Skip to main content
TensorFlow
Install Learn
  • Introduction
    New to TensorFlow?
  • Tutorials
    Learn how to use TensorFlow with end-to-end examples
  • Guide
    Learn framework concepts and components
  • Learn ML
    Educational resources to master your path with TensorFlow
API
  • TensorFlow (v2.16.1)
  • Versions…
  • TensorFlow.js
  • TensorFlow Lite
  • TFX
Resources
  • LIBRARIES
  • TensorFlow.js
    Develop web ML applications in JavaScript
  • TensorFlow Lite
    Deploy ML on mobile, microcontrollers and other edge devices
  • TFX
    Build production ML pipelines
  • All libraries
    Create advanced models and extend TensorFlow
  • RESOURCES
  • Models & datasets
    Pre-trained models and datasets built by Google and the community
  • Tools
    Tools to support and accelerate TensorFlow workflows
  • Responsible AI
    Resources for every stage of the ML workflow
  • Recommendation systems
    Build recommendation systems with open source tools
Community
  • Groups
    User groups, interest groups and mailing lists
  • Contribute
    Guide for contributing to code and documentation
  • Blog
    Stay up to date with all things TensorFlow
  • Forum
    Discussion platform for the TensorFlow community
Why TensorFlow
  • About
  • Case studies
/
  • English
  • Español
  • Español – América Latina
  • Français
  • Indonesia
  • Italiano
  • Polski
  • Português
  • Português – Brasil
  • Tiếng Việt
  • Türkçe
  • Русский
  • עברית
  • العربيّة
  • فارسی
  • हिंदी
  • বাংলা
  • ภาษาไทย
  • 中文 – 简体
  • 日本語
  • 한국어
GitHub
  • JVM
Overview API
TensorFlow
  • Install
  • Learn
    • More
  • API
    • More
  • Resources
    • More
    • Overview
    • API
  • Community
    • More
  • Why TensorFlow
    • More
  • GitHub
  • API
    • Overview
    • org.tensorflow
      • Overview
      • ConcreteFunction
      • DeviceSpec
        • Overview
        • Builder
        • DeviceType
      • EagerSession
        • Overview
        • DevicePlacementPolicy
        • Options
      • ExecutionEnvironment
        • Overview
        • Types
      • Graph
        • Overview
        • WhileSubgraphBuilder
      • GraphOperation
      • GraphOperationBuilder
      • Operand
      • Operation
      • OperationBuilder
      • Output
      • RawTensor
      • SavedModelBundle
        • Overview
        • Exporter
        • Loader
      • Server
      • Session
        • Overview
        • Run
        • Runner
      • Signature
        • Overview
        • Builder
        • TensorDescription
      • Tensor
      • TensorFlow
      • TensorMapper
    • org.tensorflow.exceptions
      • Overview
      • TFFailedPreconditionException
      • TFInvalidArgumentException
      • TFOutOfRangeException
      • TFPermissionDeniedException
      • TFResourceExhaustedException
      • TFUnauthenticatedException
      • TFUnimplementedException
      • TensorFlowException
    • org.tensorflow.framework.activations
      • Overview
      • Activation
      • ELU
      • Exponential
      • HardSigmoid
      • Linear
      • ReLU
      • SELU
      • Sigmoid
      • Softmax
      • Softplus
      • Softsign
      • Swish
      • Tanh
    • org.tensorflow.framework.constraints
      • Overview
      • Constraint
      • MaxNorm
      • MinMaxNorm
      • NonNeg
      • UnitNorm
    • org.tensorflow.framework.data
      • Overview
      • Dataset
      • DatasetIterator
      • DatasetOptional
    • org.tensorflow.framework.data.impl
      • Overview
      • BatchDataset
      • MapDataset
      • MapIterator
      • MapOptional
      • SkipDataset
      • TFRecordDataset
      • TakeDataset
      • TensorSliceDataset
      • TextLineDataset
    • org.tensorflow.framework.initializers
      • Overview
      • BaseInitializer
      • Constant
      • Glorot
      • He
      • Identity
      • Initializer
      • LeCun
      • Ones
      • Orthogonal
      • RandomNormal
      • RandomUniform
      • TruncatedNormal
      • VarianceScaling
        • Overview
        • Distribution
        • Mode
      • Zeros
    • org.tensorflow.framework.losses
      • Overview
      • BinaryCrossentropy
      • CategoricalCrossentropy
      • CategoricalHinge
      • CosineSimilarity
      • Hinge
      • Huber
      • KLDivergence
      • LogCosh
      • Loss
      • Losses
      • MeanAbsoluteError
      • MeanAbsolutePercentageError
      • MeanSquaredError
      • MeanSquaredLogarithmicError
      • Poisson
      • Reduction
      • SparseCategoricalCrossentropy
      • SquaredHinge
    • org.tensorflow.framework.losses.impl
      • Overview
      • LossTuple
      • LossesHelper
    • org.tensorflow.framework.metrics
      • Overview
      • BinaryCrossentropy
      • CategoricalCrossentropy
      • CategoricalHinge
      • CosineSimilarity
      • Hinge
      • KLDivergence
      • LogCoshError
      • Mean
      • MeanAbsoluteError
      • MeanAbsolutePercentageError
      • MeanSquaredError
      • MeanSquaredLogarithmicError
      • Metric
      • MetricReduction
      • Metrics
      • Poisson
      • SparseCategoricalCrossentropy
      • SquaredHinge
    • org.tensorflow.framework.metrics.exceptions
      • Overview
      • NotBroadcastableException
    • org.tensorflow.framework.metrics.impl
      • Overview
      • LossMetric
      • MeanMetricWrapper
      • MetricsHelper
      • Reduce
      • SetsOps
        • Overview
        • Operation
    • org.tensorflow.framework.optimizers
      • Overview
      • AdaDelta
      • AdaGrad
      • AdaGradDA
      • Adam
      • Adamax
      • Ftrl
      • GradientDescent
      • Momentum
      • Nadam
