TensorFlow
Install Learn
  • Introduction
    New to TensorFlow?
  • TensorFlow
    The core open source ML library
  • For JavaScript
    TensorFlow.js for ML using JavaScript
  • For Mobile & Edge
    TensorFlow Lite for mobile and edge devices
  • For Production
    TensorFlow Extended for end-to-end ML components
API
  • TensorFlow (v2.8.0)
  • r1.15
  • Versions…
  • TensorFlow.js
  • TensorFlow Lite
  • TFX
Resources
  • Models & datasets
    Pre-trained models and datasets built by Google and the community
  • Tools
    Ecosystem of tools to help you use TensorFlow
  • Libraries & extensions
    Libraries and extensions built on TensorFlow
  • TensorFlow Certificate program
    Differentiate yourself by demonstrating your ML proficiency
  • Learn ML
    Educational resources to learn the fundamentals of ML with TensorFlow
  • Responsible AI
    Resources and tools to integrate Responsible AI practices into your ML workflow
Community
  • Join
    Explore ways to get involved
  • Blog
    Stay up to date with all things TensorFlow
  • Forum ↗
    Discussion platform for the TensorFlow community
  • Groups
    User groups, interest groups and mailing lists
  • Contribute
    Guide for contributing to code and documentation
Why TensorFlow
  • About
  • Case studies
  • Language
  • English
  • 中文 – 简体
GitHub Sign in
  • TensorFlow Core v2.8.0
Overview Python C++ Java More
TensorFlow
  • Install
  • Learn
    • More
  • API
    • More
    • Overview
    • Python
    • C++
    • Java
    • More
  • Resources
    • More
  • Community
    • More
  • Why TensorFlow
    • More
  • GitHub
  • Overview
  • All Symbols
  • Python v2.8.0
  • tf
    • Overview
    • AggregationMethod
    • CriticalSection
    • DeviceSpec
    • GradientTape
    • Graph
    • IndexedSlices
    • IndexedSlicesSpec
    • Module
    • Operation
    • OptionalSpec
    • RaggedTensor
    • RaggedTensorSpec
    • RegisterGradient
    • SparseTensorSpec
    • Tensor
    • TensorArray
    • TensorArraySpec
    • TensorShape
    • TensorSpec
    • TypeSpec
    • UnconnectedGradients
    • Variable
    • Variable.SaveSliceInfo
    • VariableAggregation
    • VariableSynchronization
    • approx_top_k
    • argsort
    • batch_to_space
    • bitcast
    • boolean_mask
    • broadcast_dynamic_shape
    • broadcast_static_shape
    • broadcast_to
    • case
    • cast
    • clip_by_global_norm
    • clip_by_norm
    • clip_by_value
    • concat
    • cond
    • constant
    • constant_initializer
    • control_dependencies
    • convert_to_tensor
    • custom_gradient
    • device
    • dynamic_partition
    • dynamic_stitch
    • edit_distance
    • einsum
    • ensure_shape
    • executing_eagerly
    • expand_dims
    • extract_volume_patches
    • eye
    • fill
    • fingerprint
    • foldl
    • foldr
    • function
    • gather
    • gather_nd
    • get_current_name_scope
    • get_logger
    • get_static_value
    • grad_pass_through
    • gradients
    • group
    • guarantee_const
    • hessians
    • histogram_fixed_width
    • histogram_fixed_width_bins
    • identity
    • identity_n
    • init_scope
    • inside_function
    • is_tensor
    • linspace
    • load_library
    • load_op_library
    • make_ndarray
    • make_tensor_proto
    • map_fn
    • meshgrid
    • name_scope
    • no_gradient
    • no_op
    • nondifferentiable_batch_function
    • norm
    • numpy_function
    • one_hot
    • ones
    • ones_initializer
    • ones_like
    • pad
    • parallel_stack
    • print
    • py_function
    • random_index_shuffle
    • random_normal_initializer
    • random_uniform_initializer
    • range
    • rank
    • realdiv
    • recompute_grad
    • register_tensor_conversion_function
    • repeat
    • required_space_to_batch_paddings
    • reshape
    • reverse
    • reverse_sequence
    • roll
    • scan
    • scatter_nd
    • searchsorted
    • sequence_mask
    • shape
    • shape_n
    • size
    • slice
    • sort
    • space_to_batch
    • space_to_batch_nd
    • split
    • squeeze
    • stack
    • stop_gradient
    • strided_slice
    • switch_case
    • tensor_scatter_nd_add
    • tensor_scatter_nd_max
    • tensor_scatter_nd_min
    • tensor_scatter_nd_sub
    • tensor_scatter_nd_update
    • tensordot
    • tile
    • timestamp
    • transpose
    • truncatediv
    • truncatemod
    • tuple
    • type_spec_from_value
    • unique
    • unique_with_counts
    • unravel_index
    • unstack
    • variable_creator_scope
    • vectorized_map
    • where
    • while_loop
    • zeros
    • zeros_initializer
    • zeros_like
  • tf.audio
    • Overview
    • decode_wav
    • encode_wav
  • tf.autodiff
    • Overview
    • ForwardAccumulator
  • tf.autograph
    • Overview
    • set_verbosity
    • to_code
    • to_graph
    • trace
    • experimental
      • Overview
      • Feature
      • do_not_convert
      • set_loop_options
  • tf.bitwise
    • Overview
    • bitwise_and
    • bitwise_or
    • bitwise_xor
    • invert
    • left_shift
    • right_shift
  • tf.compat
    • Overview
    • as_bytes
    • as_str
    • as_str_any
    • as_text
    • dimension_at_index
    • dimension_value
    • forward_compatibility_horizon
    • forward_compatible
    • path_to_str
    • v1
      • Overview
      • AttrValue
      • AttrValue.ListValue
      • ConditionalAccumulator
      • ConditionalAccumulatorBase
      • ConfigProto
      • ConfigProto.DeviceCountEntry
      • ConfigProto.Experimental
      • DeviceSpec
      • Dimension
      • Event
      • FixedLengthRecordReader
      • GPUOptions
      • GPUOptions.Experimental
      • GPUOptions.Experimental.VirtualDevices
      • GraphDef
      • GraphKeys
      • GraphOptions
      • HistogramProto
      • IdentityReader
      • InteractiveSession
      • LMDBReader
      • LogMessage
      • MetaGraphDef
      • MetaGraphDef.CollectionDefEntry
      • MetaGraphDef.MetaInfoDef
      • MetaGraphDef.MetaInfoDef.FunctionAliasesEntry
      • MetaGraphDef.SignatureDefEntry
      • NameAttrList
      • NameAttrList.AttrEntry
      • NodeDef
      • NodeDef.AttrEntry
      • NodeDef.ExperimentalDebugInfo
      • OptimizerOptions
      • Print
      • ReaderBase
      • RunMetadata
      • RunMetadata.FunctionGraphs
      • RunOptions
      • RunOptions.Experimental
      • RunOptions.Experimental.RunHandlerPoolOptions
      • Session
      • SessionLog
      • SparseConditionalAccumulator
      • SparseTensorValue
      • Summary
      • Summary.Audio
      • Summary.Image
      • Summary.Value
      • SummaryMetadata
      • SummaryMetadata.PluginData
      • TFRecordReader
      • TensorInfo
      • TensorInfo.CompositeTensor
      • TensorInfo.CooSparse
      • TextLineReader
      • Variable
      • VariableAggregation
      • VariableScope
      • WholeFileReader
      • add_check_numerics_ops
      • add_to_collection
      • add_to_collections
      • all_variables
      • arg_max
      • arg_min
      • argmax
      • argmin
      • assert_equal
      • assert_greater
      • assert_greater_equal
      • assert_integer
      • assert_less
      • assert_less_equal
      • assert_near
      • assert_negative
      • assert_non_negative
      • assert_non_positive
      • assert_none_equal
      • assert_positive
      • assert_rank
      • assert_rank_at_least
      • assert_rank_in
      • assert_scalar
      • assert_type
      • assert_variables_initialized
      • assign
      • assign_add
      • assign_sub
      • batch_gather
      • batch_scatter_update
      • batch_to_space
      • batch_to_space_nd
      • bincount
      • boolean_mask
      • case
      • clip_by_average_norm
      • colocate_with
      • cond
      • confusion_matrix
      • constant
      • container
      • control_flow_v2_enabled
      • convert_to_tensor
      • convert_to_tensor_or_indexed_slices
      • convert_to_tensor_or_sparse_tensor
      • count_nonzero
      • count_up_to
      • create_partitioned_variables
      • decode_csv
      • decode_raw
      • delete_session_tensor
      • depth_to_space
      • device
      • disable_control_flow_v2
      • disable_eager_execution
      • disable_resource_variables
      • disable_tensor_equality
      • disable_v2_behavior
      • disable_v2_tensorshape
      • div
      • enable_control_flow_v2
      • enable_eager_execution
      • enable_resource_variables
      • enable_tensor_equality
      • enable_v2_behavior
      • enable_v2_tensorshape
      • executing_eagerly
      • executing_eagerly_outside_functions
      • expand_dims
      • extract_image_patches
      • fixed_size_partitioner
      • floor_div
      • foldl
      • foldr
      • gather
      • gather_nd
      • get_collection
      • get_collection_ref
      • get_default_graph
      • get_default_session
      • get_local_variable
      • get_seed
      • get_session_handle
      • get_session_tensor
      • get_variable
      • get_variable_scope
      • global_variables
      • global_variables_initializer
      • gradients
      • hessians
      • initialize_all_tables
      • initialize_all_variables
      • initialize_local_variables
      • initialize_variables
      • is_variable_initialized
      • load_file_system_library
      • local_variables
      • local_variables_initializer
      • make_template
      • map_fn
      • min_max_variable_partitioner
      • model_variables
      • moving_average_variables
      • multinomial
      • no_regularizer
      • norm
      • ones_like
      • op_scope
      • pad
      • parse_example
      • parse_single_example
      • placeholder
      • placeholder_with_default
      • py_func
      • quantize_v2
      • random_normal_initializer
      • random_poisson
      • random_uniform_initializer
      • reduce_all
      • reduce_any
      • reduce_join
      • reduce_logsumexp
      • reduce_max
      • reduce_mean
      • reduce_min
      • reduce_prod
      • reduce_sum
      • report_uninitialized_variables
      • reset_default_graph
      • resource_variables_enabled
      • reverse_sequence
      • scalar_mul
      • scan
      • scatter_add
      • scatter_div
      • scatter_max
      • scatter_min
      • scatter_mul
      • scatter_nd_add
      • scatter_nd_sub
      • scatter_nd_update
      • scatter_sub
      • scatter_update
      • serialize_many_sparse
      • serialize_sparse
      • set_random_seed
      • setdiff1d
      • shape
      • size
      • space_to_batch
      • space_to_depth
      • sparse_add
      • sparse_concat
      • sparse_matmul
      • sparse_merge
      • sparse_placeholder
      • sparse_reduce_max
      • sparse_reduce_max_sparse
      • sparse_reduce_sum
      • sparse_reduce_sum_sparse
      • sparse_segment_mean
      • sparse_segment_sqrt_n
      • sparse_segment_sum
      • sparse_split
      • sparse_to_dense
      • squeeze
      • string_split
      • string_to_hash_bucket
      • string_to_number
      • substr
      • tables_initializer
      • to_bfloat16
      • to_complex128
      • to_complex64
      • to_double
      • to_float
      • to_int32
      • to_int64
      • trainable_variables
      • transpose
      • truncated_normal_initializer
      • tuple
      • uniform_unit_scaling_initializer
      • variable_axis_size_partitioner
      • variable_creator_scope
      • variable_op_scope
      • variable_scope
      • variables_initializer
      • verify_tensor_all_finite
      • where
      • while_loop
      • wrap_function
      • zeros_like
      • app
        • Overview
        • run
      • audio
        • Overview
      • autograph
        • Overview
        • to_code
        • to_graph
        • experimental
          • Overview
      • bitwise
        • Overview
      • compat
        • Overview
      • config
        • Overview
        • experimental
          • Overview
        • optimizer
          • Overview
        • threading
          • Overview
      • data
        • Overview
        • Dataset
        • FixedLengthRecordDataset
        • Iterator
        • TFRecordDataset
        • TextLineDataset
        • get_output_classes
        • get_output_shapes
        • get_output_types
        • make_initializable_iterator
        • make_one_shot_iterator
        • experimental
          • Overview
          • Counter
          • CsvDataset
          • RaggedTensorStructure
          • RandomDataset
          • SparseTensorStructure
          • SqlDataset
          • TensorArrayStructure
          • TensorStructure
          • choose_from_datasets
          • make_batched_features_dataset
          • make_csv_dataset
          • map_and_batch_with_legacy_function
          • sample_from_datasets
          • service
            • Overview
      • debugging
        • Overview
        • assert_shapes
        • experimental
          • Overview
      • distribute
        • Overview
        • MirroredStrategy
