Install
Learn
Introduction
New to TensorFlow?
TensorFlow
The core open source ML library
For JavaScript
TensorFlow.js for ML using JavaScript
For Mobile & IoT
TensorFlow Lite for mobile and embedded devices
For Production
TensorFlow Extended for end-to-end ML components
Swift for TensorFlow (in beta)
API
TensorFlow (r2.3)
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
Why TensorFlow
About
Case studies
Trusted Partner Program
Language
English
中文 – 简体
GitHub
TensorFlow Core v2.3.0
Overview
Python
C++
Java
Install
Learn
More
API
More
Overview
Python
C++
Java
Resources
More
Community
Why TensorFlow
More
GitHub
Overview
All Symbols
Python v2.3.0
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
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_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
quantize_and_dequantize_v4
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
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
StatsAggregator
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
EnumClassParser
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
tf_stack
Overview
CurrentModuleFilter
FrameSummary
StackSummary
StackTraceFilter
StackTraceMapper
StackTraceTransform
extract_stack
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
densenet
Overview
efficientnet
Overview
imagenet_utils
Overview
inception_resnet_v2
Overview
inception_v3
Overview
mobilenet
Overview
mobilenet_v2
Overview
mobilenet_v3
Overview
nasnet
Overview
resnet
Overview
resnet50
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
CategoryEncoding
IntegerLookup
Normalization
StringLookup
TextVectorization
losses
Overview
metrics
Overview
mixed_precision
Overview
experimental
Overview
models
Overview
optimizers
Overview
schedules
Overview
preprocessing
Overview
image
Overview
sequence
Overview
text
Overview
regularizers
Overview
utils
Overview
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
l2_normalize
experimental
Overview
lite
Overview
OpHint
OpHint.OpHintArgumentTracker
TFLiteConverter
TocoConverter
toco_convert
constants
Overview
experimental
Overview
convert_op_hints_to_stubs
get_potentially_supported_ops
nn
Overview
TFLiteLSTMCell
TfLiteRNNCell
dynamic_rnn
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
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
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
XLAOptions
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
MixedPrecisionLossScaleOptimizer
disable_mixed_precision_graph_rewrite
enable_mixed_precision_graph_rewrite
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_tensor_float_32_execution
get_device_details
get_device_policy
get_memory_growth
get_memory_usage
get_synchronous_execution
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
experimental
Overview
AutoShardPolicy
CheckpointInputPipelineHook
Counter
CsvDataset
DistributeOptions
ExternalStatePolicy
MapVectorizationOptions
OptimizationOptions
RandomDataset
Reducer
SqlDataset
StatsAggregator
StatsOptions
TFRecordWriter
ThreadingOptions
assert_cardinality
bucket_by_sequence_length
bytes_produced_stats
cardinality
choose_from_datasets
copy_to_device
dense_to_ragged_batch
dense_to_sparse_batch
enumerate_dataset
from_variant
get_next_as_optional
get_single_element
get_structure
group_by_reducer
group_by_window
ignore_errors
latency_stats
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
take_while
to_variant
unbatch
unique
service
Overview
DispatchServer
DispatcherConfig
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
enable_check_numerics
get_log_device_placement
is_numeric_tensor
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
experimental
Overview
CentralStorageStrategy
CollectiveCommunication
CollectiveHints
CommunicationImplementation
CommunicationOptions
MultiWorkerMirroredStrategy
ParameterServerStrategy
TPUStrategy
ValueContext
coordinator