      • Optimizer
        • Overview
        • GradAndVar
        • Options
      • Optimizers
      • RMSProp
    • org.tensorflow.framework.utils
      • Overview
      • CastHelper
      • ShapeUtils
    • org.tensorflow.internal
      • Overview
      • WeakPointerScope
    • org.tensorflow.internal.buffer
      • Overview
      • ByteSequenceProvider
      • ByteSequenceTensorBuffer
      • TensorBuffers
    • org.tensorflow.internal.c_api
      • Overview
      • AbstractTFE_Context
      • AbstractTFE_ContextOptions
      • AbstractTFE_Op
      • AbstractTFE_TensorHandle
      • AbstractTF_Buffer
      • AbstractTF_Graph
      • AbstractTF_ImportGraphDefOptions
      • AbstractTF_Session
      • AbstractTF_SessionOptions
      • AbstractTF_Status
      • AbstractTF_Tensor
      • Compute_func_Pointer_TF_OpKernelContext
      • Create_func_TF_OpKernelConstruction
      • Deallocator_Pointer_long_Pointer
      • Delete_func_Pointer
      • Listener_BytePointer
      • Listener_String
      • Shape_inference_func_TF_ShapeInferenceContext_TF_Status
      • TFE_Context
      • TFE_ContextOptions
      • TFE_Op
      • TFE_TensorDebugInfo
      • TFE_TensorHandle
      • TF_AllocatorAttributes
      • TF_ApiDefMap
      • TF_AttrMetadata
      • TF_Buffer
        • Overview
        • Data_deallocator_Pointer_long
      • TF_DeprecatedSession
      • TF_DeviceList
      • TF_DimensionHandle
      • TF_Function
      • TF_FunctionOptions
      • TF_Graph
      • TF_ImportGraphDefOptions
      • TF_ImportGraphDefResults
      • TF_Input
      • TF_KernelBuilder
      • TF_Library
      • TF_OpDefinitionBuilder
      • TF_OpKernelConstruction
      • TF_OpKernelContext
      • TF_Operation
      • TF_OperationDescription
      • TF_Output
      • TF_Server
      • TF_Session
      • TF_SessionOptions
      • TF_ShapeHandle
      • TF_ShapeInferenceContext
      • TF_Status
      • TF_StringView
      • TF_TString
      • TF_TString_Large
      • TF_TString_Offset
      • TF_TString_Raw
      • TF_TString_Small
      • TF_TString_Union
      • TF_TString_View
      • TF_Tensor
      • TF_WhileParams
      • Tensor
    • org.tensorflow.internal.c_api.global
      • Overview
      • tensorflow
    • org.tensorflow.internal.c_api.presets
      • Overview
      • tensorflow
    • org.tensorflow.internal.types
      • Overview
      • TBfloat16Mapper
      • TBoolMapper
      • TFloat16Mapper
      • TFloat32Mapper
      • TFloat64Mapper
      • TInt32Mapper
      • TInt64Mapper
      • TStringInitializer
      • TStringMapper
      • TUint8Mapper
    • org.tensorflow.internal.types.registry
      • Overview
      • TensorTypeInfo
      • TensorTypeRegistry
    • org.tensorflow.ndarray
      • Overview
      • BooleanNdArray
      • ByteNdArray
      • DoubleNdArray
      • FloatNdArray
      • IllegalRankException
      • IntNdArray
      • LongNdArray
      • NdArray
      • NdArraySequence
      • NdArrays
      • Shape
      • Shaped
      • ShortNdArray
      • StdArrays
    • org.tensorflow.ndarray.buffer
      • Overview
      • BooleanDataBuffer
      • ByteDataBuffer
      • DataBuffer
      • DataBufferWindow
      • DataBuffers
      • DataStorageVisitor
      • DoubleDataBuffer
      • FloatDataBuffer
      • IntDataBuffer
      • LongDataBuffer
      • ShortDataBuffer
    • org.tensorflow.ndarray.buffer.layout
      • Overview
      • BooleanDataLayout
      • ByteDataLayout
      • DataLayout
      • DataLayouts
      • DoubleDataLayout
      • FloatDataLayout
      • IntDataLayout
      • LongDataLayout
      • ShortDataLayout
    • org.tensorflow.ndarray.impl
      • Overview
      • AbstractNdArray
      • Validator
    • org.tensorflow.ndarray.impl.buffer
      • Overview
      • AbstractDataBuffer
      • AbstractDataBufferWindow
      • Validator
    • org.tensorflow.ndarray.impl.buffer.adapter
      • Overview
      • DataBufferAdapterFactory
    • org.tensorflow.ndarray.impl.buffer.layout
      • Overview
      • Bfloat16Layout
      • BoolLayout
      • Float16Layout
      • StringLayout
    • org.tensorflow.ndarray.impl.buffer.misc
      • Overview
      • MiscDataBufferFactory
    • org.tensorflow.ndarray.impl.buffer.nio
      • Overview
      • NioDataBufferFactory
    • org.tensorflow.ndarray.impl.buffer.raw
      • Overview
      • RawDataBufferFactory
    • org.tensorflow.ndarray.impl.dense
      • Overview
      • AbstractDenseNdArray
      • BooleanDenseNdArray
      • ByteDenseNdArray
      • DenseNdArray
      • DoubleDenseNdArray
      • FloatDenseNdArray
      • IntDenseNdArray
      • LongDenseNdArray
      • ShortDenseNdArray
    • org.tensorflow.ndarray.impl.dimension
      • Overview
      • Dimension
      • DimensionalSpace
      • RelativeDimensionalSpace
    • org.tensorflow.ndarray.impl.sequence
      • Overview
      • FastElementSequence
      • IndexedPositionIterator
        • Overview
        • CoordsLongConsumer
      • PositionIterator
      • SingleElementSequence
      • SlicingElementSequence
    • org.tensorflow.ndarray.index
      • Overview
      • Index
      • Indices
    • org.tensorflow.op
      • Overview
      • Op
      • Operands
      • RawOp
      • Scope
    • org.tensorflow.op.annotation
      • Overview
      • Endpoint
      • Operator
    • org.tensorflow.op.audio
      • Overview
      • AudioSpectrogram
        • Overview
        • Options
      • DecodeWav
        • Overview
        • Options
      • EncodeWav
      • Mfcc
        • Overview
        • Options
    • org.tensorflow.op.bitwise
      • Overview
      • BitwiseAnd
      • BitwiseOr
      • BitwiseXor