        • OneDeviceStrategy
        • ReplicaContext
        • Strategy
        • StrategyExtended
        • get_loss_reduction
        • cluster_resolver
          • Overview
        • experimental
          • Overview
          • CentralStorageStrategy
          • MultiWorkerMirroredStrategy
          • ParameterServerStrategy
          • TPUStrategy
      • distributions
        • Overview
        • Bernoulli
        • Beta
        • Categorical
        • Dirichlet
        • DirichletMultinomial
        • Distribution
        • Exponential
        • Gamma
        • Laplace
        • Multinomial
        • Normal
        • RegisterKL
        • ReparameterizationType
        • StudentT
        • Uniform
        • kl_divergence
      • dtypes
        • Overview
      • errors
        • Overview
        • error_code_from_exception_type
        • exception_type_from_error_code
        • raise_exception_on_not_ok_status
      • estimator
        • Overview
        • BaselineClassifier
        • BaselineEstimator
        • BaselineRegressor
        • DNNClassifier
        • DNNEstimator
        • DNNLinearCombinedClassifier
        • DNNLinearCombinedEstimator
        • DNNLinearCombinedRegressor
        • DNNRegressor
        • Estimator
        • LinearClassifier
        • LinearEstimator
        • LinearRegressor
        • classifier_parse_example_spec
        • regressor_parse_example_spec
        • experimental
          • Overview
          • KMeans
          • dnn_logit_fn_builder
          • linear_logit_fn_builder
        • export
          • Overview
        • inputs
          • Overview
          • numpy_input_fn
          • pandas_input_fn
        • tpu
          • Overview
          • InputPipelineConfig
          • RunConfig
          • TPUConfig
          • TPUEstimator
          • TPUEstimatorSpec
          • experimental
            • Overview
            • EmbeddingConfigSpec
      • experimental
        • Overview
        • output_all_intermediates
      • feature_column
        • Overview
        • categorical_column_with_vocabulary_file
        • input_layer
        • linear_model
        • make_parse_example_spec
        • shared_embedding_columns
      • flags
        • Overview
        • ArgumentParser
        • ArgumentSerializer
        • BaseListParser
        • BooleanFlag
        • BooleanParser
        • CantOpenFlagFileError
        • CsvListSerializer
        • DEFINE
        • DEFINE_alias
        • DEFINE_bool
        • DEFINE_enum
        • DEFINE_enum_class
        • DEFINE_flag
        • DEFINE_float
        • DEFINE_integer
        • DEFINE_list
        • DEFINE_multi
        • DEFINE_multi_enum
        • DEFINE_multi_enum_class
        • DEFINE_multi_float
        • DEFINE_multi_integer
        • DEFINE_multi_string
        • DEFINE_spaceseplist
        • DEFINE_string
        • DuplicateFlagError
        • EnumClassFlag
        • EnumClassListSerializer
        • EnumClassParser
        • EnumClassSerializer
        • EnumFlag
        • EnumParser
        • Error
        • FLAGS
        • Flag
        • FlagHolder
        • FlagNameConflictsWithMethodError
        • FlagValues
        • FloatParser
        • IllegalFlagValueError
        • IntegerParser
        • ListParser
        • ListSerializer
        • MultiEnumClassFlag
        • MultiFlag
        • UnparsedFlagAccessError
        • UnrecognizedFlagError
        • ValidationError
        • WhitespaceSeparatedListParser
        • adopt_module_key_flags
        • declare_key_flag
        • disclaim_key_flags
        • doc_to_help
        • flag_dict_to_args
        • get_help_width
        • mark_bool_flags_as_mutual_exclusive
        • mark_flag_as_required
        • mark_flags_as_mutual_exclusive
        • mark_flags_as_required
        • multi_flags_validator
        • register_multi_flags_validator
        • register_validator
        • text_wrap
        • validator
        • tf_decorator
          • Overview
          • TFDecorator
          • make_decorator
          • rewrap
          • unwrap
      • gfile
        • Overview
        • Copy
        • DeleteRecursively
        • Exists
        • FastGFile
        • Glob
        • IsDirectory
        • ListDirectory
        • MakeDirs
        • MkDir
        • Remove
        • Rename
        • Stat
        • Walk
      • graph_util
        • Overview
        • convert_variables_to_constants
        • extract_sub_graph
        • must_run_on_cpu
        • remove_training_nodes
        • tensor_shape_from_node_def_name
      • image
        • Overview
        • ResizeMethod
        • crop_and_resize
        • draw_bounding_boxes
        • extract_glimpse
        • resize
        • resize_area
        • resize_bicubic
        • resize_bilinear
        • resize_image_with_pad
        • resize_nearest_neighbor
        • sample_distorted_bounding_box
      • initializers
        • Overview
        • he_normal
        • he_uniform
        • lecun_normal
        • lecun_uniform
      • io
        • Overview
        • TFRecordCompressionType
        • tf_record_iterator
        • gfile
          • Overview
      • keras
        • Overview
        • activations
          • Overview
        • applications
          • Overview
          • convnext
            • Overview
          • densenet
            • Overview
          • efficientnet
            • Overview
          • efficientnet_v2
            • Overview
          • imagenet_utils
            • Overview
          • inception_resnet_v2
            • Overview
          • inception_v3
            • Overview
          • mobilenet
            • Overview
          • mobilenet_v2
            • Overview
          • mobilenet_v3
            • Overview
          • nasnet
            • Overview
          • regnet
            • Overview
          • resnet
            • Overview
          • resnet50
            • Overview
          • resnet_rs
            • Overview
          • resnet_v2
            • Overview
          • vgg16
            • Overview
          • vgg19
            • Overview
          • xception
            • Overview
        • backend
          • Overview
          • get_session
          • name_scope
          • set_session
        • callbacks
          • Overview
          • TensorBoard
        • constraints
          • Overview
        • datasets
          • Overview
          • boston_housing
            • Overview
          • cifar10
            • Overview
          • cifar100
            • Overview
          • fashion_mnist
            • Overview
          • imdb
            • Overview
          • mnist
            • Overview
          • reuters
            • Overview
        • estimator
          • Overview
          • model_to_estimator
        • experimental
          • Overview
          • export_saved_model
          • load_from_saved_model
        • initializers
          • Overview
          • Constant
          • Identity
          • Ones
          • Orthogonal
          • RandomNormal
          • RandomUniform
          • TruncatedNormal
          • VarianceScaling
          • Zeros
          • glorot_normal
          • glorot_uniform
          • he_normal
          • he_uniform
          • lecun_normal
          • lecun_uniform
        • layers
          • Overview
          • BatchNormalization
          • CuDNNGRU
          • CuDNNLSTM
          • DenseFeatures
          • GRU
          • GRUCell
          • LSTM
          • LSTMCell
          • disable_v2_dtype_behavior
          • enable_v2_dtype_behavior
          • experimental
            • Overview
            • preprocessing
              • Overview
        • losses
          • Overview
        • metrics
          • Overview
        • mixed_precision
          • Overview
          • experimental
            • Overview
        • models
          • Overview
        • optimizers
          • Overview
          • legacy
            • Overview
          • schedules
            • Overview
        • preprocessing
          • Overview
          • image
            • Overview
          • sequence
            • Overview
          • text
            • Overview
        • regularizers
          • Overview
        • utils
          • Overview
          • DeterministicRandomTestTool
          • get_or_create_layer
          • track_tf1_style_variables
        • wrappers
          • Overview
          • scikit_learn
            • Overview
      • layers
        • Overview
        • AveragePooling1D
        • AveragePooling2D
        • AveragePooling3D
        • BatchNormalization
        • Conv1D
        • Conv2D
        • Conv2DTranspose
        • Conv3D
        • Conv3DTranspose
        • Dense
        • Dropout
        • Flatten
        • Layer
        • MaxPooling1D
        • MaxPooling2D
        • MaxPooling3D
        • SeparableConv1D
        • SeparableConv2D
        • average_pooling1d
        • average_pooling2d
        • average_pooling3d
        • batch_normalization
        • conv1d
        • conv2d
        • conv2d_transpose
        • conv3d
        • conv3d_transpose
        • dense
        • dropout
        • flatten
        • max_pooling1d
        • max_pooling2d
        • max_pooling3d
        • separable_conv1d
        • separable_conv2d
        • experimental
          • Overview
          • keras_style_scope
          • set_keras_style
      • linalg
        • Overview
        • experimental
          • Overview
      • lite
        • Overview
        • OpHint
        • OpHint.OpHintArgumentTracker
        • TFLiteConverter
        • TocoConverter
        • toco_convert
        • constants
          • Overview
        • experimental
          • Overview
          • convert_op_hints_to_stubs
          • authoring
            • Overview
      • logging
        • Overview
        • TaskLevelStatusMessage
        • debug
        • error
        • fatal
        • flush
        • get_verbosity
        • info
        • log
        • log_every_n
        • log_first_n
        • log_if
        • set_verbosity
        • vlog
        • warn
        • warning
      • lookup
        • Overview
        • StaticHashTable
        • StaticVocabularyTable
        • experimental
          • Overview
      • losses
        • Overview
        • Reduction
        • absolute_difference
        • add_loss
        • compute_weighted_loss
        • cosine_distance
        • get_losses
        • get_regularization_loss
        • get_regularization_losses
        • get_total_loss
        • hinge_loss
        • huber_loss
        • log_loss
        • mean_pairwise_squared_error
        • mean_squared_error
        • sigmoid_cross_entropy
        • softmax_cross_entropy
        • sparse_softmax_cross_entropy
      • manip
        • Overview
      • math
        • Overview
        • in_top_k
        • log_softmax
        • softmax
        • special
          • Overview
      • metrics
        • Overview
        • accuracy
        • auc
        • average_precision_at_k
        • false_negatives
        • false_negatives_at_thresholds
        • false_positives
        • false_positives_at_thresholds
        • mean
        • mean_absolute_error
        • mean_cosine_distance
        • mean_iou
        • mean_per_class_accuracy
        • mean_relative_error
        • mean_squared_error
        • mean_tensor
        • percentage_below
        • precision
        • precision_at_k
        • precision_at_thresholds
        • precision_at_top_k
        • recall
        • recall_at_k
        • recall_at_thresholds
        • recall_at_top_k
        • root_mean_squared_error
        • sensitivity_at_specificity
        • sparse_average_precision_at_k
        • sparse_precision_at_k
        • specificity_at_sensitivity
        • true_negatives
        • true_negatives_at_thresholds
        • true_positives
        • true_positives_at_thresholds
      • mixed_precision
        • Overview
        • DynamicLossScale
        • FixedLossScale
        • LossScale
        • MixedPrecisionLossScaleOptimizer
        • disable_mixed_precision_graph_rewrite
        • enable_mixed_precision_graph_rewrite
        • experimental
          • Overview
      • mlir
        • Overview
        • experimental
          • Overview
      • nest
        • Overview
      • nn
        • Overview
        • avg_pool
        • batch_norm_with_global_normalization
        • bidirectional_dynamic_rnn
        • conv1d
        • conv2d
        • conv2d_backprop_filter
        • conv2d_backprop_input
        • conv2d_transpose
        • conv3d
        • conv3d_backprop_filter
        • conv3d_transpose
        • convolution
        • crelu
        • ctc_beam_search_decoder
        • ctc_loss
        • ctc_loss_v2
        • depthwise_conv2d
        • depthwise_conv2d_native
        • dilation2d
        • dropout
        • dynamic_rnn
        • embedding_lookup
        • embedding_lookup_sparse
