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Python v2.16.1
tf
- Overview
- AggregationMethod
- CriticalSection
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- IndexedSlicesSpec
- Module
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- OptionalSpec
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- 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
- conv
- conv2d_backprop_filter_v2
- conv2d_backprop_input_v2
- convert_to_tensor
- custom_gradient
- device
- dynamic_partition
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- edit_distance
- einsum
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- executing_eagerly
- expand_dims
- extract_volume_patches
- eye
- fftnd
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- foldl
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- function
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- get_current_name_scope
- get_logger
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- grad_pass_through
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- identity
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- make_ndarray
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- nondifferentiable_batch_function
- norm
- numpy_function
- one_hot
- ones
- ones_initializer
- ones_like
- pad
- parallel_stack
- py_function
- ragged_fill_empty_rows
- ragged_fill_empty_rows_grad
- 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
- rfftnd
- roll
- scan
- scatter_nd
- searchsorted
- sequence_mask
- shape
- shape_n
- size
- slice
- sort
- space_to_batch
- space_to_batch_nd
- split
- squeeze
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- 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.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
- 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
- constant_initializer
- 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
- glorot_normal_initializer
- glorot_uniform_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
- name_scope
- no_regularizer
- norm
- ones_initializer
- ones_like
- op_scope
- orthogonal_initializer
- 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
- variance_scaling_initializer
- verify_tensor_all_finite
- where
- while_loop
- wrap_function
- zeros_initializer
- zeros_like
data
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
- override_value
- register_multi_flags_validator
- register_validator
- set_default
- text_wrap
- validator
losses
math
- Overview
- abs
- acos
- acosh
- add
- angle
- asin
- asinh
- atan
- atanh
- bessel_i0
- bessel_i0e
- bessel_i1
- bessel_i1e
- ceil
- conj
- cos
- cosh
- digamma
- divide
- divide_no_nan
- erf
- erfc
- erfcinv
- erfinv
- exp
- expm1
- floor
- floormod
- imag
- in_top_k
- lgamma
- log
- log1p
- log_sigmoid
- log_softmax
- maximum
- minimum
- multiply
- multiply_no_nan
- ndtri
- negative
- real
- reciprocal
- reciprocal_no_nan
- reduce_euclidean_norm
- reduce_max
- reduce_mean
- reduce_min
- reduce_prod
- reduce_std
- reduce_sum
- reduce_variance
- rint
- round
- rsqrt
- scalar_mul
- sigmoid
- sign
- sin
- sinh
- softmax
- softplus
- sqrt
- square
- tan
- tanh
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
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
- depth_to_space
- depthwise_conv2d
- depthwise_conv2d_native
- dilation2d
- dropout
- dynamic_rnn
- embedding_lookup
- embedding_lookup_sparse
- erosion2d
- fractional_avg_pool
- fractional_max_pool
- fused_batch_norm
- leaky_relu
- max_pool
- max_pool_with_argmax
- moments
- nce_loss
- pool
- quantized_avg_pool
- quantized_conv2d
- quantized_max_pool
- quantized_relu_x
- raw_rnn
- relu6
- relu_layer
- safe_embedding_lookup_sparse
- sampled_softmax_loss
- separable_conv2d
- sigmoid_cross_entropy_with_logits
- silu
- softmax_cross_entropy_with_logits
- softmax_cross_entropy_with_logits_v2
- space_to_depth
- 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
train
- Overview
- AdadeltaOptimizer
- AdagradDAOptimizer
- AdagradOptimizer
- AdamOptimizer
- Checkpoint
