Operadores principales de TensorFlow
Esta es una lista exhaustiva de las operaciones principales de TensorFlow compatibles con el entorno de ejecución de TensorFlow Lite con la función Select TensorFlow Ops.
raw_ops.Abortraw_ops.Absraw_ops.Addraw_ops.AddNraw_ops.AddV2raw_ops.AdjustContrastraw_ops.AdjustContrastv2raw_ops.AdjustHueraw_ops.AdjustSaturationraw_ops.Allraw_ops.Angleraw_ops.Anyraw_ops.ApplyAdadeltaraw_ops.ApplyAdagradraw_ops.ApplyAdagradDAraw_ops.ApplyAdagradV2raw_ops.ApplyAdamraw_ops.ApplyAdaMaxraw_ops.ApplyAddSignraw_ops.ApplyCenteredRMSPropraw_ops.ApplyFtrlraw_ops.ApplyFtrlV2raw_ops.ApplyGradientDescentraw_ops.ApplyMomentumraw_ops.ApplyPowerSignraw_ops.ApplyProximalAdagradraw_ops.ApplyProximalGradientDescentraw_ops.ApplyRMSPropraw_ops.ApproximateEqualraw_ops.ArgMaxraw_ops.ArgMinraw_ops.AsStringraw_ops.Assertraw_ops.Assignraw_ops.AssignAddraw_ops.AssignAddVariableOpraw_ops.AssignSubraw_ops.AssignSubVariableOpraw_ops.AssignVariableOpraw_ops.Atanraw_ops.Atan2raw_ops.AudioSpectrogramraw_ops.AvgPoolraw_ops.AvgPool3Draw_ops.AvgPool3DGradraw_ops.AvgPoolGradraw_ops.BatchCholeskyraw_ops.BatchDatasetV2raw_ops.BatchMatMulraw_ops.BatchMatMulV2raw_ops.BatchMatrixBandPartraw_ops.BatchMatrixDiagraw_ops.BatchMatrixDiagPartraw_ops.BatchMatrixInverseraw_ops.BatchMatrixSetDiagraw_ops.BatchMatrixTriangularSolveraw_ops.BatchNormWithGlobalNormalizationraw_ops.BatchNormWithGlobalNormalizationGradraw_ops.BatchToSpaceraw_ops.BatchToSpaceNDraw_ops.BiasAddraw_ops.BiasAddGradraw_ops.BiasAddV1raw_ops.Bincountraw_ops.Bitcastraw_ops.BitwiseAndraw_ops.BitwiseOrraw_ops.BitwiseXorraw_ops.BroadcastArgsraw_ops.BroadcastGradientArgsraw_ops.BroadcastToraw_ops.Bucketizeraw_ops.CTCBeamSearchDecoderraw_ops.CTCGreedyDecoderraw_ops.Caseraw_ops.Castraw_ops.Ceilraw_ops.CheckNumericsraw_ops.CheckNumericsV2raw_ops.Choleskyraw_ops.ClipByValueraw_ops.CombinedNonMaxSuppressionraw_ops.Complexraw_ops.ComplexAbsraw_ops.Concatraw_ops.ConcatOffsetraw_ops.ConcatV2raw_ops.Conjraw_ops.ConjugateTransposeraw_ops.Constraw_ops.ControlTriggerraw_ops.Conv2Draw_ops.Conv2DBackpropFilterraw_ops.Conv2DBackpropInputraw_ops.Conv3Draw_ops.Conv3DBackpropFilterraw_ops.Conv3DBackpropFilterV2raw_ops.Conv3DBackpropInputraw_ops.Conv3DBackpropInputV2raw_ops.Cosraw_ops.Coshraw_ops.CropAndResizeraw_ops.CropAndResizeGradBoxesraw_ops.CropAndResizeGradImageraw_ops.CTCBeamSearchDecoderraw_ops.CTCGreedyDecoderraw_ops.Cumprodraw_ops.Cumsumraw_ops.CumulativeLogsumexpraw_ops.DataFormatDimMapraw_ops.DataFormatVecPermuteraw_ops.DebugGradientIdentityraw_ops.DebugGradientRefIdentityraw_ops.DecodeAndCropJpegraw_ops.DecodeBase64raw_ops.DecodeBmpraw_ops.DecodeGifraw_ops.DecodeImageraw_ops.DecodeJpegraw_ops.DecodePaddedRawraw_ops.DecodePngraw_ops.DecodeRawraw_ops.DecodeWavraw_ops.DeepCopyraw_ops.DeleteSessionTensorraw_ops.DenseBincountraw_ops.DenseToDenseSetOperationraw_ops.DenseToSparseSetOperationraw_ops.DepthToSpaceraw_ops.DepthwiseConv2dNativeraw_ops.DepthwiseConv2dNativeBackpropFilterraw_ops.DepthwiseConv2dNativeBackpropInputraw_ops.Dequantizeraw_ops.DestroyResourceOpraw_ops.DestroyTemporaryVariableraw_ops.Diagraw_ops.DiagPartraw_ops.Dilation2Draw_ops.Dilation2DBackpropFilterraw_ops.Dilation2DBackpropInputraw_ops.Divraw_ops.DivNoNanraw_ops.DynamicPartitionraw_ops.DynamicStitchraw_ops.Einsumraw_ops.Eluraw_ops.EluGradraw_ops.Emptyraw_ops.EmptyTensorListraw_ops.EmptyTensorMapraw_ops.EncodeBase64raw_ops.EncodeJpegraw_ops.EncodeJpegVariableQualityraw_ops.EncodePngraw_ops.EncodeWavraw_ops.EnsureShaperaw_ops.Enterraw_ops.Equalraw_ops.Erfraw_ops.Exitraw_ops.Expraw_ops.ExpandDimsraw_ops.ExtractImagePatchesraw_ops.FakeQuantWithMinMaxArgsraw_ops.FakeQuantWithMinMaxArgsGradientraw_ops.FakeQuantWithMinMaxVarsraw_ops.FakeQuantWithMinMaxVarsGradientraw_ops.FakeQuantWithMinMaxVarsPerChannelraw_ops.FakeQuantWithMinMaxVarsPerChannelGradientraw_ops.FakeQueueraw_ops.FFTraw_ops.FFT2Draw_ops.FFT3Draw_ops.FIFOQueueraw_ops.FIFOQueueV2raw_ops.Fillraw_ops.FilterDatasetraw_ops.FinalizeDatasetraw_ops.Fingerprintraw_ops.FlatMapDatasetraw_ops.Floorraw_ops.FloorDivraw_ops.FloorModraw_ops.FusedBatchNormraw_ops.FusedBatchNormGradraw_ops.FusedBatchNormGradV2raw_ops.FusedBatchNormGradV3raw_ops.FusedBatchNormV2raw_ops.FusedBatchNormV3raw_ops.FusedPadConv2Draw_ops.FusedResizeAndPadConv2Draw_ops.Gatherraw_ops.GatherNdraw_ops.GatherV2raw_ops.GetSessionHandleraw_ops.GetSessionHandleV2raw_ops.GetSessionTensorraw_ops.Greaterraw_ops.GreaterEqualraw_ops.HSVToRGBraw_ops.HashTableraw_ops.HashTableV2raw_ops.HistogramSummaryraw_ops.Identityraw_ops.IdentityNraw_ops.IFFTraw_ops.IFFT2Draw_ops.IFFT3Draw_ops.Imagraw_ops.ImageProjectiveTransformV2raw_ops.ImageProjectiveTransformV3raw_ops.ImmutableConstraw_ops.InplaceAddraw_ops.InplaceSubraw_ops.InplaceUpdateraw_ops.InTopKraw_ops.InTopKV2raw_ops.InitializeTableraw_ops.InitializeTableFromDatasetraw_ops.InitializeTableFromTextFileraw_ops.InitializeTableFromTextFileV2raw_ops.InitializeTableV2raw_ops.Invraw_ops.Invertraw_ops.InvertPermutationraw_ops.InvGradraw_ops.IRFFTraw_ops.IRFFT2Draw_ops.IRFFT3Draw_ops.IsFiniteraw_ops.IsNanraw_ops.IsVariableInitializedraw_ops.LRNraw_ops.LeakyReluraw_ops.LeakyReluGradraw_ops.LeftShiftraw_ops.Lessraw_ops.LessEqualraw_ops.LinSpaceraw_ops.ListDiffraw_ops.Lograw_ops.LogMatrixDeterminantraw_ops.LogSoftmaxraw_ops.LogicalAndraw_ops.LogicalNotraw_ops.LogicalOrraw_ops.LookupTableExportraw_ops.LookupTableExportV2raw_ops.LookupTableFindraw_ops.LookupTableFindV2raw_ops.LookupTableImportraw_ops.LookupTableImportV2raw_ops.LookupTableInsertraw_ops.LookupTableInsertV2raw_ops.LookupTableRemoveV2raw_ops.LookupTableSizeraw_ops.LookupTableSizeV2raw_ops.LoopCondraw_ops.LRNraw_ops.MapDatasetraw_ops.MatMulraw_ops.MatrixBandPartraw_ops.MatrixDiagraw_ops.MatrixDiagPartraw_ops.MatrixDiagPartV2raw_ops.MatrixDiagPartV3raw_ops.MatrixDiagV2raw_ops.MatrixDiagV3raw_ops.MatrixInverseraw_ops.MatrixSetDiagraw_ops.MatrixSetDiagV2raw_ops.MatrixSetDiagV3raw_ops.MatrixTriangularSolveraw_ops.Maxraw_ops.Maximumraw_ops.MaxPoolraw_ops.MaxPool3Draw_ops.MaxPool3DGradraw_ops.MaxPool3DGradGradraw_ops.MaxPoolGradraw_ops.MaxPoolGradGradraw_ops.MaxPoolGradGradV2raw_ops.MaxPoolGradV2raw_ops.MaxPoolGradWithArgmaxraw_ops.MaxPoolV2raw_ops.MaxPoolWithArgmaxraw_ops.Meanraw_ops.Mergeraw_ops.MergeSummaryraw_ops.MergeV2Checkpointsraw_ops.Mfccraw_ops.Minraw_ops.Minimumraw_ops.MirrorPadraw_ops.MirrorPadGradraw_ops.ModelDatasetraw_ops.Mulraw_ops.MulNoNanraw_ops.Multinomialraw_ops.MutableDenseHashTableraw_ops.MutableDenseHashTableV2raw_ops.MutableHashTableraw_ops.MutableHashTableOfTensorsraw_ops.MutableHashTableOfTensorsV2raw_ops.MutableHashTableV2raw_ops.Negraw_ops.NextIterationraw_ops.NonMaxSuppressionraw_ops.NonMaxSuppressionV2raw_ops.NonMaxSuppressionV3raw_ops.NonMaxSuppressionV4raw_ops.NonMaxSuppressionV5raw_ops.NonMaxSuppressionWithOverlapsraw_ops.NoOpraw_ops.NotEqualraw_ops.OneHotraw_ops.OnesLikeraw_ops.OptimizeDatasetV2raw_ops.OptionalFromValueraw_ops.OptionalGetValueraw_ops.OptionalHasValueraw_ops.OptionalNoneraw_ops.Packraw_ops.Padraw_ops.PadV2raw_ops.PaddingFIFOQueueraw_ops.PaddingFIFOQueueV2raw_ops.PadV2raw_ops.ParallelConcatraw_ops.ParallelDynamicStitchraw_ops.ParseExampleraw_ops.ParseExampleV2raw_ops.ParseSequenceExampleraw_ops.ParseSequenceExampleV2raw_ops.ParseSingleExampleraw_ops.ParseSingleSequenceExampleraw_ops.Placeholderraw_ops.PlaceholderV2raw_ops.PlaceholderWithDefaultraw_ops.PopulationCountraw_ops.Powraw_ops.PreventGradientraw_ops.Printraw_ops.PrintV2raw_ops.Prodraw_ops.Qrraw_ops.QuantizedAddraw_ops.QuantizedAvgPoolraw_ops.QuantizedBatchNormWithGlobalNormalizationraw_ops.QuantizedBiasAddraw_ops.QuantizedConcatraw_ops.QuantizedConv2Draw_ops.QuantizedInstanceNormraw_ops.QuantizedMatMulraw_ops.QuantizedMaxPoolraw_ops.QuantizedMulraw_ops.QuantizeDownAndShrinkRangeraw_ops.QuantizedReluraw_ops.QuantizedRelu6raw_ops.QuantizedReshaperaw_ops.QuantizedResizeBilinearraw_ops.QuantizeV2raw_ops.QueueCloseraw_ops.QueueCloseV2raw_ops.QueueDequeueraw_ops.QueueDequeueManyraw_ops.QueueDequeueManyV2raw_ops.QueueDequeueUpToraw_ops.QueueDequeueUpToV2raw_ops.QueueDequeueV2raw_ops.QueueEnqueueraw_ops.QueueEnqueueManyraw_ops.QueueEnqueueManyV2raw_ops.QueueEnqueueV2raw_ops.QueueIsClosedraw_ops.QueueIsClosedV2raw_ops.QueueSizeraw_ops.QueueSizeV2raw_ops.RFFTraw_ops.RFFT2Draw_ops.RFFT3Draw_ops.RGBToHSVraw_ops.RaggedBincountraw_ops.RaggedGatherraw_ops.RaggedRangeraw_ops.RaggedTensorFromVariantraw_ops.RaggedTensorToSparseraw_ops.RaggedTensorToTensorraw_ops.RaggedTensorToVariantraw_ops.RaggedTensorToVariantGradientraw_ops.RandomGammaraw_ops.RandomPoissonraw_ops.RandomPoissonV2raw_ops.RandomShuffleraw_ops.RandomStandardNormalraw_ops.RandomUniformraw_ops.RandomUniformIntraw_ops.Rangeraw_ops.Rankraw_ops.ReadFileraw_ops.ReadVariableOpraw_ops.Realraw_ops.RealDivraw_ops.Reciprocalraw_ops.ReciprocalGradraw_ops.Recvraw_ops.ReduceDatasetraw_ops.ReduceJoinraw_ops.RefEnterraw_ops.RefExitraw_ops.RefIdentityraw_ops.RefMergeraw_ops.RefNextIterationraw_ops.RefSelectraw_ops.RefSwitchraw_ops.RegexFullMatchraw_ops.RegexReplaceraw_ops.Reluraw_ops.Relu6raw_ops.Relu6Gradraw_ops.ReluGradraw_ops.RemoteCallraw_ops.RepeatDatasetraw_ops.RequantizationRangeraw_ops.Requantizeraw_ops.Reshaperaw_ops.ResizeBicubicraw_ops.ResizeBicubicGradraw_ops.ResizeBilinearraw_ops.ResizeBilinearGradraw_ops.ResizeNearestNeighborraw_ops.ResizeNearestNeighborGradraw_ops.ResourceApplyAdadeltaraw_ops.ResourceApplyAdagradraw_ops.ResourceApplyAdagradDAraw_ops.ResourceApplyAdagradV2raw_ops.ResourceApplyAdamraw_ops.ResourceApplyAdaMaxraw_ops.ResourceApplyAdamWithAmsgradraw_ops.ResourceApplyAddSignraw_ops.ResourceApplyCenteredRMSPropraw_ops.ResourceApplyFtrlraw_ops.ResourceApplyFtrlV2raw_ops.ResourceApplyGradientDescentraw_ops.ResourceApplyKerasMomentumraw_ops.ResourceApplyMomentumraw_ops.ResourceApplyPowerSignraw_ops.ResourceApplyProximalAdagradraw_ops.ResourceApplyProximalGradientDescentraw_ops.ResourceApplyRMSPropraw_ops.ResourceGatherraw_ops.ResourceGatherNdraw_ops.ResourceScatterAddraw_ops.ResourceScatterDivraw_ops.ResourceScatterMaxraw_ops.ResourceScatterMinraw_ops.ResourceScatterMulraw_ops.ResourceScatterNdAddraw_ops.ResourceScatterNdMaxraw_ops.ResourceScatterNdMinraw_ops.ResourceScatterNdSubraw_ops.ResourceScatterNdUpdateraw_ops.ResourceScatterSubraw_ops