        • erosion2d
        • fractional_avg_pool
        • fractional_max_pool
        • fused_batch_norm
        • max_pool
        • max_pool_with_argmax
        • moments
        • nce_loss
        • pool
        • quantized_avg_pool
        • quantized_conv2d
        • quantized_max_pool
        • quantized_relu_x
        • raw_rnn
        • relu_layer
        • safe_embedding_lookup_sparse
        • sampled_softmax_loss
        • separable_conv2d
        • sigmoid_cross_entropy_with_logits
        • softmax_cross_entropy_with_logits
        • softmax_cross_entropy_with_logits_v2
        • sparse_softmax_cross_entropy_with_logits
        • static_bidirectional_rnn
        • static_rnn
        • static_state_saving_rnn
        • sufficient_statistics
        • weighted_cross_entropy_with_logits
        • weighted_moments
        • xw_plus_b
        • experimental
          • Overview
        • rnn_cell
          • Overview
          • BasicLSTMCell
          • BasicRNNCell
          • DeviceWrapper
          • DropoutWrapper
          • GRUCell
          • LSTMCell
          • LSTMStateTuple
          • MultiRNNCell
          • RNNCell
          • ResidualWrapper
      • profiler
        • Overview
        • AdviceProto
        • AdviceProto.Checker
        • AdviceProto.CheckersEntry
        • GraphNodeProto
        • GraphNodeProto.InputShapesEntry
        • MultiGraphNodeProto
        • OpLogProto
        • OpLogProto.IdToStringEntry
        • ProfileOptionBuilder
        • Profiler
        • advise
        • profile
        • write_op_log
      • python_io
        • Overview
      • quantization
        • Overview
      • queue
        • Overview
      • ragged
        • Overview
        • RaggedTensorValue
        • constant_value
        • placeholder
      • random
        • Overview
        • stateless_multinomial
        • experimental
          • Overview
      • raw_ops
        • Overview
      • resource_loader
        • Overview
        • get_data_files_path
        • get_path_to_datafile
        • get_root_dir_with_all_resources
        • load_resource
        • readahead_file_path
      • saved_model
        • Overview
        • Builder
        • build_signature_def
        • build_tensor_info
        • classification_signature_def
        • contains_saved_model
        • get_tensor_from_tensor_info
        • is_valid_signature
        • load
        • main_op_with_restore
        • predict_signature_def
        • regression_signature_def
        • simple_save
        • builder
          • Overview
        • constants
          • Overview
        • experimental
          • Overview
        • loader
          • Overview
        • main_op
          • Overview
          • main_op
        • signature_constants
          • Overview
        • signature_def_utils
          • Overview
          • MethodNameUpdater
        • tag_constants
          • Overview
        • utils
          • Overview
      • sets
        • Overview
      • signal
        • Overview
      • sparse
        • Overview
      • spectral
        • Overview
      • strings
        • Overview
        • length
        • split
        • substr
      • summary
        • Overview
        • FileWriter
        • FileWriterCache
        • SummaryDescription
        • TaggedRunMetadata
        • all_v2_summary_ops
        • audio
        • get_summary_description
        • histogram
        • image
        • initialize
        • merge
        • merge_all
        • scalar
        • tensor_summary
        • text
      • sysconfig
        • Overview
      • test
        • Overview
        • StubOutForTesting
        • assert_equal_graph_def
        • compute_gradient
        • compute_gradient_error
        • get_temp_dir
        • test_src_dir_path
      • tpu
        • Overview
        • CrossShardOptimizer
        • PaddingSpec
        • batch_parallel
        • bfloat16_scope
        • core
        • cross_replica_sum
        • initialize_system
        • outside_compilation
        • replicate
        • rewrite
        • shard
        • shutdown_system
        • experimental
          • Overview
          • AdagradParameters
          • AdamParameters
          • FtrlParameters
          • StochasticGradientDescentParameters
          • embedding_column
          • shared_embedding_columns
          • embedding
            • Overview
      • train
        • Overview
        • AdadeltaOptimizer
        • AdagradDAOptimizer
        • AdagradOptimizer
        • AdamOptimizer
        • Checkpoint
        • ChiefSessionCreator
        • FtrlOptimizer
        • GradientDescentOptimizer
        • LooperThread
        • MomentumOptimizer
        • MonitoredSession
        • MonitoredSession.StepContext
        • MonitoredTrainingSession
        • NewCheckpointReader
        • Optimizer
        • ProximalAdagradOptimizer
        • ProximalGradientDescentOptimizer
        • QueueRunner
        • RMSPropOptimizer
        • Saver
        • SaverDef
        • Scaffold
        • SessionCreator
        • SessionManager
        • SingularMonitoredSession
        • Supervisor
        • SyncReplicasOptimizer
        • WorkerSessionCreator
        • add_queue_runner
        • assert_global_step
        • basic_train_loop
        • batch
        • batch_join
        • checkpoint_exists
        • cosine_decay
        • cosine_decay_restarts
        • create_global_step
        • do_quantize_training_on_graphdef
        • exponential_decay
        • export_meta_graph
        • generate_checkpoint_state_proto
        • get_checkpoint_mtimes
        • get_global_step
        • get_or_create_global_step
        • global_step
        • import_meta_graph
        • init_from_checkpoint
        • input_producer
        • inverse_time_decay
        • limit_epochs
        • linear_cosine_decay
        • maybe_batch
        • maybe_batch_join
        • maybe_shuffle_batch
        • maybe_shuffle_batch_join
        • natural_exp_decay
        • noisy_linear_cosine_decay
        • piecewise_constant
        • polynomial_decay
        • range_input_producer
        • remove_checkpoint
        • replica_device_setter
        • sdca_fprint
        • sdca_optimizer
        • sdca_shrink_l1
        • shuffle_batch
        • shuffle_batch_join
        • slice_input_producer
        • start_queue_runners
        • string_input_producer
        • summary_iterator
        • update_checkpoint_state
        • warm_start
        • experimental
          • Overview
        • queue_runner
          • Overview
      • types
        • Overview
        • experimental
          • Overview
      • user_ops
        • Overview
        • my_fact
      • version
        • Overview
      • xla
        • Overview
        • experimental
          • Overview
  • tf.config
    • Overview
    • LogicalDevice
    • LogicalDeviceConfiguration
    • PhysicalDevice
    • experimental_connect_to_cluster
    • experimental_connect_to_host
    • experimental_functions_run_eagerly
    • experimental_run_functions_eagerly
    • functions_run_eagerly
    • get_logical_device_configuration
    • get_soft_device_placement
    • get_visible_devices
    • list_logical_devices
    • list_physical_devices
    • run_functions_eagerly
    • set_logical_device_configuration
    • set_soft_device_placement
    • set_visible_devices
    • experimental
      • Overview
      • ClusterDeviceFilters
      • disable_mlir_bridge
      • disable_mlir_graph_optimization
      • enable_mlir_bridge
      • enable_mlir_graph_optimization
      • enable_op_determinism
      • enable_tensor_float_32_execution
      • get_device_details
      • get_device_policy
      • get_memory_growth
      • get_memory_info
      • get_memory_usage
      • get_synchronous_execution
      • reset_memory_stats
      • set_device_policy
      • set_memory_growth
      • set_synchronous_execution
      • tensor_float_32_execution_enabled
    • optimizer
      • Overview
      • get_experimental_options
      • get_jit
      • set_experimental_options
      • set_jit
    • threading
      • Overview
      • get_inter_op_parallelism_threads
      • get_intra_op_parallelism_threads
      • set_inter_op_parallelism_threads
      • set_intra_op_parallelism_threads
  • tf.data
    • Overview
    • Dataset
    • DatasetSpec
    • FixedLengthRecordDataset
    • Iterator
    • IteratorSpec
    • Options
    • TFRecordDataset
    • TextLineDataset
    • ThreadingOptions
    • experimental
      • Overview
      • AutoShardPolicy
      • AutotuneAlgorithm
      • AutotuneOptions
      • CheckpointInputPipelineHook
      • Counter
      • CsvDataset
      • DatasetInitializer
      • DistributeOptions
      • ExternalStatePolicy
      • OptimizationOptions
      • RandomDataset
      • Reducer
      • SqlDataset
      • TFRecordWriter
      • assert_cardinality
      • bucket_by_sequence_length
      • cardinality
      • choose_from_datasets
      • copy_to_device
      • dense_to_ragged_batch
      • dense_to_sparse_batch
      • enable_debug_mode
      • enumerate_dataset
      • from_variant
      • get_next_as_optional
      • get_single_element
      • get_structure
      • group_by_reducer
      • group_by_window
      • ignore_errors
      • index_table_from_dataset
      • load
      • make_batched_features_dataset
      • make_csv_dataset
      • make_saveable_from_iterator
      • map_and_batch
      • parallel_interleave
      • parse_example_dataset
      • prefetch_to_device
      • rejection_resample
      • sample_from_datasets
      • save
      • scan
      • shuffle_and_repeat
      • snapshot
      • table_from_dataset
      • take_while
      • to_variant
      • unbatch
      • unique
      • service
        • Overview
        • DispatchServer
        • DispatcherConfig
        • ShardingPolicy
        • WorkerConfig
        • WorkerServer
        • distribute
        • from_dataset_id
        • register_dataset
  • tf.debugging
    • Overview
    • Assert
    • assert_all_finite
    • assert_equal
    • assert_greater
    • assert_greater_equal
    • assert_integer
    • assert_less
    • assert_less_equal
    • assert_near
    • assert_negative
    • assert_non_negative
    • assert_non_positive
    • assert_none_equal
    • assert_positive
    • assert_proper_iterable
    • assert_rank
    • assert_rank_at_least
    • assert_rank_in
    • assert_same_float_dtype
    • assert_scalar
    • assert_shapes
    • assert_type
    • check_numerics
    • disable_check_numerics
    • disable_traceback_filtering
    • enable_check_numerics
    • enable_traceback_filtering
    • get_log_device_placement
    • is_numeric_tensor
    • is_traceback_filtering_enabled
    • set_log_device_placement
    • experimental
      • Overview
      • disable_dump_debug_info
      • enable_dump_debug_info
  • tf.distribute
    • Overview
    • CrossDeviceOps
    • DistributedDataset
    • DistributedIterator
    • DistributedValues
    • HierarchicalCopyAllReduce
    • InputContext
    • InputOptions
    • InputReplicationMode
    • MirroredStrategy
    • MultiWorkerMirroredStrategy
    • NcclAllReduce
    • OneDeviceStrategy
    • ReduceOp
    • ReductionToOneDevice
    • ReplicaContext
    • RunOptions
    • Server
    • Strategy
    • StrategyExtended
    • TPUStrategy
    • experimental_set_strategy
    • get_replica_context
    • get_strategy
    • has_strategy
    • in_cross_replica_context
    • cluster_resolver
      • Overview
      • ClusterResolver
      • GCEClusterResolver
      • KubernetesClusterResolver
      • SimpleClusterResolver
      • SlurmClusterResolver
      • TFConfigClusterResolver
      • TPUClusterResolver
      • UnionResolver
    • coordinator
      • Overview
    • experimental
      • Overview
      • CentralStorageStrategy
      • CollectiveHints
      • CommunicationImplementation
      • CommunicationOptions
      • MultiWorkerMirroredStrategy
      • ParameterServerStrategy
      • TPUStrategy
      • ValueContext
      • coordinator
        • Overview
        • ClusterCoordinator
        • PerWorkerValues
        • RemoteValue
      • partitioners
        • Overview
        • FixedShardsPartitioner
        • MaxSizePartitioner
        • MinSizePartitioner
        • Partitioner
      • rpc
        • Overview
        • Client
        • Server
  • tf.dtypes
    • Overview
    • DType
    • as_dtype
    • complex
    • saturate_cast
  • tf.errors
    • Overview
    • AbortedError
    • AlreadyExistsError
    • CancelledError
    • DataLossError
    • DeadlineExceededError
    • FailedPreconditionError
    • InternalError
    • InvalidArgumentError
    • NotFoundError
    • OpError
    • OperatorNotAllowedInGraphError
    • OutOfRangeError
    • PermissionDeniedError
    • ResourceExhaustedError
    • UnauthenticatedError
    • UnavailableError
    • UnimplementedError
    • UnknownError