Overview
ClusterCoordinator
PerWorkerValues
RemoteValue
partitioners
Overview
FixedShardsPartitioner
MaxSizePartitioner
MinSizePartitioner
Partitioner
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
ExportOutput
PredictOutput
RegressionOutput
ServingInputReceiver
TensorServingInputReceiver
build_parsing_serving_input_receiver_fn
build_raw_serving_input_receiver_fn
tf.experimental
Overview
Optional
async_clear_error
async_scope
function_executor_type
register_filesystem_plugin
dlpack
Overview
from_dlpack
to_dlpack
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
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
ndarray
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.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
glob
isdir
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
DenseNet121
DenseNet169
DenseNet201
EfficientNetB0
EfficientNetB1
EfficientNetB2
EfficientNetB3
EfficientNetB4
EfficientNetB5
EfficientNetB6
EfficientNetB7
InceptionResNetV2
InceptionV3
MobileNet
MobileNetV2
MobileNetV3Large
MobileNetV3Small
NASNetLarge
NASNetMobile
ResNet101
ResNet101V2
ResNet152
ResNet152V2
ResNet50
ResNet50V2
VGG16
VGG19
Xception
densenet
Overview
decode_predictions
preprocess_input
efficientnet
Overview
decode_predictions
preprocess_input
imagenet_utils
Overview
decode_predictions
preprocess_input
inception_resnet_v2
Overview
decode_predictions
preprocess_input
inception_v3
Overview
decode_predictions
preprocess_input
mobilenet
Overview
decode_predictions
preprocess_input
mobilenet_v2
Overview
decode_predictions
preprocess_input
mobilenet_v3
Overview
decode_predictions
preprocess_input
nasnet
Overview
decode_predictions
preprocess_input
resnet
Overview
decode_predictions
preprocess_input
resnet50
Overview
resnet_v2
Overview
decode_predictions
preprocess_input
vgg16
Overview
decode_predictions
preprocess_input
vgg19
Overview
decode_predictions
preprocess_input
xception
Overview
decode_predictions
preprocess_input
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
cast
cast_to_floatx
categorical_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
function
gather
get_uid
get_value
gradients
greater
greater_equal
hard_sigmoid
image_data_format
in_test_phase
in_top_k
in_train_phase
int_shape
is_keras_tensor
is_sparse
l2_normalize
learning_phase
learning_phase_scope
less
less_equal
local_conv1d
local_conv2d
log
manual_variable_initialization
map_fn
max
maximum
mean
min
minimum
moving_average_update
name_scope
ndim
normalize_batch_in_training
not_equal
one_hot
ones
ones_like
permute_dimensions
placeholder
pool2d
pool3d
pow
print_tensor
prod
random_bernoulli
random_binomial
random_normal
random_normal_variable
random_uniform
random_uniform_variable
relu
repeat
repeat_elements
reset_uids
reshape
resize_images
resize_volumes
reverse
rnn
round
separable_conv2d
set_epsilon
set_floatx
set_image_data_format
set_learning_phase
set_value
shape
sigmoid
sign
sin
softmax
softplus
softsign
sparse_categorical_crossentropy
spatial_2d_padding
spatial_3d_padding
sqrt
square
squeeze
stack
std
stop_gradient
sum
switch
tanh
temporal_padding
tile
to_dense
transpose
truncated_normal
update
update_add
update_sub
var
variable
zeros
zeros_like
callbacks
Overview
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
estimator
Overview
model_to_estimator
experimental
Overview
CosineDecay
CosineDecayRestarts
LinearCosineDecay
LinearModel
NoisyLinearCosineDecay
PeepholeLSTMCell
SequenceFeatures
WideDeepModel
terminate_keras_multiprocessing_pools
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
Concatenate
Conv1D
Conv1DTranspose
Conv2D
Conv2DTranspose
Conv3D
Conv3DTranspose
ConvLSTM2D
Cropping1D
Cropping2D
Cropping3D
Dense
DenseFeatures
DepthwiseConv2D
Dot
Dropout
ELU
Embedding
Flatten
GRU
GRUCell
GaussianDropout
GaussianNoise
GlobalAveragePooling1D
GlobalAveragePooling2D
GlobalAveragePooling3D
GlobalMaxPool1D