      • Invert
      • LeftShift
      • RightShift
    • org.tensorflow.op.cluster
      • Overview
      • KMC2ChainInitialization
      • KmeansPlusPlusInitialization
    • org.tensorflow.op.collective
      • Overview
      • AllReduce
        • Overview
        • Options
      • BroadcastRecv
        • Overview
        • Options
      • BroadcastSend
        • Overview
        • Options
      • Gather
        • Overview
        • Options
      • GatherV2
        • Overview
        • Options
      • Reduce
        • Overview
        • Options
      • ReduceV2
        • Overview
        • Options
    • org.tensorflow.op.core
      • Overview
      • Abort
        • Overview
        • Options
      • All
        • Overview
        • Options
      • Any
        • Overview
        • Options
      • AssertThat
        • Overview
        • Options
      • Assign
        • Overview
        • Options
      • AssignAdd
        • Overview
        • Options
      • AssignAddVariableOp
      • AssignSub
        • Overview
        • Options
      • AssignSubVariableOp
      • AssignVariableOp
      • Barrier
        • Overview
        • Options
      • BarrierClose
        • Overview
        • Options
      • BarrierIncompleteSize
      • BarrierInsertMany
      • BarrierReadySize
      • BarrierTakeMany
        • Overview
        • Options
      • Batch
        • Overview
        • Options
      • BatchToSpace
      • BatchToSpaceNd
      • Bitcast
      • BooleanMask
        • Overview
        • Options
      • BooleanMaskUpdate
        • Overview
        • Options
      • BroadcastDynamicShape
      • BroadcastGradientArgs
      • BroadcastTo
      • Bucketize
      • ClipByValue
      • CollectiveGather
        • Overview
        • Options
      • Concat
      • Constant
      • ConsumeMutexLock
      • ControlTrigger
      • Copy
        • Overview
        • Options
      • CopyHost
        • Overview
        • Options
      • CountUpTo
      • DecodeProto
        • Overview
        • Options
      • DeepCopy
      • DeleteSessionTensor
      • DestroyResourceOp
        • Overview
        • Options
      • DestroyTemporaryVariable
      • DeviceIndex
      • DummyMemoryCache
      • DynamicPartition
      • DynamicStitch
      • EditDistance
        • Overview
        • Options
      • Empty
        • Overview
        • Options
      • EmptyTensorList
      • EmptyTensorMap
      • EncodeProto
        • Overview
        • Options
      • EnsureShape
      • Enter
        • Overview
        • Options
      • Exit
      • ExpandDims
      • ExtractVolumePatches
      • Fill
      • Fingerprint
      • Gather
        • Overview
        • Options
      • GatherNd
      • GetSessionHandle
      • GetSessionTensor
      • Gradients
        • Overview
        • Options
      • GuaranteeConst
      • HashTable
        • Overview
        • Options
      • Helpers
      • HistogramFixedWidth
      • Identity
      • IdentityN
      • ImmutableConst
      • Init
      • InitializeTable
      • InitializeTableFromTextFile
        • Overview
        • Options
      • InplaceAdd
      • InplaceSub
      • InplaceUpdate
      • IsVariableInitialized
      • KthOrderStatistic
      • LinSpace
      • LookupTableExport
      • LookupTableFind
      • LookupTableImport
      • LookupTableInsert
      • LookupTableRemove
      • LookupTableSize
      • LoopCond
      • LowerBound
      • MakeUnique
      • MapClear
        • Overview
        • Options
      • MapIncompleteSize
        • Overview
        • Options
      • MapPeek
        • Overview
        • Options
      • MapSize
        • Overview
        • Options
      • MapStage
        • Overview
        • Options
      • MapUnstage
        • Overview
        • Options
      • MapUnstageNoKey
        • Overview
        • Options
      • Max
        • Overview
        • Options
      • Merge
      • Min
        • Overview
        • Options
      • MirrorPad
      • MirrorPadGrad
      • MlirPassthroughOp
      • MutableDenseHashTable
        • Overview
        • Options
      • MutableHashTable
        • Overview
        • Options
      • MutableHashTableOfTensors
        • Overview
        • Options
      • Mutex
        • Overview
        • Options
      • MutexLock
      • NcclAllReduce
      • NcclBroadcast
      • NcclReduce
      • NextIteration
      • NoOp
      • OneHot
        • Overview
        • Options
      • Ones
      • OnesLike
      • OrderedMapClear
        • Overview
        • Options
      • OrderedMapIncompleteSize
        • Overview
        • Options
      • OrderedMapPeek
        • Overview
        • Options
      • OrderedMapSize
        • Overview
        • Options
      • OrderedMapStage
        • Overview
        • Options
      • OrderedMapUnstage
        • Overview
        • Options
      • OrderedMapUnstageNoKey
        • Overview
        • Options
      • Pad
      • ParallelConcat
      • ParallelDynamicStitch
      • Placeholder
        • Overview
        • Options
      • PlaceholderWithDefault
      • Print
        • Overview
        • Options
      • Prod
        • Overview
        • Options
      • QuantizedReshape
      • Range
      • Rank
      • ReadVariableOp
      • Recv
        • Overview
        • Options
      • ReduceAll
        • Overview
        • Options
      • ReduceAny
        • Overview
        • Options
      • ReduceMax
        • Overview
        • Options
      • ReduceMin
        • Overview
        • Options
      • ReduceProd
        • Overview
        • Options
      • ReduceSum
        • Overview
        • Options
      • RefEnter
        • Overview
        • Options
      • RefExit
      • RefIdentity
      • RefMerge
      • RefNextIteration
      • RefSelect
      • RefSwitch
      • RemoteFusedGraphExecute
      • Reshape
      • ResourceCountUpTo
      • ResourceGather
        • Overview
        • Options
      • ResourceGatherNd
      • ResourceScatterAdd
      • ResourceScatterDiv
      • ResourceScatterMax
      • ResourceScatterMin
      • ResourceScatterMul
      • ResourceScatterNdAdd
        • Overview
        • Options
      • ResourceScatterNdMax
        • Overview
        • Options
      • ResourceScatterNdMin
        • Overview
        • Options
      • ResourceScatterNdSub
        • Overview
        • Options
      • ResourceScatterNdUpdate
        • Overview
        • Options
      • ResourceScatterSub
      • ResourceScatterUpdate
      • ResourceStridedSliceAssign
        • Overview
        • Options
      • Reverse
      • ReverseSequence
        • Overview
        • Options
      • Roll
      • Rpc
        • Overview
        • Options
      • ScatterAdd
        • Overview
        • Options
      • ScatterDiv
        • Overview
        • Options
      • ScatterMax
        • Overview
        • Options
      • ScatterMin
        • Overview
        • Options
      • ScatterMul
        • Overview
        • Options
      • ScatterNd
      • ScatterNdAdd
        • Overview
        • Options
      • ScatterNdMax
        • Overview
        • Options
      • ScatterNdMin
        • Overview
        • Options
      • ScatterNdNonAliasingAdd
      • ScatterNdSub
        • Overview
        • Options
      • ScatterNdUpdate
        • Overview
        • Options
      • ScatterSub
        • Overview
        • Options
      • ScatterUpdate
        • Overview
        • Options
      • Select
      • Send
        • Overview
        • Options
      • SetDiff1d
      • SetSize
        • Overview
        • Options
      • Shape
      • ShapeN
      • Shapes
      • Size
      • Skipgram
        • Overview
        • Options
      • Slice
      • Snapshot
      • SpaceToBatchNd
      • Split
      • SplitV
      • Squeeze
        • Overview
        • Options
      • Stack
        • Overview
        • Options
      • Stage
        • Overview
        • Options
      • StageClear
        • Overview
        • Options
      • StagePeek
        • Overview
        • Options
      • StageSize
        • Overview
        • Options
      • StopGradient
      • StridedSlice
        • Overview
        • Options
      • StridedSliceAssign
        • Overview
        • Options
      • StridedSliceGrad
        • Overview
        • Options
      • StridedSliceHelper
      • Sum
        • Overview
        • Options
      • SwitchCond
      • TemporaryVariable
        • Overview
        • Options
      • TensorArray
        • Overview
        • Options
      • TensorArrayClose
      • TensorArrayConcat
        • Overview
        • Options
      • TensorArrayGather
        • Overview
        • Options
      • TensorArrayGrad
      • TensorArrayGradWithShape
      • TensorArrayPack
        • Overview
        • Options
      • TensorArrayRead
      • TensorArrayScatter
      • TensorArraySize
      • TensorArraySplit
      • TensorArrayUnpack
      • TensorArrayWrite
      • TensorForestCreateTreeVariable
      • TensorForestTreeDeserialize
      • TensorForestTreeIsInitializedOp
      • TensorForestTreePredict
      • TensorForestTreeResourceHandleOp
        • Overview
        • Options
      • TensorForestTreeSerialize
      • TensorForestTreeSize
      • TensorListConcat
      • TensorListConcatLists
      • TensorListElementShape
      • TensorListFromTensor
      • TensorListGather
      • TensorListGetItem
      • TensorListLength
      • TensorListPopBack
      • TensorListPushBack
      • TensorListPushBackBatch
      • TensorListReserve
      • TensorListResize
      • TensorListScatter
      • TensorListScatterIntoExistingList
      • TensorListSetItem
      • TensorListSplit
      • TensorListStack
        • Overview
        • Options
      • TensorMapErase
      • TensorMapHasKey
      • TensorMapInsert
      • TensorMapLookup
      • TensorMapSize
      • TensorMapStackKeys
      • TensorScatterNdAdd
      • TensorScatterNdMax
      • TensorScatterNdMin
      • TensorScatterNdSub
      • TensorScatterNdUpdate
      • TensorStridedSliceUpdate
        • Overview
        • Options
      • Tile
      • Timestamp
      • TopKUnique
      • TopKWithUnique
      • TryRpc
        • Overview
        • Options
      • Unbatch
        • Overview
        • Options
      • UnbatchGrad
        • Overview
        • Options
      • Unique
      • UniqueWithCounts
      • UnravelIndex
      • Unstack
        • Overview
        • Options
      • Unstage
        • Overview
        • Options
      • UpperBound
      • VarHandleOp
        • Overview
        • Options
      • VarIsInitializedOp
      • Variable
        • Overview
        • Options
      • VariableShape
      • Where
      • XlaSpmdFullToShardShape
      • XlaSpmdShardToFullShape
      • Zeros
      • ZerosLike
    • org.tensorflow.op.data
      • Overview
      • AnonymousIterator
      • AnonymousMemoryCache
      • AnonymousMultiDeviceIterator
      • AssertNextDataset
      • AutoShardDataset
        • Overview
        • Options
      • BatchDataset
        • Overview
        • Options
      • BytesProducedStatsDataset
      • CSVDataset
      • CSVDatasetV2
      • CacheDataset
      • CacheDatasetV2
      • ChooseFastestDataset
      • ConcatenateDataset
      • DatasetCardinality
      • DatasetFromGraph