.ResourceScatterUpdateraw_ops.ResourceSparseApplyAdadeltaraw_ops.ResourceSparseApplyAdagradraw_ops.ResourceSparseApplyAdagradDAraw_ops.ResourceSparseApplyAdagradV2raw_ops.ResourceSparseApplyCenteredRMSPropraw_ops.ResourceSparseApplyFtrlraw_ops.ResourceSparseApplyFtrlV2raw_ops.ResourceSparseApplyKerasMomentumraw_ops.ResourceSparseApplyMomentumraw_ops.ResourceSparseApplyProximalAdagradraw_ops.ResourceSparseApplyProximalGradientDescentraw_ops.ResourceSparseApplyRMSPropraw_ops.ResourceStridedSliceAssignraw_ops.Restoreraw_ops.RestoreSliceraw_ops.RestoreV2raw_ops.Reverseraw_ops.ReverseSequenceraw_ops.ReverseV2raw_ops.RightShiftraw_ops.Rollraw_ops.Roundraw_ops.Rsqrtraw_ops.RsqrtGradraw_ops.SampleDistortedBoundingBoxraw_ops.SampleDistortedBoundingBoxV2raw_ops.Saveraw_ops.SaveSlicesraw_ops.SaveV2raw_ops.ScalarSummaryraw_ops.ScatterNdraw_ops.ScatterNdAddraw_ops.ScatterNdMaxraw_ops.ScatterNdMinraw_ops.ScatterNdNonAliasingAddraw_ops.ScatterNdSubraw_ops.ScatterNdUpdateraw_ops.SegmentMaxraw_ops.SegmentMeanraw_ops.SegmentMinraw_ops.SegmentProdraw_ops.SegmentSumraw_ops.Selectraw_ops.SelectV2raw_ops.Seluraw_ops.SeluGradraw_ops.Sendraw_ops.SerializeTensorraw_ops.Shaperaw_ops.ShapeNraw_ops.ShardedFilenameraw_ops.ShardedFilespecraw_ops.Sigmoidraw_ops.SigmoidGradraw_ops.Signraw_ops.Sinraw_ops.Sinhraw_ops.Sizeraw_ops.Sliceraw_ops.Softmaxraw_ops.SoftmaxCrossEntropyWithLogitsraw_ops.Softplusraw_ops.SoftplusGradraw_ops.Softsignraw_ops.SoftsignGradraw_ops.SpaceToBatchraw_ops.SpaceToBatchNDraw_ops.SpaceToDepthraw_ops.SparseAddraw_ops.SparseApplyAdadeltaraw_ops.SparseApplyAdagradraw_ops.SparseApplyAdagradDAraw_ops.SparseApplyAdagradV2raw_ops.SparseApplyCenteredRMSPropraw_ops.SparseApplyFtrlraw_ops.SparseApplyFtrlV2raw_ops.SparseApplyMomentumraw_ops.SparseApplyProximalAdagradraw_ops.SparseApplyProximalGradientDescentraw_ops.SparseApplyRMSPropraw_ops.SparseBincountraw_ops.SparseCrossraw_ops.SparseCrossHashedraw_ops.SparseCrossV2raw_ops.SparseFillEmptyRowsraw_ops.SparseFillEmptyRowsGradraw_ops.SparseReduceSumraw_ops.SparseReshaperaw_ops.SparseReorderraw_ops.SparseSegmentMeanraw_ops.SparseSegmentMeanGradraw_ops.SparseSegmentMeanWithNumSegmentsraw_ops.SparseSegmentSqrtNraw_ops.SparseSegmentSqrtNGradraw_ops.SparseSegmentSqrtNWithNumSegmentsraw_ops.SparseSegmentSumraw_ops.SparseSegmentSumGradraw_ops.SparseSegmentSumWithNumSegmentsraw_ops.SparseSliceraw_ops.SparseSoftmaxCrossEntropyWithLogitsraw_ops.SparseTensorDenseMatMulraw_ops.SparseToDenseraw_ops.SparseToSparseSetOperationraw_ops.Splitraw_ops.SplitVraw_ops.Sqrtraw_ops.SqrtGradraw_ops