GlobalMaxPool2D
GlobalMaxPool3D
InputLayer
InputSpec
LSTM
LSTMCell
Lambda
Layer
LayerNormalization
LeakyReLU
LocallyConnected1D
LocallyConnected2D
Masking
MaxPool1D
MaxPool2D
MaxPool3D
Maximum
Minimum
MultiHeadAttention
Multiply
PReLU
Permute
RNN
ReLU
RepeatVector
Reshape
SeparableConv1D
SeparableConv2D
SimpleRNN
SimpleRNNCell
Softmax
SpatialDropout1D
SpatialDropout2D
SpatialDropout3D
StackedRNNCells
Subtract
ThresholdedReLU
TimeDistributed
UpSampling1D
UpSampling2D
UpSampling3D
Wrapper
ZeroPadding1D
ZeroPadding2D
ZeroPadding3D
add
average
concatenate
deserialize
dot
maximum
minimum
multiply
serialize
subtract
experimental
Overview
EinsumDense
RandomFourierFeatures
SyncBatchNormalization
preprocessing
Overview
CategoryCrossing
CategoryEncoding
CenterCrop
Discretization
Discretization.DiscretizingCombiner
Hashing
IntegerLookup
Normalization
PreprocessingLayer
RandomContrast
RandomCrop
RandomFlip
RandomHeight
RandomRotation
RandomTranslation
RandomWidth
RandomZoom
Rescaling
Resizing
StringLookup
TextVectorization
losses
Overview
BinaryCrossentropy
CategoricalCrossentropy
CategoricalHinge
CosineSimilarity
Hinge
Huber
KLD
KLDivergence
LogCosh
Loss
MAE
MAPE
MSE
MSLE
MeanAbsoluteError
MeanAbsolutePercentageError
MeanSquaredError
MeanSquaredLogarithmicError
Poisson
Reduction
SparseCategoricalCrossentropy
SquaredHinge
binary_crossentropy
categorical_crossentropy
categorical_hinge
cosine_similarity
deserialize
get
hinge
huber
log_cosh
poisson
serialize
sparse_categorical_crossentropy
squared_hinge
metrics
Overview
AUC
Accuracy
BinaryAccuracy
BinaryCrossentropy
CategoricalAccuracy
CategoricalCrossentropy
CategoricalHinge
CosineSimilarity
FalseNegatives
FalsePositives
Hinge
KLDivergence
LogCoshError
Mean
MeanAbsoluteError
MeanAbsolutePercentageError
MeanIoU
MeanRelativeError
MeanSquaredError
MeanSquaredLogarithmicError
MeanTensor
Metric
Poisson
Precision
PrecisionAtRecall
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
mixed_precision
Overview
LossScaleOptimizer
Policy
global_policy
set_global_policy
experimental
Overview
LossScaleOptimizer
Policy
get_layer_policy
global_policy
set_policy
models
Overview
clone_model
load_model
model_from_config
model_from_json
model_from_yaml
save_model
optimizers
Overview
Adadelta
Adagrad
Adam
Adamax
Ftrl
Nadam
Optimizer
RMSprop
SGD
deserialize
get
serialize
schedules
Overview
ExponentialDecay
InverseTimeDecay
LearningRateSchedule
PiecewiseConstantDecay
PolynomialDecay
deserialize
serialize
preprocessing
Overview
image_dataset_from_directory
text_dataset_from_directory
timeseries_dataset_from_array
image
Overview
DirectoryIterator
ImageDataGenerator
Iterator
NumpyArrayIterator
apply_affine_transform
apply_brightness_shift
apply_channel_shift
array_to_img
img_to_array
load_img
random_brightness
random_channel_shift
random_rotation
random_shear
random_shift
random_zoom
save_img
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
Regularizer
deserialize
get
l1_l2
serialize
utils
Overview
CustomObjectScope
GeneratorEnqueuer
HDF5Matrix
OrderedEnqueuer
Progbar
Sequence
SequenceEnqueuer
convert_all_kernels_in_model
deserialize_keras_object
get_custom_objects
get_file
get_registered_name
get_registered_object
get_source_inputs
model_to_dot
multi_gpu_model
normalize
pack_x_y_sample_weight
plot_model
register_keras_serializable
serialize_keras_object
to_categorical
unpack_x_y_sample_weight
wrappers
Overview
scikit_learn
Overview
KerasClassifier
KerasRegressor
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
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
load_delegate
tf.lookup
Overview
KeyValueTensorInitializer
StaticHashTable
StaticVocabularyTable
TextFileIndex
TextFileInitializer
experimental
Overview
DatasetInitializer
DenseHashTable
tf.math
Overview
abs
accumulate_n
acos
acosh
add
add_n
angle
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.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