      • DatasetToGraph
        • Overview
        • Options
      • DatasetToSingleElement
      • DatasetToTfRecord
      • DeleteIterator
      • DeleteMemoryCache
      • DeleteMultiDeviceIterator
      • DenseToSparseBatchDataset
      • DeserializeIterator
      • DirectedInterleaveDataset
      • FilterByLastComponentDataset
      • FixedLengthRecordDataset
      • IgnoreErrorsDataset
        • Overview
        • Options
      • InitializeTableFromDataset
      • Iterator
      • IteratorFromStringHandle
        • Overview
        • Options
      • IteratorGetDevice
      • IteratorGetNext
      • IteratorGetNextAsOptional
      • IteratorGetNextSync
      • IteratorToStringHandle
      • LMDBDataset
      • LatencyStatsDataset
      • LeakyReluGrad
        • Overview
        • Options
      • MakeIterator
      • MatchingFilesDataset
      • MaxIntraOpParallelismDataset
      • ModelDataset
        • Overview
        • Options
      • MultiDeviceIterator
      • MultiDeviceIteratorFromStringHandle
        • Overview
        • Options
      • MultiDeviceIteratorGetNextFromShard
      • MultiDeviceIteratorInit
      • MultiDeviceIteratorToStringHandle
      • NonSerializableDataset
      • OptimizeDataset
        • Overview
        • Options
      • OptimizeDatasetV2
        • Overview
        • Options
      • OptionalFromValue
      • OptionalGetValue
      • OptionalHasValue
      • OptionalNone
      • PaddedBatchDataset
        • Overview
        • Options
      • PrefetchDataset
        • Overview
        • Options
      • PrivateThreadPoolDataset
      • RandomDataset
      • RangeDataset
      • RebatchDataset
        • Overview
        • Options
      • RebatchDatasetV2
      • RegisterDataset
      • RepeatDataset
      • SamplingDataset
      • SerializeIterator
        • Overview
        • Options
      • SetStatsAggregatorDataset
      • ShardDataset
        • Overview
        • Options
      • ShuffleAndRepeatDataset
        • Overview
        • Options
      • ShuffleDataset
        • Overview
        • Options
      • SkipDataset
      • SleepDataset
      • SlidingWindowDataset
      • SparseTensorSliceDataset
      • SqlDataset
      • StatsAggregatorHandle
        • Overview
        • Options
      • TakeDataset
      • TensorDataset
      • TensorSliceDataset
      • TextLineDataset
      • TfRecordDataset
      • ThreadPoolDataset
      • ThreadPoolHandle
        • Overview
        • Options
      • UnbatchDataset
      • UniqueDataset
      • UnwrapDatasetVariant
      • WindowDataset
      • WrapDatasetVariant
      • ZipDataset
    • org.tensorflow.op.data.experimental
      • Overview
      • AssertCardinalityDataset
      • AssertNextDataset
      • AutoShardDataset
        • Overview
        • Options
      • BytesProducedStatsDataset
      • CSVDataset
      • ChooseFastestDataset
      • CompressElement
      • DataServiceDataset
        • Overview
        • Options
      • DatasetCardinality
      • DatasetToTFRecord
      • DenseToSparseBatchDataset
      • DirectedInterleaveDataset
      • DummyIterationCounter
      • IgnoreErrorsDataset
        • Overview
        • Options
      • IteratorGetDevice
      • LatencyStatsDataset
      • LmdbDataset
      • MatchingFilesDataset
      • MaxIntraOpParallelismDataset
      • NonSerializableDataset
      • ParseExampleDataset
        • Overview
        • Options
      • PrivateThreadPoolDataset
      • RandomDataset
      • RebatchDataset
        • Overview
        • Options
      • SetStatsAggregatorDataset
      • SleepDataset
      • SlidingWindowDataset
      • SqlDataset
      • StatsAggregatorHandle
        • Overview
        • Options
      • StatsAggregatorSetSummaryWriter
      • StatsAggregatorSummary
      • ThreadPoolDataset
      • ThreadPoolHandle
        • Overview
        • Options
      • UnbatchDataset
      • UncompressElement
      • UniqueDataset
    • org.tensorflow.op.debugging
      • Overview
      • CheckNumerics
      • DebugGradientIdentity
      • DebugGradientRefIdentity
      • DebugIdentity
        • Overview
        • Options
      • DebugNanCount
        • Overview
        • Options
      • DebugNumericsSummary
        • Overview
        • Options
    • org.tensorflow.op.distribute
      • Overview
      • NcclAllReduce
      • NcclBroadcast
      • NcclReduce
    • org.tensorflow.op.dtypes
      • Overview
      • AsString
        • Overview
        • Options
      • Cast
        • Overview
        • Options
      • Complex
      • ToBool
    • org.tensorflow.op.estimator
      • Overview
      • BoostedTreesAggregateStats
      • BoostedTreesBucketize
      • BoostedTreesCalculateBestFeatureSplit
        • Overview
        • Options
      • BoostedTreesCalculateBestFeatureSplitV2
      • BoostedTreesCalculateBestGainsPerFeature
      • BoostedTreesCenterBias
      • BoostedTreesCreateEnsemble
      • BoostedTreesCreateQuantileStreamResource
        • Overview
        • Options
      • BoostedTreesDeserializeEnsemble
      • BoostedTreesEnsembleResourceHandleOp
        • Overview
        • Options
      • BoostedTreesExampleDebugOutputs
      • BoostedTreesFlushQuantileSummaries
      • BoostedTreesGetEnsembleStates
      • BoostedTreesMakeQuantileSummaries
      • BoostedTreesMakeStatsSummary
      • BoostedTreesPredict
      • BoostedTreesQuantileStreamResourceAddSummaries
      • BoostedTreesQuantileStreamResourceDeserialize
      • BoostedTreesQuantileStreamResourceFlush
        • Overview
        • Options
      • BoostedTreesQuantileStreamResourceGetBucketBoundaries
      • BoostedTreesQuantileStreamResourceHandleOp