- CheckpointSaverHook
- CheckpointSaverListener
- ChiefSessionCreator
- FeedFnHook
- FinalOpsHook
- FtrlOptimizer
- GlobalStepWaiterHook
- GradientDescentOptimizer
- LoggingTensorHook
- LooperThread
- MomentumOptimizer
- MonitoredSession
- MonitoredSession.StepContext
- MonitoredTrainingSession
- NanLossDuringTrainingError
- NanTensorHook
- NewCheckpointReader
- Optimizer
- ProfilerHook
- ProximalAdagradOptimizer
- ProximalGradientDescentOptimizer
- QueueRunner
- RMSPropOptimizer
- Saver
- SaverDef
- Scaffold
- SecondOrStepTimer
- SessionCreator
- SessionManager
- SessionRunArgs
- SessionRunContext
- SessionRunHook
- SessionRunValues
- SingularMonitoredSession
- StepCounterHook
- StopAtStepHook
- SummarySaverHook
- Supervisor
- SyncReplicasOptimizer
- VocabInfo
- 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
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
- enable_mlir_bridge
- 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
tf.data
- Overview
- Dataset
- DatasetSpec
- FixedLengthRecordDataset
- Iterator
- IteratorSpec
- NumpyIterator
- Options
- TFRecordDataset
- TextLineDataset
- ThreadingOptions
experimental
- Overview
- AutoShardPolicy
- AutotuneAlgorithm
- AutotuneOptions
- Counter
- CsvDataset
- DatasetInitializer
- DistributeOptions
- ExternalStatePolicy
- OptimizationOptions
- RandomDataset
- Reducer
- SqlDataset
- TFRecordWriter
- assert_cardinality
- at
- 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_list
- 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
- pad_to_cardinality
- 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
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
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
tf.errors
- Overview
- AbortedError
- AlreadyExistsError
- CancelledError
- DataLossError
- DeadlineExceededError
- FailedPreconditionError
- InternalError
- InvalidArgumentError
- NotFoundError
- OpError
- OperatorNotAllowedInGraphError
- OutOfRangeError
- PermissionDeniedError
- ResourceExhaustedError
- UnauthenticatedError
- UnavailableError
- UnimplementedError
- UnknownError
tf.experimental
- Overview
- BatchableExtensionType
- DynamicRaggedShape
- DynamicRaggedShape.Spec
- ExtensionType
- ExtensionTypeBatchEncoder
- ExtensionTypeSpec
- Optional
- RowPartition
- StructuredTensor
- StructuredTensor.Spec
- async_clear_error
- async_scope
- dispatch_for_api
- dispatch_for_binary_elementwise_apis
- dispatch_for_binary_elementwise_assert_apis
- dispatch_for_unary_elementwise_apis
- enable_strict_mode
- function_executor_type
- register_filesystem_plugin
- unregister_dispatch_for
dtensor
- Overview
- DTensorCheckpoint
- DTensorDataset
- DVariable
- Layout
- Mesh
- barrier
- call_with_layout
- check_layout
- client_id
- copy_to_mesh
- create_distributed_mesh
- create_mesh
- create_tpu_mesh
- default_mesh
- device_name
- enable_save_as_bf16
- fetch_layout
- full_job_name
- get_default_mesh
- heartbeat_enabled
- initialize_accelerator_system
- is_dtensor
- job_name
- jobs
- local_devices
- name_based_restore
- name_based_save
- num_clients
- num_global_devices
- num_local_devices
- pack
- preferred_device_type
- relayout
- relayout_like
- run_on
- sharded_save
- shutdown_accelerator_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
- flatten
- 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
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.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.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
tf.keras
- Overview
- DTypePolicy
- FloatDTypePolicy
- Function
- Initializer
- Input
- InputSpec
- KerasTensor
- Layer
- Loss
- Metric
- Model
- Operation
- Optimizer
- Quantizer
- Regularizer
- Sequential
- StatelessScope
- Variable
- device
- name_scope
- version
applications
- Overview
- ConvNeXtBase
- ConvNeXtLarge
- ConvNeXtSmall
- ConvNeXtTiny
- ConvNeXtXLarge
- DenseNet121
- DenseNet169
- DenseNet201
- EfficientNetB0
- EfficientNetB1
- EfficientNetB2
- EfficientNetB3
- EfficientNetB4
- EfficientNetB5
