Interface Shaped

All Known Subinterfaces:
BooleanNdArray, ByteNdArray, DoubleNdArray, FloatNdArray, IntNdArray, LongNdArray, NdArray<T>, Operand<T>, ShortNdArray, SparseNdArray<T,U>, SparseTensor<T>, TBfloat16, TBool, Tensor, TFloat16, TFloat32, TFloat64, TFloating, TInt32, TInt64, TIntegral, TNumber, TString, TType, TUint16, TUint8
All Known Implementing Classes:
Abs, AbstractDenseNdArray, AbstractSparseNdArray, AccumulateN, AccumulatorNumAccumulated, AccumulatorTakeGradient, Acos, Acosh, Add, AddManySparseToTensorsMap, AddN, AddSparseToTensorsMap, AdjustContrast, AdjustHue, AdjustSaturation, All, AllToAll, Angle, AnonymousHashTable, AnonymousIterator, AnonymousMultiDeviceIterator, AnonymousMutableDenseHashTable, AnonymousMutableHashTable, AnonymousMutableHashTableOfTensors, Any, ApplyAdadelta, ApplyAdagrad, ApplyAdagradDa, ApplyAdagradV2, ApplyAdam, ApplyAdaMax, ApplyAddSign, ApplyCenteredRmsProp, ApplyFtrl, ApplyGradientDescent, ApplyMomentum, ApplyPowerSign, ApplyProximalAdagrad, ApplyProximalGradientDescent, ApplyRmsProp, ApproximateEqual, ArgMax, ArgMin, Asin, Asinh, AssertCardinalityDataset, AssertNextDataset, AssertNextDataset, AssertPrevDataset, Assign, AssignAdd, AssignSub, AsString, Atan, Atan2, Atanh, AudioSpectrogram, AudioSummary, AutoShardDataset, AutoShardDataset, AvgPool, AvgPool3d, AvgPool3dGrad, AvgPoolGrad, BandedTriangularSolve, BandPart, Barrier, BarrierIncompleteSize, BarrierReadySize, BatchCholesky, BatchCholeskyGrad, BatchDataset, BatchFft, BatchFft2d, BatchFft3d, BatchIfft, BatchIfft2d, BatchIfft3d, BatchMatMul, BatchMatrixBandPart, BatchMatrixDeterminant, BatchMatrixDiag, BatchMatrixDiagPart, BatchMatrixInverse, BatchMatrixSetDiag, BatchMatrixSolve, BatchMatrixSolveLs, BatchMatrixTriangularSolve, BatchNormWithGlobalNormalization, BatchToSpace, BatchToSpaceNd, BesselI0, BesselI0e, BesselI1, BesselI1e, BesselJ0, BesselJ1, BesselK0, BesselK0e, BesselK1, BesselK1e, BesselY0, BesselY1, Betainc, BiasAdd, BiasAddGrad, Bincount, Bitcast, BitwiseAnd, BitwiseOr, BitwiseXor, BooleanDenseNdArray, BooleanSparseNdArray, BooleanSparseSlice, BroadcastDynamicShape, BroadcastTo, Bucketize, ByteDenseNdArray, ByteSparseNdArray, ByteSparseSlice, BytesProducedStatsDataset, BytesProducedStatsDataset, CacheDataset, Cast, Ceil, CheckNumerics, CheckPinned, Cholesky, CholeskyGrad, ChooseFastestBranchDataset, ChooseFastestDataset, ChooseFastestDataset, ClipByValue, CollateTPUEmbeddingMemory, CollectiveAllToAll, CollectiveBcastRecv, CollectiveBcastSend, CollectiveGather, CollectiveInitializeCommunicator, CollectivePermute, CollectiveReduce, CollectiveReduceScatter, CompilationResult, Complex, ComplexAbs, CompositeTensorVariantFromComponents, CompressElement, ComputeBatchSize, ComputeDedupDataSize, ComputeDedupDataTupleMask, Concat, ConcatenateDataset, ConcatND, ConditionalAccumulator, ConfigureAndInitializeGlobalTPU, ConfigureDistributedTPU, ConfigureTPUEmbeddingHost, ConfigureTPUEmbeddingMemory, Conj, ConjugateTranspose, Constant, Conv, Conv2d, Conv2dBackpropFilter, Conv2dBackpropFilterV2, Conv2dBackpropInput, Conv2dBackpropInputV2, Conv3d, Conv3dBackpropFilter, Conv3dBackpropInput, Copy, CopyHost, CopyToMesh, CopyToMeshGrad, Cos, Cosh, CountUpTo, CropAndResize, CropAndResizeGradBoxes, CropAndResizeGradImage