        • Overview
        • Options
      • BoostedTreesSerializeEnsemble
      • BoostedTreesSparseAggregateStats
      • BoostedTreesSparseCalculateBestFeatureSplit
        • Overview
        • Options
      • BoostedTreesTrainingPredict
      • BoostedTreesUpdateEnsemble
      • BoostedTreesUpdateEnsembleV2
        • Overview
        • Options
      • IsBoostedTreesEnsembleInitialized
      • IsBoostedTreesQuantileStreamResourceInitialized
    • org.tensorflow.op.image
      • Overview
      • AdjustContrast
      • AdjustHue
      • AdjustSaturation
      • CombinedNonMaxSuppression
        • Overview
        • Options
      • CropAndResize
        • Overview
        • Options
      • CropAndResizeGradBoxes
        • Overview
        • Options
      • CropAndResizeGradImage
        • Overview
        • Options
      • DecodeAndCropJpeg
        • Overview
        • Options
      • DecodeBmp
        • Overview
        • Options
      • DecodeGif
      • DecodeImage
        • Overview
        • Options
      • DecodeJpeg
        • Overview
        • Options
      • DecodePng
        • Overview
        • Options
      • DrawBoundingBoxes
      • EncodeJpeg
        • Overview
        • Options
      • EncodeJpegVariableQuality
      • EncodePng
        • Overview
        • Options
      • ExtractGlimpse
        • Overview
        • Options
      • ExtractImagePatches
      • ExtractJpegShape
      • GenerateBoundingBoxProposals
        • Overview
        • Options
      • HsvToRgb
      • ImageProjectiveTransformV2
        • Overview
        • Options
      • ImageProjectiveTransformV3
        • Overview
        • Options
      • NearestNeighbors
      • NonMaxSuppression
        • Overview
        • Options
      • NonMaxSuppressionWithOverlaps
      • QuantizedResizeBilinear
        • Overview
        • Options
      • RandomCrop
        • Overview
        • Options
      • ResizeArea
        • Overview
        • Options
      • ResizeBicubic
        • Overview
        • Options
      • ResizeBicubicGrad
        • Overview
        • Options
      • ResizeBilinear
        • Overview
        • Options
      • ResizeBilinearGrad
        • Overview
        • Options
      • ResizeNearestNeighbor
        • Overview
        • Options
      • ResizeNearestNeighborGrad
        • Overview
        • Options
      • RgbToHsv
      • SampleDistortedBoundingBox
        • Overview
        • Options
      • ScaleAndTranslate
        • Overview
        • Options
      • ScaleAndTranslateGrad
        • Overview
        • Options
      • StatelessSampleDistortedBoundingBox
        • Overview
        • Options
    • org.tensorflow.op.io
      • Overview
      • DecodeBase64
      • DecodeCompressed
        • Overview
        • Options
      • DecodeCsv
        • Overview
        • Options
      • DecodeJsonExample
      • DecodePaddedRaw
        • Overview
        • Options
      • DecodeRaw
        • Overview
        • Options
      • DeserializeManySparse
      • EncodeBase64
        • Overview
        • Options
      • FifoQueue
        • Overview
        • Options
      • FixedLengthRecordReader
        • Overview
        • Options
      • IdentityReader
        • Overview
        • Options
      • LmdbReader
        • Overview
        • Options
      • MatchingFiles
      • PaddingFifoQueue
        • Overview
        • Options
      • ParseExample
      • ParseSequenceExample
        • Overview
        • Options
      • ParseSingleExample
      • ParseSingleSequenceExample
        • Overview
        • Options
      • ParseTensor
      • PriorityQueue
        • Overview
        • Options
      • QueueClose
        • Overview
        • Options
      • QueueDequeue
        • Overview
        • Options
      • QueueDequeueMany
        • Overview
        • Options
      • QueueDequeueUpTo
        • Overview
        • Options
      • QueueEnqueue
        • Overview
        • Options
      • QueueEnqueueMany
        • Overview
        • Options
      • QueueIsClosed
      • QueueSize
      • RandomShuffleQueue
        • Overview
        • Options
      • ReadFile
      • ReaderNumRecordsProduced
      • ReaderNumWorkUnitsCompleted
      • ReaderRead
      • ReaderReadUpTo
      • ReaderReset
      • ReaderRestoreState
      • ReaderSerializeState
      • SerializeManySparse
      • SerializeSparse
      • SerializeTensor
      • ShardedFilename
      • ShardedFilespec
      • TextLineReader
        • Overview
        • Options
      • TfRecordReader
        • Overview
        • Options
      • WholeFileReader
        • Overview
        • Options
      • WriteFile
    • org.tensorflow.op.linalg
      • Overview
      • BandPart
      • BandedTriangularSolve
        • Overview
        • Options
      • BatchCholesky
      • BatchCholeskyGrad
      • BatchMatrixBandPart
      • BatchMatrixDeterminant
      • BatchMatrixDiag
      • BatchMatrixDiagPart
      • BatchMatrixInverse
        • Overview
        • Options
      • BatchMatrixSetDiag
      • BatchMatrixSolve
        • Overview
        • Options
      • BatchMatrixSolveLs
        • Overview
        • Options
      • BatchMatrixTriangularSolve
        • Overview
        • Options
      • BatchSelfAdjointEig
        • Overview
        • Options
      • BatchSvd
        • Overview
        • Options
      • Cholesky
      • CholeskyGrad
      • ConjugateTranspose
      • Cross
      • Det
      • Eig
        • Overview
        • Options
      • Einsum
      • EuclideanNorm
        • Overview
        • Options
      • Inv
        • Overview
        • Options
      • LoadAndRemapMatrix