- EfficientNetB6
- EfficientNetB7
- EfficientNetV2B0
- EfficientNetV2B1
- EfficientNetV2B2
- EfficientNetV2B3
- EfficientNetV2L
- EfficientNetV2M
- EfficientNetV2S
- InceptionResNetV2
- InceptionV3
- MobileNet
- MobileNetV2
- MobileNetV3Large
- MobileNetV3Small
- NASNetLarge
- NASNetMobile
- ResNet101
- ResNet101V2
- ResNet152
- ResNet152V2
- ResNet50
- ResNet50V2
- VGG16
- VGG19
- Xception
backend
- Overview
- abs
- all
- any
- arange
- argmax
- argmin
- backend
- batch_dot
- batch_flatten
- batch_get_value
- batch_normalization
- batch_set_value
- bias_add
- binary_crossentropy
- binary_focal_crossentropy
- cast
- cast_to_floatx
- categorical_crossentropy
- categorical_focal_crossentropy
- clear_session
- clip
- concatenate
- constant
- conv1d
- conv2d
- conv2d_transpose
- conv3d
- cos
- count_params
- ctc_batch_cost
- ctc_decode
- ctc_label_dense_to_sparse
- cumprod
- cumsum
- depthwise_conv2d
- dot
- dropout
- dtype
- elu
- epsilon
- equal
- eval
- exp
- expand_dims
- eye
- flatten
- floatx
- foldl
- foldr
- gather
- get_uid
- get_value
- gradients
- greater
- greater_equal
- hard_sigmoid
- image_data_format
- in_top_k
- int_shape
- is_float_dtype
- is_int_dtype
- is_keras_tensor
- is_sparse
- l2_normalize
- less
- less_equal
- log
- map_fn
- max
- maximum
- mean
- min
- minimum
- moving_average_update
- name_scope
- ndim
- not_equal
- one_hot
- ones
- ones_like
- permute_dimensions
- pool2d
- pool3d
- pow
- prod
- random_bernoulli
- random_normal
- random_normal_variable
- random_uniform
- random_uniform_variable
- relu
- repeat
- repeat_elements
- reshape
- resize_images
- resize_volumes
- result_type
- reverse
- rnn
- round
- separable_conv2d
- set_epsilon
- set_floatx
- set_image_data_format
- set_value
- shape
- sigmoid
- sign
- sin
- softmax
- softplus
- softsign
- sparse_categorical_crossentropy
- spatial_2d_padding
- spatial_3d_padding
- sqrt
- square
- squeeze
- stack
- standardize_dtype
- std
- stop_gradient
- sum
- switch
- tanh
- temporal_padding
- tile
- to_dense
- transpose
- truncated_normal
- update
- update_add
- update_sub
- var
- variable
- zeros
- zeros_like
layers
- Overview
- 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
- DepthwiseConv1D
- DepthwiseConv2D
- Discretization
- Dot
- Dropout
- ELU
- EinsumDense
- Embedding
- Flatten
- FlaxLayer
- GRU
- GRUCell
- GaussianDropout
- GaussianNoise
- GlobalAveragePooling1D
- GlobalAveragePooling2D
- GlobalAveragePooling3D
- GlobalMaxPool1D
- GlobalMaxPool2D
- GlobalMaxPool3D
- GroupNormalization
- GroupQueryAttention
- HashedCrossing
- Hashing
- Identity
- InputLayer
- IntegerLookup
- JaxLayer
- LSTM
- LSTMCell
- Lambda
- LayerNormalization
- LeakyReLU
- Masking
- MaxPool1D
- MaxPool2D
- MaxPool3D
- Maximum
- MelSpectrogram
- 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
- SpectralNormalization
- StackedRNNCells
- StringLookup
- Subtract
- TFSMLayer
- TextVectorization
- ThresholdedReLU
- TimeDistributed
- TorchModuleWrapper
- UnitNormalization
- UpSampling1D
- UpSampling2D
- UpSampling3D
- Wrapper
- ZeroPadding1D
- ZeroPadding2D
- ZeroPadding3D
- add
- average
- concatenate
- deserialize
- dot
- maximum
- minimum
- multiply
- serialize
- subtract
losses
- Overview
- BinaryCrossentropy
- BinaryFocalCrossentropy
- CTC
- CategoricalCrossentropy
- CategoricalFocalCrossentropy
- CategoricalHinge
- CosineSimilarity
- Dice
- Hinge
- Huber
- KLD
- KLDivergence
- LogCosh
- MAE
- MAPE
- MSE
- MSLE
- MeanAbsoluteError
- MeanAbsolutePercentageError
- MeanSquaredError
- MeanSquaredLogarithmicError
- Poisson
- Reduction
- SparseCategoricalCrossentropy
- SquaredHinge
- Tversky
- binary_crossentropy
- binary_focal_crossentropy
- categorical_crossentropy
- categorical_focal_crossentropy
- categorical_hinge
- cosine_similarity
- ctc
- deserialize
- dice
- get
- hinge
- huber
- logcosh
- poisson
- serialize
- sparse_categorical_crossentropy
- squared_hinge
- tversky
metrics
- Overview
- AUC
- Accuracy
- BinaryAccuracy
- BinaryCrossentropy
- BinaryIoU
- CategoricalAccuracy
- CategoricalCrossentropy