swish
weighted_cross_entropy_with_logits
weighted_moments
with_space_to_batch
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
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
AnonymousIterator
AnonymousIteratorV2
AnonymousMemoryCache
AnonymousMultiDeviceIterator
AnonymousRandomSeedGenerator
AnonymousSeedGenerator
Any
ApplyAdaMax
ApplyAdadelta
ApplyAdagrad
ApplyAdagradDA
ApplyAdagradV2
ApplyAdam
ApplyAddSign
ApplyCenteredRMSProp
ApplyFtrl
ApplyFtrlV2
ApplyGradientDescent
ApplyMomentum
ApplyPowerSign
ApplyProximalAdagrad
ApplyProximalGradientDescent
ApplyRMSProp
ApproximateEqual
ArgMax
ArgMin
AsString
Asin
Asinh
Assert
AssertCardinalityDataset
AssertNextDataset
Assign
AssignAdd
AssignAddVariableOp
AssignSub
AssignSubVariableOp
AssignVariableOp
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
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
CollectiveBcastRecv
CollectiveBcastSend
CollectiveGather
CollectiveGatherV2
CollectivePermute
CollectiveReduce
CollectiveReduceV2
CombinedNonMaxSuppression
CompareAndBitpack
Complex
ComplexAbs
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
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
Div
DivNoNan
DrawBoundingBoxes
DrawBoundingBoxesV2
DummyIterationCounter
DummyMemoryCache
DummySeedGenerator
DynamicPartition
DynamicStitch
EagerPyFunc
EditDistance
Eig
Einsum
Elu
EluGrad
Empty
EmptyTensorList
EncodeBase64
EncodeJpeg
EncodeJpegVariableQuality
EncodePng
EncodeProto
EncodeWav
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
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
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
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
LoadTPUEmbeddingADAMParametersGradAccumDebug
LoadTPUEmbeddingAdadeltaParameters
LoadTPUEmbeddingAdadeltaParametersGradAccumDebug
LoadTPUEmbeddingAdagradParameters
LoadTPUEmbeddingAdagradParametersGradAccumDebug
LoadTPUEmbeddingCenteredRMSPropParameters
LoadTPUEmbeddingFTRLParameters
LoadTPUEmbeddingFTRLParametersGradAccumDebug
LoadTPUEmbeddingMDLAdagradLightParameters
LoadTPUEmbeddingMomentumParameters
LoadTPUEmbeddingMomentumParametersGradAccumDebug
LoadTPUEmbeddingProximalAdagradParameters
LoadTPUEmbeddingProximalAdagradParametersGradAccumDebug
LoadTPUEmbeddingProximalYogiParameters
LoadTPUEmbeddingProximalYogiParametersGradAccumDebug
LoadTPUEmbeddingRMSPropParameters
LoadTPUEmbeddingRMSPropParametersGradAccumDebug
LoadTPUEmbeddingStochasticGradientDescentParameters
LoadTPUEmbeddingStochasticGradientDescentParametersGradAccumDebug
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
OrderedMapClear
OrderedMapIncompleteSize
OrderedMapPeek
OrderedMapSize
OrderedMapStage
OrderedMapUnstage
OrderedMapUnstageNoKey
OutfeedDequeue
OutfeedDequeueTuple
OutfeedDequeueTupleV2
OutfeedDequeueV2
OutfeedEnqueue
OutfeedEnqueueTuple
Pack
Pad
PadV2
PaddedBatchDataset
PaddedBatchDatasetV2
PaddingFIFOQueue
PaddingFIFOQueueV2
ParallelConcat
ParallelDynamicStitch
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
RandomPoisson
RandomPoissonV2
RandomShuffle
RandomShuffleQueue
RandomShuffleQueueV2
RandomStandardNormal
RandomUniform
RandomUniformInt
Range
RangeDataset
Rank
ReadFile
ReadVariableOp
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
RetrieveTPUEmbeddingADAMParametersGradAccumDebug
RetrieveTPUEmbeddingAdadeltaParameters
RetrieveTPUEmbeddingAdadeltaParametersGradAccumDebug
RetrieveTPUEmbeddingAdagradParameters
RetrieveTPUEmbeddingAdagradParametersGradAccumDebug
RetrieveTPUEmbeddingCenteredRMSPropParameters
RetrieveTPUEmbeddingFTRLParameters
RetrieveTPUEmbeddingFTRLParametersGradAccumDebug
RetrieveTPUEmbeddingMDLAdagradLightParameters
RetrieveTPUEmbeddingMomentumParameters
RetrieveTPUEmbeddingMomentumParametersGradAccumDebug
RetrieveTPUEmbeddingProximalAdagradParameters
RetrieveTPUEmbeddingProximalAdagradParametersGradAccumDebug