, Cross, CrossReplicaSum, CSRSparseMatrixToDense, CSVDataset, CSVDataset, CudnnRNNCanonicalToParams, CudnnRnnParamsSize, Cumprod, Cumsum, CumulativeLogsumexp, DataFormatDimMap, DataFormatVecPermute, DataServiceDataset, DatasetCardinality, DatasetCardinality, DatasetFingerprint, DatasetFromGraph, DatasetToGraph, Dawsn, DebugGradientIdentity, DebugGradientRefIdentity, DebugIdentity, DebugNanCount, DebugNumericsSummary, DecodeAndCropJpeg, DecodeBase64, DecodeBmp, DecodeCompressed, DecodeGif, DecodeImage, DecodeJpeg, DecodeJsonExample, DecodePaddedRaw, DecodePng, DecodeRaw, DecodeWebP, DeepCopy, DenseBincount, DenseNdArray, DenseToCSRSparseMatrix, DenseToSparseBatchDataset, DenseToSparseBatchDataset, DepthToSpace, DepthwiseConv2dNative, DepthwiseConv2dNativeBackpropFilter, DepthwiseConv2dNativeBackpropInput, Dequantize, DestroyTemporaryVariable, Det, DeviceIndex, Digamma, Dilation2d, Dilation2dBackpropFilter, Dilation2dBackpropInput, DirectedInterleaveDataset, DirectedInterleaveDataset, Div, DivNoNan, DoubleDenseNdArray, DoubleSparseNdArray, DoubleSparseSlice, DrawBoundingBoxes, DummyIterationCounter, DummyMemoryCache, DummySeedGenerator, DynamicStitch, EditDistance, Einsum, Elu, EluGrad, EmbeddingActivations, Empty, EmptyTensorList, EmptyTensorMap, EncodeBase64, EncodeJpeg, EncodeJpegVariableQuality, EncodePng, EncodeProto, EncodeWav, EnsureShape, Enter, Equal, Erf, Erfc, erfinv, EuclideanNorm, ExecuteTPUEmbeddingPartitioner, Exit, Exp, ExpandDims, Expint, Expm1, ExtractGlimpse, ExtractImagePatches, ExtractJpegShape, ExtractVolumePatches, Fact, FakeParam, FakeQuantWithMinMaxArgs, FakeQuantWithMinMaxArgsGradient, FakeQuantWithMinMaxVars, FakeQuantWithMinMaxVarsPerChannel, FakeQueue, Fft, Fft2d, Fft3d, FftNd, FifoQueue, Fill, FilterByLastComponentDataset, FilterDataset, FinalizeDataset, Fingerprint, FixedLengthRecordDataset, FixedLengthRecordReader, FlatMapDataset, FloatDenseNdArray, FloatSparseNdArray, FloatSparseSlice, Floor, FloorDiv, FloorMod, FractionalAvgPoolGrad, FractionalMaxPoolGrad, FresnelCos, FresnelSin, FusedPadConv2d, FusedResizeAndPadConv2d, Gather, GatherNd, GeneratorDataset, GetOptions, GetSessionHandle, GetSessionTensor, GetTpuTaskId, GlobalIterId, GlobalShuffleDataset, Greater, GreaterEqual, GroupByReducerDataset, GroupByReducerDataset, GroupByWindowDataset, GroupByWindowDataset, GuaranteeConst, HashTable, HistogramFixedWidth, HistogramSummary, HostConst, HsvToRgb, Identity, IdentityReader, Ifft, Ifft2d, Ifft3d, IfftNd, Igamma, Igammac, IgammaGradA, IgnoreErrorsDataset, IgnoreErrorsDataset, Imag, ImageProjectiveTransformV2, ImageProjectiveTransformV3, ImageSummary, ImmutableConst, IndexFlatMapDataset, InfeedDequeue, InplaceAdd, InplaceSub, InplaceUpdate, IntDenseNdArray, InterleaveDataset, InTopK, IntSparseNdArray, IntSparseSlice, Inv, Invert, InvertPermutation, InvGrad, Irfft, Irfft2d, Irfft3d, IrfftNd, IsFinite, IsInf, IsNan, IsTPUEmbeddingInitialized, IsVariableInitialized, Iterator, IteratorFromStringHandle, IteratorGetDevice, IteratorGetDevice, IteratorGetModelProto, IteratorGetNextAsOptional, IteratorToStringHandle, Join, KMC2ChainInitialization, KmeansPlusPlusInitialization, KthOrderStatistic, L2Loss, LatencyStatsDataset, LatencyStatsDataset, LeakyRelu, LeakyReluGrad, LeftShift, LegacyParallelInterleaveDataset, Less, LessEqual, Lgamma, LinSpace, ListDataset, ListSnapshotChunksDataset, LmdbDataset, LMDBDataset, LmdbReader, LoadAndRemapMatrix, LoadDataset, LocalResponseNormalization, LocalResponseNormalizationGrad, Log, Log1p, LogicalAnd, LogicalNot, LogicalOr, LogSoftmax, LongDenseNdArray, LongSparseNdArray, LongSparseSlice, LookupTableFind, LookupTableSize, LoopCond, Lower, LowerBound, MakeUnique, MapAndBatchDataset, MapAndBatchDataset, MapDataset, MapDataset, MapIncompleteSize, MapSize, MatchingFiles, MatchingFilesDataset, MatchingFilesDataset, MatMul, MatrixDiag, MatrixDiagPart, MatrixDiagPartV3, MatrixDiagV3, MatrixExponential, MatrixLogarithm, MatrixSetDiag, MatrixSolveLs, Max, Maximum, MaxIntraOpParallelismDataset, MaxIntraOpParallelismDataset, MaxPool, MaxPool3d, MaxPool3dGrad, MaxPool3dGradGrad, MaxPoolGrad, MaxPoolGradGrad, MaxPoolGradGradWithArgmax, MaxPoolGradWithArgmax, Mean, MergeDedupData, MergeSummary, Mfcc, Min, Minimum, MirrorPad, MirrorPadGrad, Mod, ModelDataset, Mul, MulNoNan, MultiDeviceIterator, MultiDeviceIteratorFromStringHandle, MultiDeviceIteratorInit, MultiDeviceIteratorToStringHandle, Multinomial, MutableDenseHashTable, MutableHashTable, MutableHashTableOfTensors, Mutex, MutexLock, NcclAllReduce, NcclAllReduce, NcclBroadcast, NcclBroadcast, NcclReduce, NcclReduce, Ndtri, Neg, NextAfter, NextIteration, NonDeterministicInts, NonMaxSuppressionWithOverlaps, NonSerializableDataset, NonSerializableDataset, NotEqual, NthElement, ObjectSparseSlice, OneHot, Ones, OneShotIterator, OnesLike, OptimizeDataset, OptionalFromValue, OptionalHasValue, OptionalNone, OptionsDataset, OrderedMapIncompleteSize, OrderedMapSize, OrdinalSelector, OutfeedDequeue, OutfeedDequeueV2, Output, Pad, PaddedBatchDataset, PaddingFifoQueue, ParallelBatchDataset, ParallelConcat, ParallelDynamicStitch, ParallelFilterDataset, ParallelInterleaveDataset, ParallelInterleaveDataset, ParallelMapDataset, ParameterizedTruncatedNormal, ParseExampleDataset, ParseExampleDataset, ParseTensor, PartitionedInput, Placeholder, PlaceholderWithDefault, Polygamma, PopulationCount, Pow, PrefetchDataset, Prelinearize, PrelinearizeTuple, PreventGradient, PriorityQueue, PrivateThreadPoolDataset, PrivateThreadPoolDataset, Prod, QuantizeAndDequantize, QuantizeAndDequantizeV3, QuantizeAndDequantizeV4, QuantizedMatMulWithBiasAndDequantize, QueueIsClosed, QueueSize, RaggedBincount, RaggedTensorToTensor, RaggedTensorToVariant, RaggedTensorToVariantGradient, RandomCrop, RandomDataset, RandomDataset, RandomGamma, RandomGammaGrad, RandomIndexShuffle, RandomPoisson, RandomShuffle, RandomShuffleQueue, RandomStandardNormal, RandomUniform, RandomUniformInt, Range, RangeDataset, Rank, RawTensor, ReaderNumRecordsProduced, ReaderNumWorkUnitsCompleted, ReaderSerializeState, ReadFile, ReadVariableOp, Real, RealDiv, RebatchDataset, RebatchDatasetV2, Reciprocal, ReciprocalGrad, RecordInput, Recv, ReduceAll, ReduceAny, ReduceJoin, ReduceMax, ReduceMin, ReduceProd, ReduceSum, RefEnter, RefExit, RefIdentity, RefNextIteration, RefSelect, RegexFullMatch, RegexReplace, RegisterDataset, Relayout, RelayoutLike, Relu, Relu6, Relu6Grad, ReluGrad, RepeatDataset, ReplicatedInput, Reshape, ResizeArea, ResizeBicubic, ResizeBicubicGrad, ResizeBilinear, ResizeBilinearGrad, ResizeNearestNeighbor, ResizeNearestNeighborGrad, ResourceAccumulatorNumAccumulated, ResourceAccumulatorTakeGradient, ResourceConditionalAccumulator, ResourceCountUpTo, ResourceGather, ResourceGatherNd, RestoreSlice, RetrieveTPUEmbeddingStochasticGradientDescentParameters, Reverse, ReverseSequence, RewriteDataset, Rfft, Rfft2d, Rfft3d, RfftNd, RgbToHsv, RightShift, Rint, RngReadAndSkip, Roll, Round, Rsqrt, RsqrtGrad, SamplingDataset, SaveDataset, ScalarSummary, ScaleAndTranslate, ScaleAndTranslateGrad, ScanDataset, ScanDataset, ScatterAdd, ScatterDiv, ScatterMax, ScatterMin, ScatterMul, ScatterNd, ScatterNdAdd, ScatterNdMax, ScatterNdMin, ScatterNdNonAliasingAdd, ScatterNdSub, ScatterNdUpdate, ScatterSub, ScatterUpdate, SdcaFprint, SegmentMax, SegmentMean, SegmentMin, SegmentProd, SegmentSum, Select, Selu, SeluGrad, SerializeIterator, SerializeManySparse, SerializeSparse, SerializeTensor, SetSize, SetStatsAggregatorDataset, SetStatsAggregatorDataset, Shape, ShardDataset, ShardedFilename, ShardedFilespec, ShortDenseNdArray, ShortSparseNdArray, ShortSparseSlice, ShuffleAndRepeatDataset, ShuffleDataset, ShutdownTPUSystem, Sigmoid, SigmoidGrad, Sign, Sin, Sinh, Size, SkipDataset, SleepDataset, SleepDataset, Slice, SlidingWindowDataset, SlidingWindowDataset, Snapshot, SnapshotChunkDataset, SnapshotDataset, SnapshotDatasetReader, SnapshotNestedDatasetReader, SobolSample, Softmax, Softplus, SoftplusGrad, Softsign, SoftsignGrad, Solve, SpaceToBatch, SpaceToBatchNd, SpaceToDepth, SparseApplyAdadelta, SparseApplyAdagrad, SparseApplyAdagradDa, SparseApplyCenteredRmsProp, SparseApplyFtrl, SparseApplyMomentum, SparseApplyProximalAdagrad, SparseApplyProximalGradientDescent, SparseApplyRmsProp, SparseBincount, SparseConditionalAccumulator, SparseDenseCwiseAdd, SparseDenseCwiseDiv, SparseDenseCwiseMul, SparseMatMul, SparseMatrixAdd, SparseMatrixMatMul, SparseMatrixMul, SparseMatrixNNZ, SparseMatrixOrderingAMD, SparseMatrixSoftmax, SparseMatrixSoftmaxGrad, SparseMatrixSparseCholesky, SparseMatrixSparseMatMul, SparseMatrixTranspose, SparseMatrixZeros, SparseNdArray, SparseReduceMax, SparseReduceSum, SparseSegmentMean, SparseSegmentMeanWithNumSegments, SparseSegmentSqrtN, SparseSegmentSqrtNWithNumSegments, SparseSegmentSum, SparseSegmentSumWithNumSegments, SparseSlice, SparseSliceGrad, SparseSoftmax, SparseTensorDenseAdd, SparseTensorDenseMatMul, SparseTensorSliceDataset, SparseTensorToCSRSparseMatrix, SparseToDense, Spence, SqlDataset, SqlDataset, Sqrt, SqrtGrad, Sqrtm, Square, SquaredDifference, Squeeze, Stack, StackCreate, StackPop, StackPush, StageSize, StatefulRandomBinomial, StatefulStandardNormal, StatefulTruncatedNormal, StatefulUniform, StatefulUniformFullInt, StatefulUniformInt, StatelessMultinomial, StatelessParameterizedTruncatedNormal, StatelessRandomBinomial, StatelessRandomGamma, StatelessRandomGetAlg, StatelessRandomNormal, StatelessRandomNormalV2, StatelessRandomPoisson, StatelessRandomUniform, StatelessRandomUniformFullInt, StatelessRandomUniformFullIntV2, StatelessRandomUniformInt, StatelessRandomUniformIntV2, StatelessRandomUniformV2, StatelessShuffle, StatelessTruncatedNormal, StatelessTruncatedNormalV2, StaticRegexFullMatch, StaticRegexReplace, StatsAggregatorHandle, StatsAggregatorHandle, StatsAggregatorSummary, StatsAggregatorSummary, StochasticCastToInt, StopGradient, StridedSlice, StridedSliceAssign, StridedSliceGrad, StringFormat, StringLength, Strip, Sub, Substr, Sum, SummaryWriter, TakeDataset, TakeWhileDataset, TakeWhileDataset, Tan, Tanh, TanhGrad, TemporaryVariable, TensorArrayGather, TensorArrayPack, TensorArrayRead, TensorArrayScatter, TensorArraySize, TensorArraySplit, TensorArrayUnpack, TensorArrayWrite, TensorDataset, TensorDiag, TensorDiagPart, TensorListConcatLists, TensorListElementShape, TensorListFromTensor, TensorListGather, TensorListGetItem, TensorListLength, TensorListPushBack, TensorListPushBackBatch, TensorListReserve, TensorListResize, TensorListScatter, TensorListScatterIntoExistingList, TensorListSetItem, TensorListSplit, TensorListStack, TensorMapErase, TensorMapHasKey, TensorMapInsert, TensorMapLookup, TensorMapSize, TensorMapStackKeys, TensorScatterNdAdd, TensorScatterNdMax, TensorScatterNdMin, TensorScatterNdSub, TensorScatterNdUpdate, TensorSliceDataset, TensorStridedSliceUpdate, TensorSummary, TextLineDataset, TextLineReader, TfRecordDataset, TfRecordReader, ThreadPoolDataset, ThreadPoolDataset, ThreadPoolHandle, ThreadPoolHandle, Tile, TileGrad, Timestamp, ToBool, ToHashBucket, ToHashBucketFast, ToHashBucketStrong, ToNumber, TPUCompilationResult, TPUDummyInput, TPUEmbeddingActivations, TpuHandleToProtoKey, TPUReplicatedInput, TPURoundRobin, Transpose, TriangularSolve, TridiagonalMatMul, TridiagonalSolve, TruncateDiv, TruncatedNormal, TruncateMod, Unbatch, UnbatchDataset, UnbatchDataset, UnbatchGrad, UnicodeEncode, UnicodeScript, UnicodeTranscode, UniformDequantize, UniformQuantize, UniformQuantizedAdd, UniformQuantizedClipByValue, UniformQuantizedConvolution, UniformQuantizedConvolutionHybrid, UniformQuantizedDot, UniformQuantizedDotHybrid, UniformRequantize, UniqueDataset, UniqueDataset, UnravelIndex, UnsortedSegmentJoin, UnsortedSegmentMax, UnsortedSegmentMin, UnsortedSegmentProd, UnsortedSegmentSum, UnwrapDatasetVariant, Upper, UpperBound, VarHandleOp, Variable, VariableShape, VarIsInitializedOp, WeightedFlatMapDataset, Where, WholeFileReader, WindowDataset, WindowOp, WorkerHeartbeat, WrapDatasetVariant, Xdivy, XlaRecvFromHost, XlaRecvTPUEmbeddingDeduplicationData, XlaSparseCoreSgd, XlaSparseDenseMatmulGradWithSgdAndCsrInput, XlaSparseDenseMatmulGradWithSgdAndStaticBufferSize, XlaSparseDenseMatmulWithCsrInput, XlaSparseDenseMatmulWithStaticBufferSize, XlaSparseGradientsStack, Xlog1py, Xlogy, Zeros, ZerosLike, Zeta, ZipDataset
public interface Shaped
Any data container with a given Shape.

  • Method Summary

    Modifier and Type
    Method
    Description
    default int
    rank()
     
    Shape
    shape()
     
    default long
    size()
    Computes and returns the total size of this container, in number of values.

  • Method Details

    • shape

      Shape shape()
      Returns:
      the shape of this container

    • rank

      default int rank()
      Returns:
      the rank of this container

    • size

      default long size()
      Computes and returns the total size of this container, in number of values.

      For example, given a 3x3x2 matrix, the return value will be 18.

      Returns:
      number of values in this element