  • tf.estimator
    • Overview
    • BaselineClassifier
    • BaselineEstimator
    • BaselineRegressor
    • BestExporter
    • BinaryClassHead
    • BoostedTreesClassifier
    • BoostedTreesEstimator
    • BoostedTreesRegressor
    • CheckpointSaverHook
    • CheckpointSaverListener
    • DNNClassifier
    • DNNEstimator
    • DNNLinearCombinedClassifier
    • DNNLinearCombinedEstimator
    • DNNLinearCombinedRegressor
    • DNNRegressor
    • Estimator
    • EstimatorSpec
    • EvalSpec
    • Exporter
    • FeedFnHook
    • FinalExporter
    • FinalOpsHook
    • GlobalStepWaiterHook
    • Head
    • LatestExporter
    • LinearClassifier
    • LinearEstimator
    • LinearRegressor
    • LoggingTensorHook
    • LogisticRegressionHead
    • ModeKeys
    • MultiClassHead
    • MultiHead
    • MultiLabelHead
    • NanLossDuringTrainingError
    • NanTensorHook
    • PoissonRegressionHead
    • ProfilerHook
    • RegressionHead
    • RunConfig
    • SecondOrStepTimer
    • SessionRunArgs
    • SessionRunContext
    • SessionRunHook
    • SessionRunValues
    • StepCounterHook
    • StopAtStepHook
    • SummarySaverHook
    • TrainSpec
    • VocabInfo
    • WarmStartSettings
    • add_metrics
    • classifier_parse_example_spec
    • regressor_parse_example_spec
    • train_and_evaluate
    • experimental
      • Overview
      • InMemoryEvaluatorHook
      • LinearSDCA
      • RNNClassifier
      • RNNEstimator
      • build_raw_supervised_input_receiver_fn
      • call_logit_fn
      • make_early_stopping_hook
      • make_stop_at_checkpoint_step_hook
      • stop_if_higher_hook
      • stop_if_lower_hook
      • stop_if_no_decrease_hook
      • stop_if_no_increase_hook
    • export
      • Overview
      • ClassificationOutput
      • EvalOutput
      • ExportOutput
      • PredictOutput
      • RegressionOutput
      • ServingInputReceiver
      • TensorServingInputReceiver
      • build_parsing_serving_input_receiver_fn
      • build_raw_serving_input_receiver_fn
  • tf.experimental
    • Overview
    • BatchableExtensionType
    • DynamicRaggedShape
    • DynamicRaggedShape.Spec
    • ExtensionType
    • ExtensionTypeBatchEncoder
    • Optional
    • RowPartition
    • async_clear_error
    • async_scope
    • dispatch_for_api
    • dispatch_for_binary_elementwise_apis
    • dispatch_for_unary_elementwise_apis
    • function_executor_type
    • register_filesystem_plugin
    • unregister_dispatch_for
    • dlpack
      • Overview
      • from_dlpack
      • to_dlpack
    • dtensor
      • Overview
      • DTensorCheckpoint
      • DVariable
      • Layout
      • Mesh
      • call_with_layout
      • check_layout
      • client_id
      • copy_to_mesh
      • create_distributed_mesh
      • create_mesh
      • create_tpu_mesh
      • device_name
      • enable_save_as_bf16
      • fetch_layout
      • full_job_name
      • heartbeat_enabled
      • initialize_tpu_system
      • job_name
      • jobs
      • local_devices
      • name_based_restore
      • name_based_save
      • num_clients
      • num_global_devices
      • num_local_devices
      • pack
      • relayout
      • run_on
      • sharded_save
      • shutdown_tpu_system
      • unpack
    • numpy
      • Overview
      • abs
      • absolute
      • add
      • all
      • allclose
      • amax
      • amin
      • angle
      • any
      • append
      • arange
      • arccos
      • arccosh
      • arcsin
      • arcsinh
      • arctan
      • arctan2
      • arctanh
      • argmax
      • argmin
      • argsort
      • around
      • array
      • array_equal
      • asanyarray
      • asarray
      • ascontiguousarray
      • atleast_1d
      • atleast_2d
      • atleast_3d
      • average
      • bitwise_and
      • bitwise_not
      • bitwise_or
      • bitwise_xor
      • bool_
      • broadcast_arrays
      • broadcast_to
      • cbrt
      • ceil
      • clip
      • complex128
      • complex64
      • compress
      • concatenate
      • conj
      • conjugate
      • copy
      • cos
      • cosh
      • count_nonzero
      • cross
      • cumprod
      • cumsum
      • deg2rad
      • diag
      • diag_indices
      • diagflat
      • diagonal
      • diff
      • divide
      • divmod
      • dot
      • dsplit
      • dstack
      • einsum
      • empty
      • empty_like
      • equal
      • exp
      • exp2
      • expand_dims
      • experimental_enable_numpy_behavior
      • expm1
      • eye
      • fabs
      • finfo
      • fix
      • flip
      • fliplr
      • flipud
      • float16
      • float32
      • float64
      • float_power
      • floor
      • floor_divide
      • full
      • full_like
      • gcd
      • geomspace
      • greater
      • greater_equal
      • heaviside
      • hsplit
      • hstack
      • hypot
      • identity
      • iinfo
      • imag
      • inexact
      • inner
      • int16
      • int32
      • int64
      • int8
      • isclose
      • iscomplex
      • iscomplexobj
      • isfinite
      • isinf
      • isnan
      • isneginf
      • isposinf
      • isreal
      • isrealobj
      • isscalar
      • issubdtype
      • ix_
      • kron
      • lcm
      • less
      • less_equal
      • linspace
      • log
      • log10
      • log1p
      • log2
      • logaddexp
      • logaddexp2
      • logical_and
      • logical_not
      • logical_or
      • logical_xor
      • logspace
      • matmul
      • max
      • maximum
      • mean
      • meshgrid
      • min
      • minimum
      • mod
      • moveaxis
      • multiply
      • nanmean
      • nanprod
      • nansum
      • ndim
      • negative
      • nextafter
      • nonzero
      • not_equal
      • object_
      • ones
      • ones_like
      • outer
      • pad
      • polyval
      • positive
      • power
      • prod
      • promote_types
      • ptp
      • rad2deg
      • ravel
      • real
      • reciprocal
      • remainder
      • repeat
      • reshape
      • result_type
      • roll
      • rot90
      • round
      • select
      • shape
      • sign
      • signbit
      • sin
      • sinc
      • sinh
      • size
      • sort
      • split
      • sqrt
      • square
      • squeeze
      • stack
      • std
      • string_
      • subtract
      • sum
      • swapaxes
      • take
      • take_along_axis
      • tan
      • tanh
      • tensordot
      • tile
      • trace
      • transpose
      • tri
      • tril
      • triu
      • true_divide
      • uint16
      • uint32
      • uint64
      • uint8
      • unicode_
      • vander
      • var
      • vdot
      • vsplit
      • vstack
      • where
      • zeros
      • zeros_like
      • random
        • Overview
        • poisson
        • rand
        • randint
        • randn
        • random
        • seed
        • standard_normal
        • uniform
    • tensorrt
      • Overview
      • ConversionParams
      • Converter
  • tf.feature_column
    • Overview
    • bucketized_column
    • categorical_column_with_hash_bucket
    • categorical_column_with_identity
    • categorical_column_with_vocabulary_file
    • categorical_column_with_vocabulary_list
    • crossed_column
    • embedding_column
    • indicator_column
    • make_parse_example_spec
    • numeric_column
    • sequence_categorical_column_with_hash_bucket
    • sequence_categorical_column_with_identity
    • sequence_categorical_column_with_vocabulary_file
    • sequence_categorical_column_with_vocabulary_list
    • sequence_numeric_column
    • shared_embeddings
    • weighted_categorical_column
  • tf.graph_util
    • Overview
    • import_graph_def
  • tf.image
    • Overview
    • ResizeMethod
    • adjust_brightness
    • adjust_contrast
    • adjust_gamma
    • adjust_hue
    • adjust_jpeg_quality
    • adjust_saturation
    • central_crop
    • combined_non_max_suppression
    • convert_image_dtype
    • crop_and_resize
    • crop_to_bounding_box
    • draw_bounding_boxes
    • extract_glimpse
    • extract_patches
    • flip_left_right
    • flip_up_down
    • generate_bounding_box_proposals
    • grayscale_to_rgb
    • hsv_to_rgb
    • image_gradients
    • non_max_suppression
    • non_max_suppression_overlaps
    • non_max_suppression_padded
    • non_max_suppression_with_scores
    • pad_to_bounding_box
    • per_image_standardization
    • psnr
    • random_brightness
    • random_contrast
    • random_crop
    • random_flip_left_right
    • random_flip_up_down
    • random_hue
    • random_jpeg_quality
    • random_saturation
    • resize
    • resize_with_crop_or_pad
    • resize_with_pad
    • rgb_to_grayscale
    • rgb_to_hsv
    • rgb_to_yiq
    • rgb_to_yuv
    • rot90
    • sample_distorted_bounding_box
    • sobel_edges
    • ssim
    • ssim_multiscale
    • stateless_random_brightness
    • stateless_random_contrast
    • stateless_random_crop
    • stateless_random_flip_left_right
    • stateless_random_flip_up_down
    • stateless_random_hue
    • stateless_random_jpeg_quality
    • stateless_random_saturation
    • stateless_sample_distorted_bounding_box
    • total_variation
    • transpose
    • yiq_to_rgb
    • yuv_to_rgb
  • tf.initializers
    • Overview
  • tf.io
    • Overview
    • FixedLenFeature
    • FixedLenSequenceFeature
    • RaggedFeature
    • RaggedFeature.RowLengths
    • RaggedFeature.RowLimits
    • RaggedFeature.RowSplits
    • RaggedFeature.RowStarts
    • RaggedFeature.UniformRowLength
    • RaggedFeature.ValueRowIds
    • SparseFeature
    • TFRecordOptions
    • TFRecordWriter
    • VarLenFeature
    • decode_and_crop_jpeg
    • decode_base64
    • decode_bmp
    • decode_compressed
    • decode_csv
    • decode_gif
    • decode_image
    • decode_jpeg
    • decode_json_example
    • decode_png
    • decode_proto
    • decode_raw
    • deserialize_many_sparse
    • encode_base64
    • encode_jpeg
    • encode_png
    • encode_proto
    • extract_jpeg_shape
    • is_jpeg
    • match_filenames_once
    • matching_files
    • parse_example
    • parse_sequence_example
    • parse_single_example
    • parse_single_sequence_example
    • parse_tensor
    • read_file
    • serialize_many_sparse
    • serialize_sparse
    • serialize_tensor
    • write_file
    • write_graph
    • gfile
      • Overview
      • GFile
      • copy
      • exists
      • get_registered_schemes
      • glob
      • isdir
      • join
      • listdir
      • makedirs
      • mkdir
      • remove
      • rename
      • rmtree
      • stat
      • walk
  • tf.keras
    • Overview
    • Input
    • Model
    • Sequential
    • activations
      • Overview
      • deserialize
      • elu
      • exponential
      • gelu
      • get
      • hard_sigmoid
      • linear
      • relu
      • selu
      • serialize
      • sigmoid
      • softmax
      • softplus
      • softsign
      • swish
      • tanh
    • applications
      • Overview
      • MobileNetV3Large
      • MobileNetV3Small
      • convnext
        • Overview
        • ConvNeXtBase
        • ConvNeXtLarge
        • ConvNeXtSmall
        • ConvNeXtTiny
        • ConvNeXtXLarge
        • decode_predictions
        • preprocess_input
      • densenet
        • Overview
        • DenseNet121
        • DenseNet169
        • DenseNet201
        • decode_predictions
        • preprocess_input
      • efficientnet
        • Overview
        • EfficientNetB0
        • EfficientNetB1
        • EfficientNetB2
        • EfficientNetB3
        • EfficientNetB4
        • EfficientNetB5
        • EfficientNetB6
        • EfficientNetB7
        • decode_predictions
        • preprocess_input
      • efficientnet_v2
        • Overview
        • EfficientNetV2B0
        • EfficientNetV2B1
        • EfficientNetV2B2
        • EfficientNetV2B3
        • EfficientNetV2L
        • EfficientNetV2M
        • EfficientNetV2S
        • decode_predictions
        • preprocess_input
      • imagenet_utils
        • Overview
        • decode_predictions
        • preprocess_input
      • inception_resnet_v2
        • Overview
        • InceptionResNetV2
        • decode_predictions
        • preprocess_input
      • inception_v3
        • Overview
        • InceptionV3
        • decode_predictions
        • preprocess_input
      • mobilenet
        • Overview
        • MobileNet
        • decode_predictions
        • preprocess_input
      • mobilenet_v2
        • Overview
        • MobileNetV2
        • decode_predictions
        • preprocess_input
      • mobilenet_v3
        • Overview
        • decode_predictions
        • preprocess_input
      • nasnet
        • Overview
        • NASNetLarge
        • NASNetMobile
        • decode_predictions
        • preprocess_input
      • regnet
        • Overview
        • RegNetX002
        • RegNetX004
        • RegNetX006
        • RegNetX008
        • RegNetX016
        • RegNetX032
        • RegNetX040
        • RegNetX064
        • RegNetX080