RetrieveTPUEmbeddingProximalYogiParameters
RetrieveTPUEmbeddingProximalYogiParametersGradAccumDebug
RetrieveTPUEmbeddingRMSPropParameters
RetrieveTPUEmbeddingRMSPropParametersGradAccumDebug
RetrieveTPUEmbeddingStochasticGradientDescentParameters
RetrieveTPUEmbeddingStochasticGradientDescentParametersGradAccumDebug
Reverse
ReverseSequence
ReverseV2
RightShift
Rint
RngReadAndSkip
RngSkip
Roll
Round
Rsqrt
RsqrtGrad
SampleDistortedBoundingBox
SampleDistortedBoundingBoxV2
SamplingDataset
Save
SaveDataset
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
SnapshotDatasetV2
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
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
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
WorkerHeartbeat
WrapDatasetVariant
WriteAudioSummary
WriteFile
WriteGraphSummary
WriteHistogramSummary
WriteImageSummary
WriteRawProtoSummary
WriteScalarSummary
WriteSummary
Xdivy
Xlog1py
Xlogy
ZerosLike
Zeta
ZipDataset
tf.saved_model
Overview
Asset
LoadOptions
SaveOptions
contains_saved_model
load
save
experimental
Overview
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
inverse_stft_window_fn
irfft
irfft2d
irfft3d
kaiser_bessel_derived_window
kaiser_window
linear_to_mel_weight_matrix
mdct
mfccs_from_log_mel_spectrograms
overlap_and_add
rfft
rfft2d
rfft3d
stft
vorbis_window
tf.sparse
Overview
SparseTensor
add
bincount
concat
cross
cross_hashed
expand_dims
eye
fill_empty_rows
from_dense
map_values
mask
maximum
minimum
reduce_max
reduce_sum
reorder
reset_shape
reshape
retain
segment_mean
segment_sqrt_n
segment_sum
slice
softmax
sparse_dense_matmul
split
to_dense
to_indicator
transpose
tf.strings
Overview
as_string
bytes_split
format
join
length
lower
ngrams
reduce_join
regex_full_match
regex_replace
split
strip
substr
to_hash_bucket
to_hash_bucket_fast
to_hash_bucket_strong
to_number
unicode_decode
unicode_decode_with_offsets
unicode_encode
unicode_script
unicode_split
unicode_split_with_offsets
unicode_transcode
unsorted_segment_join
upper
tf.summary
Overview
SummaryWriter
audio
create_file_writer
create_noop_writer
flush
graph
histogram
image
record_if
scalar
should_record_summaries
text
trace_export
trace_off
trace_on
write
experimental
Overview
get_step
set_step
summary_scope
write_raw_pb
tf.sysconfig
Overview
get_build_info
get_compile_flags
get_include
get_lib
get_link_flags
tf.test
Overview
Benchmark
TestCase
TestCase.failureException
assert_equal_graph_def
benchmark_config
compute_gradient
create_local_cluster
gpu_device_name
is_built_with_cuda
is_built_with_gpu_support
is_built_with_rocm
is_built_with_xla
is_gpu_available
main
tf.tpu
Overview
experimental
Overview
DeviceAssignment
TPUSystemMetadata
Topology
initialize_tpu_system
shutdown_tpu_system
embedding
Overview
Adagrad
Adam
FeatureConfig
SGD
TPUEmbedding
TableConfig
serving_embedding_lookup
tf.train
Overview
BytesList
Checkpoint
CheckpointManager
CheckpointOptions
ClusterDef
ClusterSpec
Coordinator
Example
ExponentialMovingAverage
Feature
FeatureList
FeatureLists
FeatureLists.FeatureListEntry
Features
Features.FeatureEntry
FloatList
Int64List
JobDef
JobDef.TasksEntry
SequenceExample
ServerDef
checkpoints_iterator
get_checkpoint_state
latest_checkpoint
list_variables
load_checkpoint
load_variable
experimental
Overview
PythonState
disable_mixed_precision_graph_rewrite
enable_mixed_precision_graph_rewrite
tf.types
Overview
experimental
Overview
TensorLike
tf.version
Overview
tf.xla
Overview
experimental
Overview
compile
jit_scope
Introduction
TensorFlow
For JavaScript
For Mobile & IoT
For Production
Swift for TensorFlow (in beta)
TensorFlow (r2.3)
r1.15
Versions…
TensorFlow.js
TensorFlow Lite
TFX
Models & datasets
Tools
Libraries & extensions
TensorFlow Certificate program
Learn ML
Responsible AI
About
Case studies
Trusted Partner Program
TensorFlow
API
TensorFlow Core v2.3.0
Python
tf.compat.v1.op_scope