        • Overview
        • Options
      • LogMatrixDeterminant
      • Lu
      • MatMul
        • Overview
        • Options
      • MatrixDiag
      • MatrixDiagPart
      • MatrixDiagPartV3
        • Overview
        • Options
      • MatrixDiagV3
        • Overview
        • Options
      • MatrixLogarithm
      • MatrixSetDiag
        • Overview
        • Options
      • MatrixSolveLs
        • Overview
        • Options
      • Qr
        • Overview
        • Options
      • QuantizedMatMul
        • Overview
        • Options
      • QuantizedMatMulWithBias
        • Overview
        • Options
      • QuantizedMatMulWithBiasAndRelu
        • Overview
        • Options
      • QuantizedMatMulWithBiasAndReluAndRequantize
        • Overview
        • Options
      • SelfAdjointEig
        • Overview
        • Options
      • Solve
        • Overview
        • Options
      • Sqrtm
      • Svd
        • Overview
        • Options
      • TensorDiag
      • TensorDiagPart
      • Transpose
      • TriangularSolve
        • Overview
        • Options
      • TridiagonalMatMul
      • TridiagonalSolve
        • Overview
        • Options
    • org.tensorflow.op.linalg.sparse
      • Overview
      • CSRSparseMatrixComponents
      • CSRSparseMatrixToDense
      • CSRSparseMatrixToSparseTensor
      • DenseToCSRSparseMatrix
      • SparseMatrixAdd
      • SparseMatrixMatMul
        • Overview
        • Options
      • SparseMatrixMul
      • SparseMatrixNNZ
      • SparseMatrixOrderingAMD
      • SparseMatrixSoftmax
      • SparseMatrixSoftmaxGrad
      • SparseMatrixSparseCholesky
      • SparseMatrixSparseMatMul
        • Overview
        • Options
      • SparseMatrixTranspose
        • Overview
        • Options
      • SparseMatrixZeros
      • SparseTensorToCSRSparseMatrix
    • org.tensorflow.op.math
      • Overview
      • Abs
      • AccumulateN
      • Acos
      • Acosh
      • Add
      • AddN
      • Angle
      • ApproximateEqual
        • Overview
        • Options
      • ArgMax
      • ArgMin
      • Asin
      • Asinh
      • Atan
      • Atan2
      • Atanh
      • BesselI0
      • BesselI0e
      • BesselI1
      • BesselI1e
      • Betainc
      • Bincount
      • Ceil
      • CompareAndBitpack
      • ComplexAbs
      • Conj
      • Cos
      • Cosh
      • Cumprod
        • Overview
        • Options
      • Cumsum
        • Overview
        • Options
      • CumulativeLogsumexp
        • Overview
        • Options
      • DenseBincount
        • Overview
        • Options
      • Digamma
      • Div
      • DivNoNan
      • Equal
        • Overview
        • Options
      • Erf
      • Erfc
      • Exp
      • Expm1
      • Fact
      • Floor
      • FloorDiv
      • FloorMod
      • Greater
      • GreaterEqual
      • Igamma
      • IgammaGradA
      • Igammac
      • Imag
      • InvertPermutation
      • IsFinite
      • IsInf
      • IsNan
      • Less
      • LessEqual
      • Lgamma
      • Log
      • Log1p
      • LogicalAnd
      • LogicalNot
      • LogicalOr
      • Maximum
      • Mean
        • Overview
        • Options
      • Minimum
      • Mod
      • Mul
      • MulNoNan
      • Ndtri
      • Neg
      • NextAfter
      • NotEqual
        • Overview
        • Options
      • Polygamma
      • PopulationCount
      • Pow
      • QuantizedAdd
      • QuantizedMul
      • Real
      • RealDiv
      • Reciprocal
      • ReciprocalGrad
      • RequantizationRangePerChannel
      • RequantizePerChannel
      • Rint
      • Round
      • Rsqrt
      • RsqrtGrad
      • SegmentMax
      • SegmentMean
      • SegmentMin
      • SegmentProd
      • SegmentSum
      • Sigmoid
      • SigmoidGrad
      • Sign
      • Sin
      • Sinh
      • SobolSample
      • Softplus
      • SoftplusGrad
      • Sqrt
      • SqrtGrad
      • Square
      • SquaredDifference
      • Sub
      • Tan
      • Tanh
      • TanhGrad
      • TruncateDiv
      • TruncateMod
      • UnsortedSegmentMax
      • UnsortedSegmentMin
      • UnsortedSegmentProd
      • UnsortedSegmentSum
      • Xdivy
      • Xlog1py
      • Xlogy
      • Zeta
      • erfinv
    • org.tensorflow.op.math.special
      • Overview
      • BesselJ0
      • BesselJ1
      • BesselK0
      • BesselK0e
      • BesselK1
      • BesselK1e
      • BesselY0
      • BesselY1
      • Dawsn
      • Expint
      • FresnelCos
      • FresnelSin
      • Spence
    • org.tensorflow.op.nn
      • Overview
      • AvgPool
        • Overview
        • Options
      • AvgPool3d
        • Overview
        • Options
      • AvgPool3dGrad
        • Overview
        • Options
      • AvgPoolGrad
        • Overview
        • Options
      • BatchNormWithGlobalNormalization
      • BatchNormWithGlobalNormalizationGrad
      • BiasAdd
        • Overview
        • Options
      • BiasAddGrad
        • Overview
        • Options
      • BlockLSTM
        • Overview
        • Options
      • BlockLSTMGrad
      • CTCLossV2
        • Overview
        • Options
      • ComputeAccidentalHits
        • Overview
        • Options
      • Conv2d
        • Overview
        • Options
      • Conv2dBackpropFilter
        • Overview
        • Options
      • Conv2dBackpropInput
        • Overview
        • Options
      • Conv3d
        • Overview
        • Options
      • Conv3dBackpropFilter
        • Overview
        • Options
      • Conv3dBackpropInput
        • Overview
        • Options
      • CtcBeamSearchDecoder
        • Overview
        • Options
      • CtcGreedyDecoder
        • Overview
        • Options
      • CtcLoss
        • Overview
        • Options
      • CudnnRNN