        • RegNetX120
        • RegNetX160
        • RegNetX320
        • RegNetY002
        • RegNetY004
        • RegNetY006
        • RegNetY008
        • RegNetY016
        • RegNetY032
        • RegNetY040
        • RegNetY064
        • RegNetY080
        • RegNetY120
        • RegNetY160
        • RegNetY320
        • decode_predictions
        • preprocess_input
      • resnet
        • Overview
        • ResNet101
        • ResNet152
      • resnet50
        • Overview
        • ResNet50
        • decode_predictions
        • preprocess_input
      • resnet_rs
        • Overview
        • ResNetRS101
        • ResNetRS152
        • ResNetRS200
        • ResNetRS270
        • ResNetRS350
        • ResNetRS420
        • ResNetRS50
        • decode_predictions
        • preprocess_input
      • resnet_v2
        • Overview
        • ResNet101V2
        • ResNet152V2
        • ResNet50V2
        • decode_predictions
        • preprocess_input
      • vgg16
        • Overview
        • VGG16
        • decode_predictions
        • preprocess_input
      • vgg19
        • Overview
        • VGG19
        • decode_predictions
        • preprocess_input
      • xception
        • Overview
        • Xception
        • decode_predictions
        • preprocess_input
    • backend
      • Overview
      • clear_session
      • epsilon
      • floatx
      • get_uid
      • image_data_format
      • is_keras_tensor
      • reset_uids
      • rnn
      • set_epsilon
      • set_floatx
      • set_image_data_format
      • experimental
        • Overview
        • disable_tf_random_generator
        • enable_tf_random_generator
        • is_tf_random_generator_enabled
    • callbacks
      • Overview
      • BackupAndRestore
      • BaseLogger
      • CSVLogger
      • Callback
      • CallbackList
      • EarlyStopping
      • History
      • LambdaCallback
      • LearningRateScheduler
      • ModelCheckpoint
      • ProgbarLogger
      • ReduceLROnPlateau
      • RemoteMonitor
      • TensorBoard
      • TerminateOnNaN
      • experimental
        • Overview
        • BackupAndRestore
    • constraints
      • Overview
      • Constraint
      • MaxNorm
      • MinMaxNorm
      • NonNeg
      • RadialConstraint
      • UnitNorm
      • deserialize
      • get
      • serialize
    • datasets
      • Overview
      • boston_housing
        • Overview
        • load_data
      • cifar10
        • Overview
        • load_data
      • cifar100
        • Overview
        • load_data
      • fashion_mnist
        • Overview
        • load_data
      • imdb
        • Overview
        • get_word_index
        • load_data
      • mnist
        • Overview
        • load_data
      • reuters
        • Overview
        • get_word_index
        • load_data
    • dtensor
      • Overview
      • experimental
        • Overview
        • LayoutMap
        • layout_map_scope
        • optimizers
          • Overview
          • Adadelta
          • Adagrad
          • Adam
          • RMSprop
          • SGD
    • estimator
      • Overview
      • model_to_estimator
    • experimental
      • Overview
      • LinearModel
      • PeepholeLSTMCell
      • SequenceFeatures
      • SidecarEvaluator
      • WideDeepModel
    • initializers
      • Overview
      • Constant
      • GlorotNormal
      • GlorotUniform
      • HeNormal
      • HeUniform
      • Identity
      • Initializer
      • LecunNormal
      • LecunUniform
      • Ones
      • Orthogonal
      • RandomNormal
      • RandomUniform
      • TruncatedNormal
      • VarianceScaling
      • Zeros
      • deserialize
      • get
      • serialize
    • layers
      • Overview
      • AbstractRNNCell
      • Activation
      • ActivityRegularization
      • Add
      • AdditiveAttention
      • AlphaDropout
      • Attention
      • Average
      • AveragePooling1D
      • AveragePooling2D
      • AveragePooling3D
      • BatchNormalization
      • Bidirectional
      • CategoryEncoding
      • CenterCrop
      • Concatenate
      • Conv1D
      • Conv1DTranspose
      • Conv2D
      • Conv2DTranspose
      • Conv3D
      • Conv3DTranspose
      • ConvLSTM1D
      • ConvLSTM2D
      • ConvLSTM3D
      • Cropping1D
      • Cropping2D
      • Cropping3D
      • Dense
      • DenseFeatures
      • DepthwiseConv1D
      • DepthwiseConv2D
      • Discretization
      • Dot
      • Dropout
      • ELU
      • EinsumDense
      • Embedding
      • Flatten
      • GRU
      • GRUCell
      • GaussianDropout
      • GaussianNoise
      • GlobalAveragePooling1D
      • GlobalAveragePooling2D
      • GlobalAveragePooling3D
      • GlobalMaxPool1D
      • GlobalMaxPool2D
      • GlobalMaxPool3D
      • Hashing
      • InputLayer
      • InputSpec
      • IntegerLookup
      • LSTM
      • LSTMCell
      • Lambda
      • Layer
      • LayerNormalization
      • LeakyReLU
      • LocallyConnected1D
      • LocallyConnected2D
      • Masking
      • MaxPool1D
      • MaxPool2D
      • MaxPool3D
      • Maximum
      • Minimum
      • MultiHeadAttention
      • Multiply
      • Normalization
      • PReLU
      • Permute
      • RNN
      • RandomBrightness
      • RandomContrast
      • RandomCrop
      • RandomFlip
      • RandomHeight
      • RandomRotation
      • RandomTranslation
      • RandomWidth
      • RandomZoom
      • ReLU
      • RepeatVector
      • Rescaling
      • Reshape
      • Resizing
      • SeparableConv1D
      • SeparableConv2D
      • SimpleRNN
      • SimpleRNNCell
      • Softmax
      • SpatialDropout1D
      • SpatialDropout2D
      • SpatialDropout3D
      • StackedRNNCells
      • StringLookup
      • Subtract
      • TextVectorization
      • ThresholdedReLU
      • TimeDistributed
      • UnitNormalization
      • UpSampling1D
      • UpSampling2D
      • UpSampling3D
      • Wrapper
      • ZeroPadding1D
      • ZeroPadding2D
      • ZeroPadding3D
      • add
      • average
      • concatenate
      • deserialize
      • dot
      • maximum
      • minimum
      • multiply
      • serialize
      • subtract
      • experimental
        • Overview
        • EinsumDense
        • RandomFourierFeatures
        • SyncBatchNormalization
        • preprocessing
          • Overview
          • HashedCrossing
          • PreprocessingLayer
    • losses
      • Overview
      • BinaryCrossentropy
      • BinaryFocalCrossentropy
      • CategoricalCrossentropy
      • CategoricalHinge
      • CosineSimilarity
      • Hinge
      • Huber
      • KLDivergence
      • LogCosh
      • Loss
      • MeanAbsoluteError
      • MeanAbsolutePercentageError
      • MeanSquaredError
      • MeanSquaredLogarithmicError
      • Poisson
      • Reduction
      • SparseCategoricalCrossentropy
      • SquaredHinge
      • categorical_hinge
      • cosine_similarity
      • deserialize
      • get
      • huber
      • log_cosh
      • serialize
    • metrics
      • Overview
      • AUC
      • Accuracy
      • BinaryAccuracy
      • BinaryCrossentropy
      • BinaryIoU
      • CategoricalAccuracy
      • CategoricalCrossentropy
      • CategoricalHinge
      • CosineSimilarity
      • FalseNegatives
      • FalsePositives
      • Hinge
      • IoU
      • KLDivergence
      • LogCoshError
      • Mean
      • MeanAbsoluteError
      • MeanAbsolutePercentageError
      • MeanIoU
      • MeanMetricWrapper
      • MeanRelativeError
      • MeanSquaredError
      • MeanSquaredLogarithmicError
      • MeanTensor
      • Metric
      • OneHotIoU
      • OneHotMeanIoU
      • Poisson
      • Precision
      • PrecisionAtRecall
      • Recall
      • RecallAtPrecision
      • RootMeanSquaredError
      • SensitivityAtSpecificity
      • SparseCategoricalAccuracy
      • SparseCategoricalCrossentropy
      • SparseTopKCategoricalAccuracy
      • SpecificityAtSensitivity
      • SquaredHinge
      • Sum
      • TopKCategoricalAccuracy
      • TrueNegatives
      • TruePositives
      • binary_accuracy
      • binary_crossentropy
      • binary_focal_crossentropy
      • categorical_accuracy
      • categorical_crossentropy
      • deserialize
      • get
      • hinge
      • kl_divergence
      • mean_absolute_error
      • mean_absolute_percentage_error
      • mean_squared_error
      • mean_squared_logarithmic_error
      • poisson
      • serialize
      • sparse_categorical_accuracy
      • sparse_categorical_crossentropy
      • sparse_top_k_categorical_accuracy
      • squared_hinge
      • top_k_categorical_accuracy
    • mixed_precision
      • Overview
      • LossScaleOptimizer
      • Policy
      • global_policy
      • set_global_policy
      • experimental
        • Overview
        • LossScaleOptimizer
        • Policy
        • get_layer_policy
    • models
      • Overview
      • clone_model
      • load_model
      • model_from_config
      • model_from_json
      • model_from_yaml
      • save_model
      • experimental
        • Overview
        • SharpnessAwareMinimization
    • optimizers
      • Overview
      • Adadelta
      • Adagrad
      • Adam
      • Adamax
      • Ftrl
      • Nadam
      • Optimizer
      • RMSprop
      • SGD
      • deserialize
      • get
      • serialize
      • experimental
        • Overview
        • Adadelta
        • Adagrad
        • Adam
        • AdamW
        • Adamax
        • Ftrl
        • Nadam
        • Optimizer
        • RMSprop
        • SGD
      • legacy
        • Overview
        • Adadelta
        • Adagrad
        • Adam
        • Adamax
        • Ftrl
        • Nadam
        • Optimizer
        • RMSprop
        • SGD
      • schedules
        • Overview
        • CosineDecay
        • CosineDecayRestarts
        • ExponentialDecay
        • InverseTimeDecay
        • LearningRateSchedule
        • PiecewiseConstantDecay
        • PolynomialDecay
        • deserialize
        • serialize
    • preprocessing
      • Overview
      • image
        • Overview
        • DirectoryIterator
        • ImageDataGenerator
        • Iterator
        • NumpyArrayIterator
        • apply_affine_transform
        • apply_brightness_shift
        • apply_channel_shift
        • random_brightness
        • random_channel_shift
        • random_rotation
        • random_shear
        • random_shift
        • random_zoom
        • smart_resize
      • sequence
        • Overview
        • TimeseriesGenerator
        • make_sampling_table
        • pad_sequences
        • skipgrams
      • text
        • Overview
        • Tokenizer
        • hashing_trick
        • one_hot
        • text_to_word_sequence
        • tokenizer_from_json
    • regularizers
      • Overview
      • L1
      • L1L2
      • L2
      • OrthogonalRegularizer
      • Regularizer
      • deserialize
      • get
      • l1_l2
      • serialize
    • utils
      • Overview
      • GeneratorEnqueuer
      • OrderedEnqueuer
      • Progbar
      • Sequence
      • SequenceEnqueuer
      • SidecarEvaluator
      • array_to_img
      • audio_dataset_from_directory
      • custom_object_scope
      • deserialize_keras_object
      • disable_interactive_logging
      • enable_interactive_logging
      • get_custom_objects
      • get_file
      • get_registered_name
      • get_registered_object
      • get_source_inputs
      • image_dataset_from_directory
      • img_to_array
      • is_interactive_logging_enabled
      • load_img
      • model_to_dot
      • normalize
      • pack_x_y_sample_weight
      • pad_sequences
      • plot_model
      • register_keras_serializable
      • save_img
      • serialize_keras_object
      • set_random_seed
      • split_dataset
      • text_dataset_from_directory
      • timeseries_dataset_from_array
      • to_categorical
      • unpack_x_y_sample_weight
      • experimental
        • Overview
        • DatasetCreator
    • wrappers
      • Overview
      • scikit_learn
        • Overview
  • tf.linalg
    • Overview
    • LinearOperator
    • LinearOperatorAdjoint
    • LinearOperatorBlockDiag
    • LinearOperatorBlockLowerTriangular
    • LinearOperatorCirculant
    • LinearOperatorCirculant2D
    • LinearOperatorCirculant3D
    • LinearOperatorComposition
    • LinearOperatorDiag
    • LinearOperatorFullMatrix
    • LinearOperatorHouseholder
    • LinearOperatorIdentity
    • LinearOperatorInversion
    • LinearOperatorKronecker
    • LinearOperatorLowRankUpdate
    • LinearOperatorLowerTriangular
    • LinearOperatorPermutation
    • LinearOperatorScaledIdentity
    • LinearOperatorToeplitz
    • LinearOperatorTridiag
    • LinearOperatorZeros
    • adjoint
    • band_part
    • banded_triangular_solve
    • cholesky
    • cholesky_solve
    • cross
    • det
    • diag
    • diag_part
    • eig
    • eigh
    • eigh_tridiagonal
    • eigvals
    • eigvalsh
    • expm
    • global_norm
    • inv
    • logdet
    • logm
    • lstsq
    • lu
    • lu_matrix_inverse