.Squareraw_ops.SquaredDifferenceraw_ops.Squeezeraw_ops.Stackraw_ops.StackCloseraw_ops.StackCloseV2raw_ops.StackPopraw_ops.StackPopV2raw_ops.StackPushraw_ops.StackPushV2raw_ops.StackV2raw_ops.StatelessMultinomialraw_ops.StatelessRandomGammaV2raw_ops.StatelessRandomGammaV3raw_ops.StatelessRandomGetAlgraw_ops.StatelessRandomGetKeyCounterraw_ops.StatelessRandomGetKeyCounterAlgraw_ops.StatelessRandomNormalraw_ops.StatelessRandomNormalV2raw_ops.StatelessRandomPoissonraw_ops.StatelessRandomUniformraw_ops.StatelessRandomUniformFullIntraw_ops.StatelessRandomUniformFullIntV2raw_ops.StatelessRandomUniformIntraw_ops.StatelessRandomUniformIntV2raw_ops.StatelessRandomUniformV2raw_ops.StatelessSampleDistortedBoundingBoxraw_ops.StatelessTruncatedNormalraw_ops.StatelessTruncatedNormalV2raw_ops.StaticRegexFullMatchraw_ops.StaticRegexReplaceraw_ops.StopGradientraw_ops.StridedSliceraw_ops.StridedSliceAssignraw_ops.StridedSliceGradraw_ops.StringFormatraw_ops.StringJoinraw_ops.StringLengthraw_ops.StringLowerraw_ops.StringSplitraw_ops.StringSplitV2raw_ops.StringStripraw_ops.StringToHashBucketraw_ops.StringToHashBucketFastraw_ops.StringToHashBucketStrongraw_ops.StringToNumberraw_ops.Subraw_ops.Substrraw_ops.Sumraw_ops.Switchraw_ops.SymbolicGradientraw_ops.TakeDatasetraw_ops.TakeWhileDatasetraw_ops.Tanraw_ops.Tanhraw_ops.TanhGradraw_ops.TemporaryVariableraw_ops.TensorArrayraw_ops.TensorArrayCloseraw_ops.TensorArrayCloseV2raw_ops.TensorArrayCloseV3raw_ops.TensorArrayConcatraw_ops.TensorArrayConcatV2raw_ops.TensorArrayConcatV3raw_ops.TensorArrayGatherraw_ops.TensorArrayGatherV2raw_ops.TensorArrayGatherV3raw_ops.TensorArrayGradraw_ops.TensorArrayGradV2raw_ops.TensorArrayGradV3raw_ops.TensorArrayGradWithShaperaw_ops.TensorArrayPackraw_ops.TensorArrayReadraw_ops.TensorArrayReadV2raw_ops.TensorArrayReadV3raw_ops.TensorArrayScatterraw_ops.TensorArrayScatterV2raw_ops.TensorArrayScatterV3raw_ops.TensorArraySizeraw_ops.TensorArraySizeV2raw_ops.TensorArraySizeV3raw_ops.TensorArraySplitraw_ops.TensorArraySplitV2raw_ops.TensorArraySplitV3raw_ops.TensorArrayUnpackraw_ops.TensorArrayV2raw_ops.TensorArrayV3raw_ops.TensorArrayWriteraw_ops.TensorArrayWriteV2raw_ops.TensorArrayWriteV3raw_ops.TensorListConcatraw_ops.TensorListConcatListsraw_ops.TensorListConcatV2raw_ops.TensorListElementShaperaw_ops.TensorListFromTensorraw_ops.TensorListGatherraw_ops.TensorListGetItemraw_ops.TensorListLengthraw_ops.TensorListPopBackraw_ops.TensorListPushBackraw_ops.TensorListPushBackBatchraw_ops.TensorListReserveraw_ops.TensorListResizeraw_ops.TensorListScatterraw_ops.TensorListScatterIntoExistingListraw_ops.TensorListScatterV2raw_ops.TensorListSetItemraw_ops.TensorListSplitraw_ops.TensorListStackraw_ops.TensorMapEraseraw_ops.TensorMapHasKeyraw_ops.TensorMapInsertraw_ops.TensorMapLookupraw_ops.TensorMapSizeraw_ops.TensorMapStackKeysraw_ops.TensorScatterAddraw_ops.TensorScatterMaxraw_ops.TensorScatterMinraw_ops.TensorScatterSubraw_ops.TensorScatterUpdateraw_ops.TensorSliceDatasetraw_ops.TensorStridedSliceUpdateraw_ops.Tileraw_ops.TileGradraw_ops.Timestampraw_ops.TokenizerFromLogitsraw_ops.TopKraw_ops.TopKV2raw_ops.Transposeraw_ops.TruncateDivraw_ops.TruncatedNormalraw_ops.UnicodeDecoderaw_ops.UnicodeDecodeWithOffsetsraw_ops.UnicodeEncoderaw_ops.UnicodeTranscoderaw_ops.Uniqueraw_ops.UniqueV2raw_ops.UniqueWithCountsraw_ops.UniqueWithCountsV2raw_ops.Unpackraw_ops.UnsortedSegmentJoinraw_ops.UnsortedSegmentMaxraw_ops.UnsortedSegmentMinraw_ops.UnsortedSegmentProdraw_ops.UnsortedSegmentSumraw_ops.UnwrapDatasetVariantraw_ops.UpperBoundraw_ops.VarHandleOpraw_ops.Variableraw_ops.VariableShaperaw_ops.VariableV2raw_ops.VarIsInitializedOpraw_ops.Whereraw_ops.WrapDatasetVariantraw_ops.WriteFileraw_ops.Xdivyraw_ops.Xlog1pyraw_ops.Xlogyraw_ops.ZerosLike
Operadores Text y SentencePiece de TensorFlow
Se admiten los siguientes operadores de TensorFlow Text y SentencePiece si usas la API de Python para la conversión y si importas esas bibliotecas.
Operadores TF.Text:
CaseFoldUTF8ConstrainedSequenceMaxSpanningTreeNormalizeUTF8NormalizeUTF8WithOffsetsMapRegexSplitWithOffsetsRougeLSentenceFragmentsSentencepieceOpSentencepieceTokenizeOpSentencepieceTokenizeWithOffsetsOpSentencepieceDetokenizeOpSentencepieceVocabSizeOpSplitMergeTokenizeWithOffsetsUnicodeScriptTokenizeWithOffsetsWhitespaceTokenizeWithOffsetsWordpieceTokenizeWithOffsets
Operadores SentencePiece:
SentencepieceGetPieceSizeSentencepiecePieceToIdSentencepieceIdToPieceSentencepieceEncodeDenseSentencepieceEncodeSparseSentencepieceDecode
En el siguiente fragmento, se muestra cómo convertir modelos con los operadores anteriores:
import tensorflow as tf
# These imports are required to load operators' definition.
import tensorflow_text as tf_text
import sentencepiece as spm
converter = tf.lite.TFLiteConverter.from_keras_model(your_model)
converter.target_spec.supported_ops = [
tf.lite.OpsSet.TFLITE_BUILTINS, tf.lite.OpsSet.SELECT_TF_OPS
]
model_data = converter.convert()
En lo que respecta al entorno de ejecución, también es necesario vincular la biblioteca de TensorFlow Text oSentencePiece a la app o al objeto binario final.