- CategoricalHinge
- CosineSimilarity
- F1Score
- FBetaScore
- FalseNegatives
- FalsePositives
- Hinge
- IoU
- KLDivergence
- LogCoshError
- Mean
- MeanAbsoluteError
- MeanAbsolutePercentageError
- MeanIoU
- MeanMetricWrapper
- MeanSquaredError
- MeanSquaredLogarithmicError
- OneHotIoU
- OneHotMeanIoU
- Poisson
- Precision
- PrecisionAtRecall
- R2Score
- Recall
- RecallAtPrecision
- RootMeanSquaredError
- SensitivityAtSpecificity
- SparseCategoricalAccuracy
- SparseCategoricalCrossentropy
- SparseTopKCategoricalAccuracy
- SpecificityAtSensitivity
- SquaredHinge
- Sum
- TopKCategoricalAccuracy
- TrueNegatives
- TruePositives
- binary_accuracy
- categorical_accuracy
- deserialize
- get
- serialize
- sparse_categorical_accuracy
- sparse_top_k_categorical_accuracy
- top_k_categorical_accuracy
ops
- Overview
- abs
- absolute
- add
- all
- amax
- amin
- any
- append
- arange
- arccos
- arccosh
- arcsin
- arcsinh
- arctan
- arctan2
- arctanh
- argmax
- argmin
- argsort
- array
- average
- average_pool
- batch_normalization
- binary_crossentropy
- bincount
- broadcast_to
- cast
- categorical_crossentropy
- ceil
- cholesky
- clip
- concatenate
- cond
- conj
- conjugate
- conv
- conv_transpose
- convert_to_numpy
- convert_to_tensor
- copy
- correlate
- cos
- cosh
- count_nonzero
- cross
- ctc_decode
- ctc_loss
- cumprod
- cumsum
- custom_gradient
- depthwise_conv
- det
- diag
- diagonal
- diff
- digitize
- divide
- divide_no_nan
- dot
- eig
- eigh
- einsum
- elu
- empty
- equal
- erf
- erfinv
- exp
- expand_dims
- expm1
- extract_sequences
- eye
- fft
- fft2
- flip
- floor
- floor_divide
- fori_loop
- full
- full_like
- gelu
- get_item
- greater
- greater_equal
- hard_sigmoid
- hard_silu
- hstack
- identity
- imag
- in_top_k
- inv
- irfft
- is_tensor
- isclose
- isfinite
- isinf
- isnan
- istft
- leaky_relu
- less
- less_equal
- linspace
- log
- log10
- log1p
- log2
- log_sigmoid
- log_softmax
- logaddexp
- logical_and
- logical_not
- logical_or
- logical_xor
- logspace
- logsumexp
- lu_factor
- matmul
- max
- max_pool
- maximum
- mean
- median
- meshgrid
- min
- minimum
- mod
- moments
- moveaxis
- multi_hot
- multiply
- nan_to_num
- ndim
- negative
- nonzero
- norm
- normalize
- not_equal
- one_hot
- ones
- ones_like
- outer
- pad
- power
- prod
- psnr
- qr
- quantile
- ravel
- real
- reciprocal
- relu
- relu6
- repeat
- reshape
- rfft
- roll
- round
- rsqrt
- scatter
- scatter_update
- segment_max
- segment_sum
- select
- selu
- separable_conv
- shape
- sigmoid
- sign
- silu
- sin
- sinh
- size
- slice
- slice_update
- slogdet
- softmax
- softplus
- softsign
- solve
- solve_triangular
- sort
- sparse_categorical_crossentropy
- split
- sqrt
- square
- squeeze
- stack
- std
- stft
- stop_gradient
- subtract
- sum
- svd
- swapaxes
- take
- take_along_axis
- tan
- tanh
- tensordot
- tile
- top_k
- trace
- transpose
- tri
- tril
- triu
- true_divide
- unstack
- var
- vdot
- vectorize
- vectorized_map
- vstack
- where
- while_loop
- zeros
- zeros_like
preprocessing
utils
- Overview
- CustomObjectScope
- FeatureSpace
- Progbar
- PyDataset
- array_to_img
- audio_dataset_from_directory
- deserialize_keras_object
- get_custom_objects
- get_file
- get_registered_name
- get_registered_object
- get_source_inputs
- img_to_array
- 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
- to_categorical
- unpack_x_y_sample_weight
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
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
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
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.random
- Overview
- Algorithm
- Generator
- all_candidate_sampler
- categorical
- create_rng_state
- fixed_unigram_candidate_sampler
- fold_in
- gamma
- get_global_generator
- learned_unigram_candidate_sampler
- log_uniform_candidate_sampler
- normal
- poisson
- set_global_generator
- set_seed
- shuffle
- split
- 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
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