    • lu_reconstruct
    • lu_solve
    • matmul
    • matrix_rank
    • matrix_transpose
    • matvec
    • normalize
    • pinv
    • qr
    • set_diag
    • slogdet
    • solve
    • sqrtm
    • svd
    • tensor_diag
    • tensor_diag_part
    • trace
    • triangular_solve
    • tridiagonal_matmul
    • tridiagonal_solve
    • experimental
      • Overview
      • conjugate_gradient
  • tf.lite
    • Overview
    • Interpreter
    • OpsSet
    • Optimize
    • RepresentativeDataset
    • TFLiteConverter
    • TargetSpec
    • experimental
      • Overview
      • Analyzer
      • OpResolverType
      • QuantizationDebugOptions
      • QuantizationDebugger
      • load_delegate
      • authoring
        • Overview
        • compatible
  • tf.lookup
    • Overview
    • KeyValueTensorInitializer
    • StaticHashTable
    • StaticVocabularyTable
    • TextFileIndex
    • TextFileInitializer
    • experimental
      • Overview
      • DenseHashTable
      • MutableHashTable
  • tf.math
    • Overview
    • abs
    • accumulate_n
    • acos
    • acosh
    • add
    • add_n
    • angle
    • approx_max_k
    • approx_min_k
    • argmax
    • argmin
    • asin
    • asinh
    • atan
    • atan2
    • atanh
    • bessel_i0
    • bessel_i0e
    • bessel_i1
    • bessel_i1e
    • betainc
    • bincount
    • ceil
    • confusion_matrix
    • conj
    • cos
    • cosh
    • count_nonzero
    • cumprod
    • cumsum
    • cumulative_logsumexp
    • digamma
    • divide
    • divide_no_nan
    • equal
    • erf
    • erfc
    • erfcinv
    • erfinv
    • exp
    • expm1
    • floor
    • floordiv
    • floormod
    • greater
    • greater_equal
    • igamma
    • igammac
    • imag
    • in_top_k
    • invert_permutation
    • is_finite
    • is_inf
    • is_nan
    • is_non_decreasing
    • is_strictly_increasing
    • l2_normalize
    • lbeta
    • less
    • less_equal
    • lgamma
    • log
    • log1p
    • log_sigmoid
    • logical_and
    • logical_not
    • logical_or
    • logical_xor
    • maximum
    • minimum
    • multiply
    • multiply_no_nan
    • ndtri
    • negative
    • nextafter
    • not_equal
    • polygamma
    • polyval
    • pow
    • real
    • reciprocal
    • reciprocal_no_nan
    • reduce_all
    • reduce_any
    • reduce_euclidean_norm
    • reduce_logsumexp
    • reduce_max
    • reduce_mean
    • reduce_min
    • reduce_prod
    • reduce_std
    • reduce_sum
    • reduce_variance
    • rint
    • round
    • rsqrt
    • scalar_mul
    • segment_max
    • segment_mean
    • segment_min
    • segment_prod
    • segment_sum
    • sigmoid
    • sign
    • sin
    • sinh
    • sobol_sample
    • softplus
    • sqrt
    • square
    • squared_difference
    • subtract
    • tan
    • tanh
    • top_k
    • truediv
    • unsorted_segment_max
    • unsorted_segment_mean
    • unsorted_segment_min
    • unsorted_segment_prod
    • unsorted_segment_sqrt_n
    • unsorted_segment_sum
    • xdivy
    • xlog1py
    • xlogy
    • zero_fraction
    • zeta
    • special
      • Overview
      • bessel_j0
      • bessel_j1
      • bessel_k0
      • bessel_k0e
      • bessel_k1
      • bessel_k1e
      • bessel_y0
      • bessel_y1
      • dawsn
      • expint
      • fresnel_cos
      • fresnel_sin
      • spence
  • tf.metrics
    • Overview
  • tf.mixed_precision
    • Overview
    • experimental
      • Overview
      • DynamicLossScale
      • FixedLossScale
      • LossScale
  • tf.mlir
    • Overview
    • experimental
      • Overview
      • convert_function
      • convert_graph_def
  • tf.nest
    • Overview
    • assert_same_structure
    • flatten
    • is_nested
    • map_structure
    • pack_sequence_as
  • tf.nn
    • Overview
    • RNNCellDeviceWrapper
    • RNNCellDropoutWrapper
    • RNNCellResidualWrapper
    • atrous_conv2d
    • atrous_conv2d_transpose
    • avg_pool
    • avg_pool1d
    • avg_pool2d
    • avg_pool3d
    • batch_norm_with_global_normalization
    • batch_normalization
    • bias_add
    • collapse_repeated
    • compute_accidental_hits
    • compute_average_loss
    • conv1d
    • conv1d_transpose
    • conv2d
    • conv2d_transpose
    • conv3d
    • conv3d_transpose
    • conv_transpose
    • convolution
    • crelu
    • ctc_beam_search_decoder
    • ctc_greedy_decoder
    • ctc_loss
    • ctc_unique_labels
    • depth_to_space
    • depthwise_conv2d
    • depthwise_conv2d_backprop_filter
    • depthwise_conv2d_backprop_input
    • dilation2d
    • dropout
    • elu
    • embedding_lookup
    • embedding_lookup_sparse
    • erosion2d
    • fractional_avg_pool
    • fractional_max_pool
    • gelu
    • isotonic_regression
    • l2_loss
    • leaky_relu
    • local_response_normalization
    • log_poisson_loss
    • log_softmax
    • max_pool
    • max_pool1d
    • max_pool2d
    • max_pool3d
    • max_pool_with_argmax
    • moments
    • nce_loss
    • normalize_moments
    • pool
    • relu
    • relu6
    • safe_embedding_lookup_sparse
    • sampled_softmax_loss
    • scale_regularization_loss
    • selu
    • separable_conv2d
    • sigmoid_cross_entropy_with_logits
    • silu
    • softmax
    • softmax_cross_entropy_with_logits
    • softsign
    • space_to_depth
    • sparse_softmax_cross_entropy_with_logits
    • sufficient_statistics
    • weighted_cross_entropy_with_logits
    • weighted_moments
    • with_space_to_batch
    • experimental
      • Overview
      • stateless_dropout
  • tf.optimizers
    • Overview
  • tf.profiler
    • Overview
    • experimental
      • Overview
      • Profile
      • ProfilerOptions
      • Trace
      • start
      • stop
      • client
        • Overview
        • monitor
        • trace
      • server
        • Overview
        • start
  • tf.quantization
    • Overview
    • dequantize
    • fake_quant_with_min_max_args
    • fake_quant_with_min_max_args_gradient
    • fake_quant_with_min_max_vars
    • fake_quant_with_min_max_vars_gradient
    • fake_quant_with_min_max_vars_per_channel
    • fake_quant_with_min_max_vars_per_channel_gradient
    • quantize
    • quantize_and_dequantize
    • quantize_and_dequantize_v2
    • quantized_concat
  • tf.queue
    • Overview
    • FIFOQueue
    • PaddingFIFOQueue
    • PriorityQueue
    • QueueBase
    • RandomShuffleQueue
  • tf.ragged
    • Overview
    • boolean_mask
    • constant
    • cross
    • cross_hashed
    • map_flat_values
    • range
    • row_splits_to_segment_ids
    • segment_ids_to_row_splits
    • stack
    • stack_dynamic_partitions
  • tf.random
    • Overview
    • Algorithm
    • Generator
    • all_candidate_sampler
    • categorical
    • create_rng_state
    • fixed_unigram_candidate_sampler
    • gamma
    • get_global_generator
    • learned_unigram_candidate_sampler
    • log_uniform_candidate_sampler
    • normal
    • poisson
    • set_global_generator
    • set_seed
    • shuffle
    • stateless_binomial
    • stateless_categorical
    • stateless_gamma
    • stateless_normal
    • stateless_parameterized_truncated_normal
    • stateless_poisson
    • stateless_truncated_normal
    • stateless_uniform
    • truncated_normal
    • uniform
    • uniform_candidate_sampler
    • experimental
      • Overview
      • index_shuffle
      • stateless_fold_in
      • stateless_split
  • tf.raw_ops
    • Overview
    • Abort
    • Abs
    • AccumulateNV2
    • AccumulatorApplyGradient
    • AccumulatorNumAccumulated
    • AccumulatorSetGlobalStep
    • AccumulatorTakeGradient
    • Acos
    • Acosh
    • Add
    • AddManySparseToTensorsMap
    • AddN
    • AddSparseToTensorsMap
    • AddV2
    • AdjustContrast
    • AdjustContrastv2
    • AdjustHue
    • AdjustSaturation
    • All
    • AllCandidateSampler
    • AllToAll
    • Angle
    • AnonymousHashTable
    • AnonymousIterator
    • AnonymousIteratorV2
    • AnonymousIteratorV3
    • AnonymousMemoryCache
    • AnonymousMultiDeviceIterator
    • AnonymousMultiDeviceIteratorV3
    • AnonymousMutableDenseHashTable
    • AnonymousMutableHashTable
    • AnonymousMutableHashTableOfTensors
    • AnonymousRandomSeedGenerator
    • AnonymousSeedGenerator
    • Any
    • ApplyAdaMax
    • ApplyAdadelta
    • ApplyAdagrad
    • ApplyAdagradDA
    • ApplyAdagradV2
    • ApplyAdam
    • ApplyAddSign
    • ApplyCenteredRMSProp
    • ApplyFtrl
    • ApplyFtrlV2
    • ApplyGradientDescent
    • ApplyMomentum
    • ApplyPowerSign
    • ApplyProximalAdagrad
    • ApplyProximalGradientDescent
    • ApplyRMSProp
    • ApproxTopK
    • ApproximateEqual
    • ArgMax
    • ArgMin
    • AsString
    • Asin
    • Asinh
    • Assert
    • AssertCardinalityDataset
    • AssertNextDataset
    • AssertPrevDataset
    • Assign
    • AssignAdd
    • AssignAddVariableOp
    • AssignSub
    • AssignSubVariableOp
    • AssignVariableOp
    • AssignVariableXlaConcatND
    • Atan
    • Atan2
    • Atanh
    • AudioSpectrogram
    • AudioSummary
    • AudioSummaryV2
    • AutoShardDataset
    • AvgPool
    • AvgPool3D
    • AvgPool3DGrad
    • AvgPoolGrad
    • BandedTriangularSolve
    • Barrier
    • BarrierClose
    • BarrierIncompleteSize
    • BarrierInsertMany
    • BarrierReadySize
    • BarrierTakeMany
    • Batch
    • BatchCholesky
    • BatchCholeskyGrad
    • BatchDataset
    • BatchDatasetV2
    • BatchFFT
    • BatchFFT2D
    • BatchFFT3D
    • BatchFunction
    • BatchIFFT
    • BatchIFFT2D
    • BatchIFFT3D
    • BatchMatMul
    • BatchMatMulV2
    • BatchMatMulV3
    • BatchMatrixBandPart
    • BatchMatrixDeterminant
    • BatchMatrixDiag
    • BatchMatrixDiagPart
    • BatchMatrixInverse
    • BatchMatrixSetDiag
    • BatchMatrixSolve
    • BatchMatrixSolveLs
    • BatchMatrixTriangularSolve
    • BatchNormWithGlobalNormalization
    • BatchNormWithGlobalNormalizationGrad
    • BatchSelfAdjointEig
    • BatchSelfAdjointEigV2
    • BatchSvd
    • BatchToSpace
    • BatchToSpaceND
    • BesselI0
    • BesselI0e
    • BesselI1
    • BesselI1e
    • BesselJ0
    • BesselJ1
    • BesselK0
    • BesselK0e
    • BesselK1
    • BesselK1e
    • BesselY0
    • BesselY1
    • Betainc
    • BiasAdd
    • BiasAddGrad
    • BiasAddV1
    • Bincount
    • Bitcast
    • BitwiseAnd
    • BitwiseOr
    • BitwiseXor
    • BlockLSTM
    • BlockLSTMGrad
    • BlockLSTMGradV2
    • BlockLSTMV2
    • BoostedTreesAggregateStats
    • BoostedTreesBucketize
    • BoostedTreesCalculateBestFeatureSplit
    • BoostedTreesCalculateBestFeatureSplitV2
    • BoostedTreesCalculateBestGainsPerFeature
    • BoostedTreesCenterBias
    • BoostedTreesCreateEnsemble
    • BoostedTreesCreateQuantileStreamResource
    • BoostedTreesDeserializeEnsemble
    • BoostedTreesEnsembleResourceHandleOp
    • BoostedTreesExampleDebugOutputs
    • BoostedTreesFlushQuantileSummaries
    • BoostedTreesGetEnsembleStates
    • BoostedTreesMakeQuantileSummaries
    • BoostedTreesMakeStatsSummary
    • BoostedTreesPredict
    • BoostedTreesQuantileStreamResourceAddSummaries
    • BoostedTreesQuantileStreamResourceDeserialize
    • BoostedTreesQuantileStreamResourceFlush
    • BoostedTreesQuantileStreamResourceGetBucketBoundaries
    • BoostedTreesQuantileStreamResourceHandleOp
    • BoostedTreesSerializeEnsemble
    • BoostedTreesSparseAggregateStats
    • BoostedTreesSparseCalculateBestFeatureSplit
    • BoostedTreesTrainingPredict
    • BoostedTreesUpdateEnsemble
    • BoostedTreesUpdateEnsembleV2
    • BroadcastArgs
    • BroadcastGradientArgs
    • BroadcastTo
    • Bucketize
    • BytesProducedStatsDataset
    • CSRSparseMatrixComponents
    • CSRSparseMatrixToDense
    • CSRSparseMatrixToSparseTensor
    • CSVDataset
    • CSVDatasetV2
    • CTCBeamSearchDecoder
    • CTCGreedyDecoder
    • CTCLoss
    • CTCLossV2
    • CacheDataset
    • CacheDatasetV2
    • Case
    • Cast
    • Ceil
    • CheckNumerics
    • CheckNumericsV2
    • Cholesky
    • CholeskyGrad
    • ChooseFastestBranchDataset
    • ChooseFastestDataset
    • ClipByValue
    • CloseSummaryWriter
    • CollectiveAllToAllV3
    • CollectiveAssignGroupV2
    • CollectiveBcastRecv
    • CollectiveBcastRecvV2
    • CollectiveBcastSend
    • CollectiveBcastSendV2
    • CollectiveGather
    • CollectiveGatherV2
    • CollectiveInitializeCommunicator
    • CollectivePermute
    • CollectiveReduce
    • CollectiveReduceV2
    • CollectiveReduceV3
    • CombinedNonMaxSuppression
    • Complex
    • ComplexAbs
    • CompositeTensorVariantFromComponents
    • CompositeTensorVariantToComponents
    • CompressElement
    • ComputeAccidentalHits
    • ComputeBatchSize
    • Concat
    • ConcatOffset
    • ConcatV2
    • ConcatenateDataset
    • ConditionalAccumulator
    • ConfigureDistributedTPU
    • ConfigureTPUEmbedding
    • Conj
    • ConjugateTranspose
    • Const
    • ConsumeMutexLock
    • ControlTrigger
    • Conv2D
    • Conv2DBackpropFilter
    • Conv2DBackpropInput
    • Conv3D
    • Conv3DBackpropFilter
    • Conv3DBackpropFilterV2
    • Conv3DBackpropInput
    • Conv3DBackpropInputV2