Operadores definidos del usuario
Nota: Esta función solo está disponible a partir de la versión 2.5 de TensorFlow.
Si creaste tus propios operadores de TensorFlow, también puedes convertir modelos que los contengan a TensorFlow Lite. Para ello, enumera los operadores necesarios en experimental_select_user_tf_ops de la siguiente manera:
import tensorflow as tf
ops_module = tf.load_op_library('./your_ops_library.so')
converter = tf.lite.TFLiteConverter.from_saved_model(your_model)
converter.target_spec.supported_ops = [
tf.lite.OpsSet.TFLITE_BUILTINS, tf.lite.OpsSet.SELECT_TF_OPS
]
converter.target_spec.experimental_select_user_tf_ops = [
'your_op_name1',
'your_op_name2'
]
model_data = converter.convert()
En cuanto al tiempo de ejecución, también es necesario vincular la biblioteca de operadores con la app o el objeto binario final.
Agrega los operadores principales de TensorFlow a la lista permitida.
Si te encuentras en el caso en el que los operadores principales de TensorFlow no están en la lista de entidades permitidas que se encuentra arriba, puedes informar la solicitud de funciones aquí con los nombres de estos operadores, que no están en la lista de permitidos.
También puedes crear tu propia solicitud de extracción a partir del código fuente. Por ejemplo, si deseas agregar la op raw_ops.StringToNumber a la lista permitida, hay tres lugares para actualizar, como esta confirmación.
(1) Agrega el código fuente del kernel del operador a la regla de COMPILACIÓN portable_extended_ops_group2.
filegroup(
name = "portable_extended_ops_group2",
srcs = [
...
+ "string_to_number_op.cc",
...
],
)
Para encontrar el archivo fuente del kernel del operador relevante en el directorio tensorflow/core/kernels, puedes buscar la ubicación del código fuente, que contiene la siguiente declaración del kernel con el nombre del operador:
REGISTER_KERNEL_BUILDER(Name("StringToNumber") \
.Device(DEVICE_CPU) \
.TypeConstraint<type>("out_type"), \
StringToNumberOp<type>)
Si hay archivos de encabezado en el directorio tensorflow/core/kernels, que se requiere en el código fuente del kernel del operador, debes agregar el archivo de encabezado a la regla de COMPILACIÓN portable_extended_ops_headers de la siguiente manera:
filegroup(
name = "portable_extended_ops_headers",
srcs = [
...
+ "string_util.h",
...
],
)
(2) Agrega el nombre del operador a la lista permitida.
La lista permitida se define en tensorflow/lite/delegates/flex/allowlisted_flex_ops.cc. El nombre del operador principal de TensorFlow debe estar detallado para que se permita a través de la opción Select TF.
static const std::set<std::string>* allowlisted_flex_ops =
new std::set<std::string>({
...
+ "StringToNumber",
...
});
Como la lista anterior está ordenada alfabéticamente, se asegura de colocar el nombre en el lugar correcto.
(3) Agrega el nombre del operador a esta página de guía.
Para mostrar la inclusión del operador a otros desarrolladores, también se debe actualizar esta página de guía. Esta página se encuentra en tensorflow/lite/g3doc/guide/op_select_allowlist.md.
## TensorFlow core operators
The following is an exhaustive list of TensorFlow core operations that are
supported by TensorFlow Lite runtime with the Select TensorFlow Ops feature.
...
+* `raw_ops.StringToNumber`
...
Como la lista anterior está ordenada alfabéticamente, se asegura de colocar el nombre en el lugar correcto.