        • Overview
        • Options
      • CudnnRNNBackprop
        • Overview
        • Options
      • CudnnRNNCanonicalToParams
        • Overview
        • Options
      • CudnnRNNParamsToCanonical
        • Overview
        • Options
      • CudnnRnnParamsSize
        • Overview
        • Options
      • DataFormatDimMap
        • Overview
        • Options
      • DataFormatVecPermute
        • Overview
        • Options
      • DepthToSpace
        • Overview
        • Options
      • DepthwiseConv2dNative
        • Overview
        • Options
      • DepthwiseConv2dNativeBackpropFilter
        • Overview
        • Options
      • DepthwiseConv2dNativeBackpropInput
        • Overview
        • Options
      • Dilation2d
      • Dilation2dBackpropFilter
      • Dilation2dBackpropInput
      • Elu
      • EluGrad
      • FixedUnigramCandidateSampler
        • Overview
        • Options
      • FractionalAvgPool
        • Overview
        • Options
      • FractionalAvgPoolGrad
        • Overview
        • Options
      • FractionalMaxPool
        • Overview
        • Options
      • FractionalMaxPoolGrad
        • Overview
        • Options
      • FusedBatchNorm
        • Overview
        • Options
      • FusedBatchNormGrad
        • Overview
        • Options
      • FusedPadConv2d
      • FusedResizeAndPadConv2d
        • Overview
        • Options
      • GRUBlockCell
      • GRUBlockCellGrad
      • InTopK
      • InvGrad
      • IsotonicRegression
      • L2Loss
      • LSTMBlockCell
        • Overview
        • Options
      • LSTMBlockCellGrad
      • LeakyRelu
        • Overview
        • Options
      • LearnedUnigramCandidateSampler
        • Overview
        • Options
      • LocalResponseNormalization
        • Overview
        • Options
      • LocalResponseNormalizationGrad
        • Overview
        • Options
      • LogSoftmax
      • MaxPool
        • Overview
        • Options
      • MaxPool3d
        • Overview
        • Options
      • MaxPool3dGrad
        • Overview
        • Options
      • MaxPool3dGradGrad
        • Overview
        • Options
      • MaxPoolGrad
        • Overview
        • Options
      • MaxPoolGradGrad
        • Overview
        • Options
      • MaxPoolGradGradWithArgmax
        • Overview
        • Options
      • MaxPoolGradWithArgmax
        • Overview
        • Options
      • MaxPoolWithArgmax
        • Overview
        • Options
      • NthElement
        • Overview
        • Options
      • QuantizedAvgPool
      • QuantizedBatchNormWithGlobalNormalization
      • QuantizedBiasAdd
      • QuantizedConv2DAndRelu
        • Overview
        • Options
      • QuantizedConv2DAndReluAndRequantize
        • Overview
        • Options
      • QuantizedConv2DAndRequantize
        • Overview
        • Options
      • QuantizedConv2DPerChannel
        • Overview
        • Options
      • QuantizedConv2DWithBias
        • Overview
        • Options
      • QuantizedConv2DWithBiasAndRelu
        • Overview
        • Options
      • QuantizedConv2DWithBiasAndReluAndRequantize
        • Overview
        • Options
      • QuantizedConv2DWithBiasAndRequantize
        • Overview
        • Options
      • QuantizedConv2DWithBiasSignedSumAndReluAndRequantize
        • Overview
        • Options
      • QuantizedConv2DWithBiasSumAndRelu
        • Overview
        • Options
      • QuantizedConv2DWithBiasSumAndReluAndRequantize
        • Overview
        • Options
      • QuantizedConv2d
        • Overview
        • Options
      • QuantizedDepthwiseConv2D
        • Overview
        • Options
      • QuantizedDepthwiseConv2DWithBias
        • Overview
        • Options
      • QuantizedDepthwiseConv2DWithBiasAndRelu
        • Overview
        • Options
      • QuantizedDepthwiseConv2DWithBiasAndReluAndRequantize
        • Overview
        • Options
      • QuantizedInstanceNorm
        • Overview
        • Options
      • QuantizedMaxPool
      • QuantizedRelu
      • QuantizedRelu6
      • QuantizedReluX
      • Relu
      • Relu6
      • Relu6Grad
      • ReluGrad
      • Selu
      • SeluGrad
      • SigmoidCrossEntropyWithLogits
      • Softmax
      • SoftmaxCrossEntropyWithLogits
      • Softsign
      • SoftsignGrad
      • SpaceToBatch
      • SpaceToDepth
        • Overview
        • Options
      • SparseSoftmaxCrossEntropyWithLogits
      • TopK
        • Overview
        • Options
    • org.tensorflow.op.nn.raw
      • Overview
      • SoftmaxCrossEntropyWithLogits
      • SparseSoftmaxCrossEntropyWithLogits
    • org.tensorflow.op.quantization
      • Overview
      • Dequantize
        • Overview
        • Options
      • FakeQuantWithMinMaxArgs
        • Overview
        • Options
      • FakeQuantWithMinMaxArgsGradient
        • Overview
        • Options
      • FakeQuantWithMinMaxVars
        • Overview
        • Options
      • FakeQuantWithMinMaxVarsGradient
        • Overview
        • Options
      • FakeQuantWithMinMaxVarsPerChannel
        • Overview
        • Options
      • FakeQuantWithMinMaxVarsPerChannelGradient
        • Overview
        • Options
      • Quantize
        • Overview
        • Options
      • QuantizeAndDequantize
        • Overview
        • Options
      • QuantizeAndDequantizeV3
        • Overview
        • Options
      • QuantizeAndDequantizeV4
        • Overview
        • Options
      • QuantizeAndDequantizeV4Grad
        • Overview
        • Options
      • QuantizeDownAndShrinkRange
      • QuantizedConcat
      • QuantizedMatMulWithBiasAndDequantize
        • Overview
        • Options
      • QuantizedMatMulWithBiasAndRequantize