    • Copy
    • CopyHost
    • Cos
    • Cosh
    • CountUpTo
    • CreateSummaryDbWriter
    • CreateSummaryFileWriter
    • CropAndResize
    • CropAndResizeGradBoxes
    • CropAndResizeGradImage
    • Cross
    • CrossReplicaSum
    • CudnnRNN
    • CudnnRNNBackprop
    • CudnnRNNBackpropV2
    • CudnnRNNBackpropV3
    • CudnnRNNCanonicalToParams
    • CudnnRNNCanonicalToParamsV2
    • CudnnRNNParamsSize
    • CudnnRNNParamsToCanonical
    • CudnnRNNParamsToCanonicalV2
    • CudnnRNNV2
    • CudnnRNNV3
    • Cumprod
    • Cumsum
    • CumulativeLogsumexp
    • DataFormatDimMap
    • DataFormatVecPermute
    • DataServiceDataset
    • DataServiceDatasetV2
    • DataServiceDatasetV3
    • DatasetCardinality
    • DatasetFromGraph
    • DatasetToGraph
    • DatasetToGraphV2
    • DatasetToSingleElement
    • DatasetToTFRecord
    • Dawsn
    • DebugGradientIdentity
    • DebugGradientRefIdentity
    • DebugIdentity
    • DebugIdentityV2
    • DebugNanCount
    • DebugNumericSummary
    • DebugNumericSummaryV2
    • DecodeAndCropJpeg
    • DecodeBase64
    • DecodeBmp
    • DecodeCSV
    • DecodeCompressed
    • DecodeGif
    • DecodeImage
    • DecodeJSONExample
    • DecodeJpeg
    • DecodePaddedRaw
    • DecodePng
    • DecodeProtoV2
    • DecodeRaw
    • DecodeWav
    • DeepCopy
    • DeleteIterator
    • DeleteMemoryCache
    • DeleteMultiDeviceIterator
    • DeleteRandomSeedGenerator
    • DeleteSeedGenerator
    • DeleteSessionTensor
    • DenseBincount
    • DenseCountSparseOutput
    • DenseToCSRSparseMatrix
    • DenseToDenseSetOperation
    • DenseToSparseBatchDataset
    • DenseToSparseSetOperation
    • DepthToSpace
    • DepthwiseConv2dNative
    • DepthwiseConv2dNativeBackpropFilter
    • DepthwiseConv2dNativeBackpropInput
    • Dequantize
    • DeserializeIterator
    • DeserializeManySparse
    • DeserializeSparse
    • DestroyResourceOp
    • DestroyTemporaryVariable
    • DeviceIndex
    • Diag
    • DiagPart
    • Digamma
    • Dilation2D
    • Dilation2DBackpropFilter
    • Dilation2DBackpropInput
    • DirectedInterleaveDataset
    • DisableCopyOnRead
    • Div
    • DivNoNan
    • DrawBoundingBoxes
    • DrawBoundingBoxesV2
    • DummyIterationCounter
    • DummyMemoryCache
    • DummySeedGenerator
    • DynamicEnqueueTPUEmbeddingArbitraryTensorBatch
    • DynamicPartition
    • DynamicStitch
    • EagerPyFunc
    • EditDistance
    • Eig
    • Einsum
    • Elu
    • EluGrad
    • Empty
    • EmptyTensorList
    • EncodeBase64
    • EncodeJpeg
    • EncodeJpegVariableQuality
    • EncodePng
    • EncodeProto
    • EncodeWav
    • EnqueueTPUEmbeddingArbitraryTensorBatch
    • EnqueueTPUEmbeddingIntegerBatch
    • EnqueueTPUEmbeddingRaggedTensorBatch
    • EnqueueTPUEmbeddingSparseBatch
    • EnqueueTPUEmbeddingSparseTensorBatch
    • EnsureShape
    • Enter
    • Equal
    • Erf
    • Erfc
    • Erfinv
    • EuclideanNorm
    • Exit
    • Exp
    • ExpandDims
    • ExperimentalAssertNextDataset
    • ExperimentalAutoShardDataset
    • ExperimentalBytesProducedStatsDataset
    • ExperimentalCSVDataset
    • ExperimentalChooseFastestDataset
    • ExperimentalDatasetCardinality
    • ExperimentalDatasetToTFRecord
    • ExperimentalDenseToSparseBatchDataset
    • ExperimentalDirectedInterleaveDataset
    • ExperimentalGroupByReducerDataset
    • ExperimentalGroupByWindowDataset
    • ExperimentalIgnoreErrorsDataset
    • ExperimentalIteratorGetDevice
    • ExperimentalLMDBDataset
    • ExperimentalLatencyStatsDataset
    • ExperimentalMapAndBatchDataset
    • ExperimentalMapDataset
    • ExperimentalMatchingFilesDataset
    • ExperimentalMaxIntraOpParallelismDataset
    • ExperimentalNonSerializableDataset
    • ExperimentalParallelInterleaveDataset
    • ExperimentalParseExampleDataset
    • ExperimentalPrivateThreadPoolDataset
    • ExperimentalRandomDataset
    • ExperimentalRebatchDataset
    • ExperimentalScanDataset
    • ExperimentalSetStatsAggregatorDataset
    • ExperimentalSleepDataset
    • ExperimentalSlidingWindowDataset
    • ExperimentalSqlDataset
    • ExperimentalStatsAggregatorHandle
    • ExperimentalStatsAggregatorSummary
    • ExperimentalTakeWhileDataset
    • ExperimentalThreadPoolDataset
    • ExperimentalThreadPoolHandle
    • ExperimentalUnbatchDataset
    • ExperimentalUniqueDataset
    • Expint
    • Expm1
    • ExtractGlimpse
    • ExtractGlimpseV2
    • ExtractImagePatches
    • ExtractJpegShape
    • ExtractVolumePatches
    • FFT
    • FFT2D
    • FFT3D
    • FIFOQueue
    • FIFOQueueV2
    • Fact
    • FakeParam
    • FakeQuantWithMinMaxArgs
    • FakeQuantWithMinMaxArgsGradient
    • FakeQuantWithMinMaxVars
    • FakeQuantWithMinMaxVarsGradient
    • FakeQuantWithMinMaxVarsPerChannel
    • FakeQuantWithMinMaxVarsPerChannelGradient
    • FakeQueue
    • Fill
    • FilterByLastComponentDataset
    • FilterDataset
    • FinalizeDataset
    • Fingerprint
    • FixedLengthRecordDataset
    • FixedLengthRecordDatasetV2
    • FixedLengthRecordReader
    • FixedLengthRecordReaderV2
    • FixedUnigramCandidateSampler
    • FlatMapDataset
    • Floor
    • FloorDiv
    • FloorMod
    • FlushSummaryWriter
    • For
    • FractionalAvgPool
    • FractionalAvgPoolGrad
    • FractionalMaxPool
    • FractionalMaxPoolGrad
    • FresnelCos
    • FresnelSin
    • FusedBatchNorm
    • FusedBatchNormGrad
    • FusedBatchNormGradV2
    • FusedBatchNormGradV3
    • FusedBatchNormV2
    • FusedBatchNormV3
    • FusedPadConv2D
    • FusedResizeAndPadConv2D
    • GRUBlockCell
    • GRUBlockCellGrad
    • Gather
    • GatherNd
    • GatherV2
    • GenerateBoundingBoxProposals
    • GenerateVocabRemapping
    • GeneratorDataset
    • GetElementAtIndex
    • GetOptions
    • GetSessionHandle
    • GetSessionHandleV2
    • GetSessionTensor
    • Greater
    • GreaterEqual
    • GroupByReducerDataset
    • GroupByWindowDataset
    • GuaranteeConst
    • HSVToRGB
    • HashTable
    • HashTableV2
    • HistogramFixedWidth
    • HistogramSummary
    • IFFT
    • IFFT2D
    • IFFT3D
    • IRFFT
    • IRFFT2D
    • IRFFT3D
    • Identity
    • IdentityN
    • IdentityReader
    • IdentityReaderV2
    • If
    • Igamma
    • IgammaGradA
    • Igammac
    • IgnoreErrorsDataset
    • Imag
    • ImageProjectiveTransformV2
    • ImageProjectiveTransformV3
    • ImageSummary
    • ImmutableConst
    • ImportEvent
    • InTopK
    • InTopKV2
    • InfeedDequeue
    • InfeedDequeueTuple
    • InfeedEnqueue
    • InfeedEnqueuePrelinearizedBuffer
    • InfeedEnqueueTuple
    • InitializeTable
    • InitializeTableFromDataset
    • InitializeTableFromTextFile
    • InitializeTableFromTextFileV2
    • InitializeTableV2
    • InplaceAdd
    • InplaceSub
    • InplaceUpdate
    • InterleaveDataset
    • Inv
    • InvGrad
    • Invert
    • InvertPermutation
    • IsBoostedTreesEnsembleInitialized
    • IsBoostedTreesQuantileStreamResourceInitialized
    • IsFinite
    • IsInf
    • IsNan
    • IsTPUEmbeddingInitialized
    • IsVariableInitialized
    • IsotonicRegression
    • Iterator
    • IteratorFromStringHandle
    • IteratorFromStringHandleV2
    • IteratorGetDevice
    • IteratorGetNext
    • IteratorGetNextAsOptional
    • IteratorGetNextSync
    • IteratorToStringHandle
    • IteratorV2
    • L2Loss
    • LMDBDataset
    • LMDBReader
    • LRN
    • LRNGrad
    • LSTMBlockCell
    • LSTMBlockCellGrad
    • LatencyStatsDataset
    • LeakyRelu
    • LeakyReluGrad
    • LearnedUnigramCandidateSampler
    • LeftShift
    • LegacyParallelInterleaveDatasetV2
    • Less
    • LessEqual
    • Lgamma
    • LinSpace
    • ListDiff
    • LoadAndRemapMatrix
    • LoadDataset
    • LoadTPUEmbeddingADAMParameters
    • LoadTPUEmbeddingAdadeltaParameters
    • LoadTPUEmbeddingAdagradMomentumParameters
    • LoadTPUEmbeddingAdagradParameters
    • LoadTPUEmbeddingCenteredRMSPropParameters
    • LoadTPUEmbeddingFTRLParameters
    • LoadTPUEmbeddingFrequencyEstimatorParameters
    • LoadTPUEmbeddingMDLAdagradLightParameters
    • LoadTPUEmbeddingMomentumParameters
    • LoadTPUEmbeddingProximalAdagradParameters
    • LoadTPUEmbeddingProximalYogiParameters
    • LoadTPUEmbeddingRMSPropParameters
    • LoadTPUEmbeddingStochasticGradientDescentParameters
    • Log
    • Log1p
    • LogMatrixDeterminant
    • LogSoftmax
    • LogUniformCandidateSampler
    • LogicalAnd
    • LogicalNot
    • LogicalOr
    • LookupTableExport
    • LookupTableExportV2
    • LookupTableFind
    • LookupTableFindV2
    • LookupTableImport
    • LookupTableImportV2
    • LookupTableInsert
    • LookupTableInsertV2
    • LookupTableRemoveV2
    • LookupTableSize
    • LookupTableSizeV2
    • LoopCond
    • LowerBound
    • Lu
    • MakeIterator
    • MapAndBatchDataset
    • MapClear
    • MapDataset
    • MapDefun
    • MapIncompleteSize
    • MapPeek
    • MapSize
    • MapStage
    • MapUnstage
    • MapUnstageNoKey
    • MatMul
    • MatchingFiles
    • MatchingFilesDataset
    • MatrixBandPart
    • MatrixDeterminant
    • MatrixDiag
    • MatrixDiagPart
    • MatrixDiagPartV2
    • MatrixDiagPartV3
    • MatrixDiagV2
    • MatrixDiagV3
    • MatrixExponential
    • MatrixInverse
    • MatrixLogarithm
    • MatrixSetDiag
    • MatrixSetDiagV2
    • MatrixSetDiagV3
    • MatrixSolve
    • MatrixSolveLs
    • MatrixSquareRoot
    • MatrixTriangularSolve
    • Max
    • MaxIntraOpParallelismDataset
    • MaxPool
    • MaxPool3D
    • MaxPool3DGrad
    • MaxPool3DGradGrad
    • MaxPoolGrad
    • MaxPoolGradGrad
    • MaxPoolGradGradV2
    • MaxPoolGradGradWithArgmax
    • MaxPoolGradV2
    • MaxPoolGradWithArgmax
    • MaxPoolV2
    • MaxPoolWithArgmax
    • Maximum
    • Mean
    • Merge
    • MergeSummary
    • MergeV2Checkpoints
    • Mfcc
    • Min
    • Minimum
    • MirrorPad
    • MirrorPadGrad
    • Mod
    • ModelDataset
    • Mul
    • MulNoNan
    • MultiDeviceIterator
    • MultiDeviceIteratorFromStringHandle
    • MultiDeviceIteratorGetNextFromShard
    • MultiDeviceIteratorInit
    • MultiDeviceIteratorToStringHandle
    • Multinomial
    • MutableDenseHashTable
    • MutableDenseHashTableV2
    • MutableHashTable
    • MutableHashTableOfTensors
    • MutableHashTableOfTensorsV2
    • MutableHashTableV2
    • MutexLock
    • MutexV2
    • NcclAllReduce
    • NcclBroadcast
    • NcclReduce
    • Ndtri
    • Neg
    • NextAfter
    • NextIteration
    • NoOp
    • NonDeterministicInts
    • NonMaxSuppression
    • NonMaxSuppressionV2
    • NonMaxSuppressionV3
    • NonMaxSuppressionV4
    • NonMaxSuppressionV5
    • NonMaxSuppressionWithOverlaps
    • NonSerializableDataset
    • NotEqual
    • NthElement
    • OneHot
    • OneShotIterator
    • OnesLike
    • OptimizeDataset
    • OptimizeDatasetV2
    • OptionalFromValue
    • OptionalGetValue
    • OptionalHasValue
    • OptionalNone
    • OptionsDataset
    • OrderedMapClear
    • OrderedMapIncompleteSize
    • OrderedMapPeek
    • OrderedMapSize
    • OrderedMapStage
    • OrderedMapUnstage
    • OrderedMapUnstageNoKey
    • OutfeedDequeue
    • OutfeedDequeueTuple
    • OutfeedDequeueTupleV2
    • OutfeedDequeueV2
    • OutfeedEnqueue
    • OutfeedEnqueueTuple
    • Pack
    • Pad
    • PadV2
    • PaddedBatchDataset
    • PaddedBatchDatasetV2
    • PaddingFIFOQueue
    • PaddingFIFOQueueV2
    • ParallelBatchDataset
    • ParallelConcat
    • ParallelDynamicStitch
    • ParallelFilterDataset
    • ParallelInterleaveDataset
    • ParallelInterleaveDatasetV2
    • ParallelInterleaveDatasetV3
    • ParallelInterleaveDatasetV4
    • ParallelMapDataset
    • ParallelMapDatasetV2
    • ParameterizedTruncatedNormal
    • ParseExample
    • ParseExampleDataset
    • ParseExampleDatasetV2
    • ParseExampleV2
    • ParseSequenceExample
    • ParseSequenceExampleV2
    • ParseSingleExample
    • ParseSingleSequenceExample
    • ParseTensor
    • PartitionedCall
    • Placeholder
    • PlaceholderV2
    • PlaceholderWithDefault
    • Polygamma
    • PopulationCount
    • Pow
    • PrefetchDataset
    • Prelinearize
    • PrelinearizeTuple
    • PreventGradient
    • Print
    • PrintV2
    • PriorityQueue
    • PriorityQueueV2
    • PrivateThreadPoolDataset
    • Prod
    • PyFunc
    • PyFuncStateless
    • Qr
    • QuantizeAndDequantize
    • QuantizeAndDequantizeV2
    • QuantizeAndDequantizeV3
    • QuantizeAndDequantizeV4
    • QuantizeAndDequantizeV4Grad
    • QuantizeDownAndShrinkRange
    • QuantizeV2
    • QuantizedAdd
    • QuantizedAvgPool
    • QuantizedBatchNormWithGlobalNormalization
    • QuantizedBiasAdd
    • QuantizedConcat
    • QuantizedConv2D
    • QuantizedConv2DAndRelu
    • QuantizedConv2DAndReluAndRequantize
    • QuantizedConv2DAndRequantize
    • QuantizedConv2DPerChannel
    • QuantizedConv2DWithBias
    • QuantizedConv2DWithBiasAndRelu
    • QuantizedConv2DWithBiasAndReluAndRequantize
    • QuantizedConv2DWithBiasAndRequantize
    • QuantizedConv2DWithBiasSignedSumAndReluAndRequantize
