |
| |
| bool IsAllowlistedFlexOp(const std::string& tensorflow_op_name) { |
| if (GetFlexAllowlist().count(tensorflow_op_name) != 0) return true; |
| |
| // Check if the op is an allowlisted tf.text or sentencepiece op. |
| return IsAllowedTFTextOpForFlex(tensorflow_op_name) || |
| IsAllowedSentencePieceOpForFlex(tensorflow_op_name); |
| } |
| |
| } // namespace flex |
| } // namespace tflite |