    • QuantizedConv2DWithBiasSumAndRelu
    • QuantizedConv2DWithBiasSumAndReluAndRequantize
    • QuantizedDepthwiseConv2D
    • QuantizedDepthwiseConv2DWithBias
    • QuantizedDepthwiseConv2DWithBiasAndRelu
    • QuantizedDepthwiseConv2DWithBiasAndReluAndRequantize
    • QuantizedInstanceNorm
    • QuantizedMatMul
    • QuantizedMatMulWithBias
    • QuantizedMatMulWithBiasAndDequantize
    • QuantizedMatMulWithBiasAndRelu
    • QuantizedMatMulWithBiasAndReluAndRequantize
    • QuantizedMatMulWithBiasAndRequantize
    • QuantizedMaxPool
    • QuantizedMul
    • QuantizedRelu
    • QuantizedRelu6
    • QuantizedReluX
    • QuantizedReshape
    • QuantizedResizeBilinear
    • QueueClose
    • QueueCloseV2
    • QueueDequeue
    • QueueDequeueMany
    • QueueDequeueManyV2
    • QueueDequeueUpTo
    • QueueDequeueUpToV2
    • QueueDequeueV2
    • QueueEnqueue
    • QueueEnqueueMany
    • QueueEnqueueManyV2
    • QueueEnqueueV2
    • QueueIsClosed
    • QueueIsClosedV2
    • QueueSize
    • QueueSizeV2
    • RFFT
    • RFFT2D
    • RFFT3D
    • RGBToHSV
    • RaggedBincount
    • RaggedCountSparseOutput
    • RaggedCross
    • RaggedGather
    • RaggedRange
    • RaggedTensorFromVariant
    • RaggedTensorToSparse
    • RaggedTensorToTensor
    • RaggedTensorToVariant
    • RaggedTensorToVariantGradient
    • RandomCrop
    • RandomDataset
    • RandomGamma
    • RandomGammaGrad
    • RandomIndexShuffle
    • RandomPoisson
    • RandomPoissonV2
    • RandomShuffle
    • RandomShuffleQueue
    • RandomShuffleQueueV2
    • RandomStandardNormal
    • RandomUniform
    • RandomUniformInt
    • Range
    • RangeDataset
    • Rank
    • ReadFile
    • ReadVariableOp
    • ReadVariableXlaSplitND
    • ReaderNumRecordsProduced
    • ReaderNumRecordsProducedV2
    • ReaderNumWorkUnitsCompleted
    • ReaderNumWorkUnitsCompletedV2
    • ReaderRead
    • ReaderReadUpTo
    • ReaderReadUpToV2
    • ReaderReadV2
    • ReaderReset
    • ReaderResetV2
    • ReaderRestoreState
    • ReaderRestoreStateV2
    • ReaderSerializeState
    • ReaderSerializeStateV2
    • Real
    • RealDiv
    • RebatchDataset
    • RebatchDatasetV2
    • Reciprocal
    • ReciprocalGrad
    • RecordInput
    • Recv
    • RecvTPUEmbeddingActivations
    • ReduceDataset
    • ReduceJoin
    • RefEnter
    • RefExit
    • RefIdentity
    • RefMerge
    • RefNextIteration
    • RefSelect
    • RefSwitch
    • RegexFullMatch
    • RegexReplace
    • RegisterDataset
    • Relu
    • Relu6
    • Relu6Grad
    • ReluGrad
    • RemoteCall
    • RepeatDataset
    • RequantizationRange
    • RequantizationRangePerChannel
    • Requantize
    • RequantizePerChannel
    • Reshape
    • ResizeArea
    • ResizeBicubic
    • ResizeBicubicGrad
    • ResizeBilinear
    • ResizeBilinearGrad
    • ResizeNearestNeighbor
    • ResizeNearestNeighborGrad
    • ResourceAccumulatorApplyGradient
    • ResourceAccumulatorNumAccumulated
    • ResourceAccumulatorSetGlobalStep
    • ResourceAccumulatorTakeGradient
    • ResourceApplyAdaMax
    • ResourceApplyAdadelta
    • ResourceApplyAdagrad
    • ResourceApplyAdagradDA
    • ResourceApplyAdagradV2
    • ResourceApplyAdam
    • ResourceApplyAdamWithAmsgrad
    • ResourceApplyAddSign
    • ResourceApplyCenteredRMSProp
    • ResourceApplyFtrl
    • ResourceApplyFtrlV2
    • ResourceApplyGradientDescent
    • ResourceApplyKerasMomentum
    • ResourceApplyMomentum
    • ResourceApplyPowerSign
    • ResourceApplyProximalAdagrad
    • ResourceApplyProximalGradientDescent
    • ResourceApplyRMSProp
    • ResourceConditionalAccumulator
    • ResourceCountUpTo
    • 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
    • RetrieveTPUEmbeddingADAMParameters
    • RetrieveTPUEmbeddingAdadeltaParameters
    • RetrieveTPUEmbeddingAdagradMomentumParameters
    • RetrieveTPUEmbeddingAdagradParameters
    • RetrieveTPUEmbeddingCenteredRMSPropParameters
    • RetrieveTPUEmbeddingFTRLParameters
    • RetrieveTPUEmbeddingFrequencyEstimatorParameters
    • RetrieveTPUEmbeddingMDLAdagradLightParameters
    • RetrieveTPUEmbeddingMomentumParameters
    • RetrieveTPUEmbeddingProximalAdagradParameters
    • RetrieveTPUEmbeddingProximalYogiParameters
    • RetrieveTPUEmbeddingRMSPropParameters
    • RetrieveTPUEmbeddingStochasticGradientDescentParameters
    • Reverse
    • ReverseSequence
    • ReverseV2
    • RightShift
    • Rint
    • RngReadAndSkip
    • RngSkip
    • Roll
    • Round
    • Rsqrt
    • RsqrtGrad
    • SampleDistortedBoundingBox
    • SampleDistortedBoundingBoxV2
    • SamplingDataset
    • Save
    • SaveDataset
    • SaveDatasetV2
    • SaveSlices
    • SaveV2
    • ScalarSummary
    • ScaleAndTranslate
    • ScaleAndTranslateGrad
    • ScanDataset
    • ScatterAdd
    • ScatterDiv
    • ScatterMax
    • ScatterMin
    • ScatterMul
    • ScatterNd
    • ScatterNdAdd
    • ScatterNdMax
    • ScatterNdMin
    • ScatterNdNonAliasingAdd
    • ScatterNdSub
    • ScatterNdUpdate
    • ScatterSub
    • ScatterUpdate
    • SdcaFprint
    • SdcaOptimizer
    • SdcaOptimizerV2
    • SdcaShrinkL1
    • SegmentMax
    • SegmentMean
    • SegmentMin
    • SegmentProd
    • SegmentSum
    • Select
    • SelectV2
    • SelfAdjointEig
    • SelfAdjointEigV2
    • Selu
    • SeluGrad
    • Send
    • SendTPUEmbeddingGradients
    • SerializeIterator
    • SerializeManySparse
    • SerializeSparse
    • SerializeTensor
    • SetSize
    • SetStatsAggregatorDataset
    • Shape
    • ShapeN
    • ShardDataset
    • ShardedFilename
    • ShardedFilespec
    • ShuffleAndRepeatDataset
    • ShuffleAndRepeatDatasetV2
    • ShuffleDataset
    • ShuffleDatasetV2
    • ShuffleDatasetV3
    • ShutdownDistributedTPU
    • Sigmoid
    • SigmoidGrad
    • Sign
    • Sin
    • Sinh
    • Size
    • SkipDataset
    • SleepDataset
    • Slice
    • SlidingWindowDataset
    • Snapshot
    • SnapshotDataset
    • SnapshotDatasetReader
    • SnapshotDatasetV2
    • SnapshotNestedDatasetReader
    • SobolSample
    • Softmax
    • SoftmaxCrossEntropyWithLogits
    • Softplus
    • SoftplusGrad
    • Softsign
    • SoftsignGrad
    • SpaceToBatch
    • SpaceToBatchND
    • SpaceToDepth
    • SparseAccumulatorApplyGradient
    • SparseAccumulatorTakeGradient
    • SparseAdd
    • SparseAddGrad
    • SparseApplyAdadelta
    • SparseApplyAdagrad
    • SparseApplyAdagradDA
    • SparseApplyAdagradV2
    • SparseApplyCenteredRMSProp
    • SparseApplyFtrl
    • SparseApplyFtrlV2
    • SparseApplyMomentum
    • SparseApplyProximalAdagrad
    • SparseApplyProximalGradientDescent
    • SparseApplyRMSProp
    • SparseBincount
    • SparseConcat
    • SparseConditionalAccumulator
    • SparseCountSparseOutput
    • SparseCross
    • SparseCrossHashed
    • SparseCrossV2
    • SparseDenseCwiseAdd
    • SparseDenseCwiseDiv
    • SparseDenseCwiseMul
    • SparseFillEmptyRows
    • SparseFillEmptyRowsGrad
    • SparseMatMul
    • SparseMatrixAdd
    • SparseMatrixMatMul
    • SparseMatrixMul
    • SparseMatrixNNZ
    • SparseMatrixOrderingAMD
    • SparseMatrixSoftmax
    • SparseMatrixSoftmaxGrad
    • SparseMatrixSparseCholesky
    • SparseMatrixSparseMatMul
    • SparseMatrixTranspose
    • SparseMatrixZeros
    • SparseReduceMax
    • SparseReduceMaxSparse
    • SparseReduceSum
    • SparseReduceSumSparse
    • SparseReorder
    • SparseReshape
    • SparseSegmentMean
    • SparseSegmentMeanGrad
    • SparseSegmentMeanWithNumSegments
    • SparseSegmentSqrtN
    • SparseSegmentSqrtNGrad
    • SparseSegmentSqrtNWithNumSegments
    • SparseSegmentSum
    • SparseSegmentSumGrad
    • SparseSegmentSumWithNumSegments
    • SparseSlice
    • SparseSliceGrad
    • SparseSoftmax
    • SparseSoftmaxCrossEntropyWithLogits
    • SparseSparseMaximum
    • SparseSparseMinimum
    • SparseSplit
    • SparseTensorDenseAdd
    • SparseTensorDenseMatMul
    • SparseTensorSliceDataset
    • SparseTensorToCSRSparseMatrix
    • SparseToDense
    • SparseToSparseSetOperation
    • Spence
    • Split
    • SplitV
    • SqlDataset
    • Sqrt
    • SqrtGrad
    • Square
    • SquaredDifference
    • Squeeze
    • Stack
    • StackClose
    • StackCloseV2
    • StackPop
    • StackPopV2
    • StackPush
    • StackPushV2
    • StackV2
    • Stage
    • StageClear
    • StagePeek
    • StageSize
    • StatefulPartitionedCall
    • StatefulRandomBinomial
    • StatefulStandardNormal
    • StatefulStandardNormalV2
    • StatefulTruncatedNormal
    • StatefulUniform
    • StatefulUniformFullInt
    • StatefulUniformInt
    • StatelessCase
    • StatelessIf
    • StatelessMultinomial
    • StatelessParameterizedTruncatedNormal
    • StatelessRandomBinomial
    • StatelessRandomGammaV2
    • StatelessRandomGetAlg
    • StatelessRandomGetKeyCounter
    • StatelessRandomGetKeyCounterAlg
    • StatelessRandomNormal
    • StatelessRandomNormalV2
    • StatelessRandomPoisson
    • StatelessRandomUniform
    • StatelessRandomUniformFullInt
    • StatelessRandomUniformFullIntV2
    • StatelessRandomUniformInt
    • StatelessRandomUniformIntV2
    • StatelessRandomUniformV2
    • StatelessSampleDistortedBoundingBox
    • StatelessTruncatedNormal
    • StatelessTruncatedNormalV2
    • StatelessWhile
    • StaticRegexFullMatch
    • StaticRegexReplace
    • StatsAggregatorHandle
    • StatsAggregatorHandleV2
    • StatsAggregatorSetSummaryWriter
    • StatsAggregatorSummary
    • StopGradient
    • StridedSlice
    • StridedSliceAssign
    • StridedSliceGrad
    • StringFormat
    • StringJoin
    • StringLength
    • StringLower
    • StringNGrams
    • StringSplit
    • StringSplitV2
    • StringStrip
    • StringToHashBucket
    • StringToHashBucketFast
    • StringToHashBucketStrong
    • StringToNumber
    • StringUpper
    • Sub
    • Substr
    • Sum
    • SummaryWriter
    • Svd
    • Switch
    • SymbolicGradient
    • TFRecordDataset
    • TFRecordReader
    • TFRecordReaderV2
    • TPUCompilationResult
    • TPUEmbeddingActivations
    • TPUOrdinalSelector
    • TPUPartitionedCall
    • TPUPartitionedInput
    • TPUPartitionedOutput
    • TPUReplicateMetadata
    • TPUReplicatedInput
    • TPUReplicatedOutput
    • TakeDataset
    • TakeManySparseFromTensorsMap
    • TakeWhileDataset
    • 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
    • TensorDataset
    • TensorListConcat
    • TensorListConcatLists
    • TensorListConcatV2
    • TensorListElementShape
    • TensorListFromTensor
    • TensorListGather
    • TensorListGetItem
    • TensorListLength
    • TensorListPopBack
    • TensorListPushBack
    • TensorListPushBackBatch
    • TensorListReserve
    • TensorListResize
    • TensorListScatter
    • TensorListScatterIntoExistingList
    • TensorListScatterV2
    • TensorListSetItem
    • TensorListSplit
    • TensorListStack
    • TensorScatterAdd
    • TensorScatterMax
    • TensorScatterMin
    • TensorScatterSub
    • TensorScatterUpdate
    • TensorSliceDataset
    • TensorStridedSliceUpdate
    • TensorSummary
    • TensorSummaryV2
    • TextLineDataset
    • TextLineReader
    • TextLineReaderV2
    • ThreadPoolDataset
    • ThreadPoolHandle
    • ThreadUnsafeUnigramCandidateSampler
    • Tile
    • TileGrad
    • Timestamp
    • ToBool
    • TopK
    • TopKV2
    • Transpose
    • TridiagonalMatMul
    • TridiagonalSolve
    • TruncateDiv
    • TruncateMod
    • TruncatedNormal
    • Unbatch
    • UnbatchDataset
    • UnbatchGrad
    • UncompressElement
    • UnicodeDecode
    • UnicodeDecodeWithOffsets
    • UnicodeEncode
    • UnicodeScript
    • UnicodeTranscode
    • UniformCandidateSampler
    • Unique
    • UniqueDataset
    • UniqueV2
    • UniqueWithCounts
    • UniqueWithCountsV2
    • Unpack
    • UnravelIndex
    • UnsortedSegmentJoin
    • UnsortedSegmentMax
    • UnsortedSegmentMin
    • UnsortedSegmentProd
    • UnsortedSegmentSum
    • Unstage
    • UnwrapDatasetVariant
    • UpperBound
    • VarHandleOp
    • VarIsInitializedOp
    • Variable
    • VariableShape
    • VariableV2
    • Where
    • While
    • WholeFileReader
    • WholeFileReaderV2
    • WindowDataset
    • WindowOp
    • WorkerHeartbeat
    • WrapDatasetVariant
    • WriteAudioSummary
    • WriteFile
    • WriteGraphSummary
    • WriteHistogramSummary
    • WriteImageSummary
    • WriteRawProtoSummary
    • WriteScalarSummary
    • WriteSummary
    • Xdivy
    • XlaConcatND
    • XlaSplitND
    • Xlog1py
    • Xlogy
    • ZerosLike
    • Zeta
    • ZipDataset
  • tf.saved_model
    • Overview
    • Asset
    • LoadOptions
    • SaveOptions
    • contains_saved_model
    • load
    • save
    • experimental
      • Overview
      • TrackableResource
      • VariablePolicy
  • tf.sets
    • Overview
    • difference
    • intersection
    • size
    • union
  • tf.signal
    • Overview
    • dct
    • fft
    • fft2d
    • fft3d
    • fftshift
    • frame
    • hamming_window
    • hann_window
    • idct
    • ifft
    • ifft2d
    • ifft3d
    • ifftshift
    • inverse_mdct
    • inverse_stft