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<!-- This file is machine generated: DO NOT EDIT! -->

# TensorFlow Python reference documentation

* **[Building Graphs](framework.md)**:
  * [`add_to_collection`](framework.md#add_to_collection)
  * [`as_dtype`](framework.md#as_dtype)
  * [`control_dependencies`](framework.md#control_dependencies)
  * [`convert_to_tensor`](framework.md#convert_to_tensor)
  * [`device`](framework.md#device)
  * [`Dimension`](framework.md#Dimension)
  * [`DType`](framework.md#DType)
  * [`get_collection`](framework.md#get_collection)
  * [`get_default_graph`](framework.md#get_default_graph)
  * [`get_seed`](framework.md#get_seed)
  * [`Graph`](framework.md#Graph)
  * [`GraphKeys`](framework.md#GraphKeys)
  * [`import_graph_def`](framework.md#import_graph_def)
  * [`name_scope`](framework.md#name_scope)
  * [`NoGradient`](framework.md#NoGradient)
  * [`op_scope`](framework.md#op_scope)
  * [`Operation`](framework.md#Operation)
  * [`RegisterGradient`](framework.md#RegisterGradient)
  * [`RegisterShape`](framework.md#RegisterShape)
  * [`Tensor`](framework.md#Tensor)
  * [`TensorShape`](framework.md#TensorShape)

* **[Constants, Sequences, and Random Values](constant_op.md)**:
  * [`constant`](constant_op.md#constant)
  * [`fill`](constant_op.md#fill)
  * [`linspace`](constant_op.md#linspace)
  * [`ones`](constant_op.md#ones)
  * [`ones_like`](constant_op.md#ones_like)
  * [`random_normal`](constant_op.md#random_normal)
  * [`random_shuffle`](constant_op.md#random_shuffle)
  * [`random_uniform`](constant_op.md#random_uniform)
  * [`range`](constant_op.md#range)
  * [`set_random_seed`](constant_op.md#set_random_seed)
  * [`truncated_normal`](constant_op.md#truncated_normal)
  * [`zeros`](constant_op.md#zeros)
  * [`zeros_like`](constant_op.md#zeros_like)

* **[Variables](state_ops.md)**:
  * [`all_variables`](state_ops.md#all_variables)
  * [`assert_variables_initialized`](state_ops.md#assert_variables_initialized)
  * [`assign`](state_ops.md#assign)
  * [`assign_add`](state_ops.md#assign_add)
  * [`assign_sub`](state_ops.md#assign_sub)
  * [`constant_initializer`](state_ops.md#constant_initializer)
  * [`count_up_to`](state_ops.md#count_up_to)
  * [`device`](state_ops.md#device)
  * [`get_checkpoint_state`](state_ops.md#get_checkpoint_state)
  * [`get_variable`](state_ops.md#get_variable)
  * [`get_variable_scope`](state_ops.md#get_variable_scope)
  * [`IndexedSlices`](state_ops.md#IndexedSlices)
  * [`initialize_all_variables`](state_ops.md#initialize_all_variables)
  * [`initialize_variables`](state_ops.md#initialize_variables)
  * [`latest_checkpoint`](state_ops.md#latest_checkpoint)
  * [`random_normal_initializer`](state_ops.md#random_normal_initializer)
  * [`random_uniform_initializer`](state_ops.md#random_uniform_initializer)
  * [`Saver`](state_ops.md#Saver)
  * [`scatter_add`](state_ops.md#scatter_add)
  * [`scatter_sub`](state_ops.md#scatter_sub)
  * [`scatter_update`](state_ops.md#scatter_update)
  * [`sparse_mask`](state_ops.md#sparse_mask)
  * [`trainable_variables`](state_ops.md#trainable_variables)
  * [`truncated_normal_initializer`](state_ops.md#truncated_normal_initializer)
  * [`uniform_unit_scaling_initializer`](state_ops.md#uniform_unit_scaling_initializer)
  * [`update_checkpoint_state`](state_ops.md#update_checkpoint_state)
  * [`Variable`](state_ops.md#Variable)
  * [`variable_scope`](state_ops.md#variable_scope)
  * [`zeros_initializer`](state_ops.md#zeros_initializer)

* **[Tensor Transformations](array_ops.md)**:
  * [`cast`](array_ops.md#cast)
  * [`concat`](array_ops.md#concat)
  * [`dynamic_partition`](array_ops.md#dynamic_partition)
  * [`dynamic_stitch`](array_ops.md#dynamic_stitch)
  * [`expand_dims`](array_ops.md#expand_dims)
  * [`gather`](array_ops.md#gather)
  * [`pack`](array_ops.md#pack)
  * [`pad`](array_ops.md#pad)
  * [`rank`](array_ops.md#rank)
  * [`reshape`](array_ops.md#reshape)
  * [`reverse`](array_ops.md#reverse)
  * [`reverse_sequence`](array_ops.md#reverse_sequence)
  * [`shape`](array_ops.md#shape)
  * [`size`](array_ops.md#size)
  * [`slice`](array_ops.md#slice)
  * [`split`](array_ops.md#split)
  * [`squeeze`](array_ops.md#squeeze)
  * [`string_to_number`](array_ops.md#string_to_number)
  * [`tile`](array_ops.md#tile)
  * [`to_bfloat16`](array_ops.md#to_bfloat16)
  * [`to_double`](array_ops.md#to_double)
  * [`to_float`](array_ops.md#to_float)
  * [`to_int32`](array_ops.md#to_int32)
  * [`to_int64`](array_ops.md#to_int64)
  * [`transpose`](array_ops.md#transpose)
  * [`unpack`](array_ops.md#unpack)

* **[Math](math_ops.md)**:
  * [`abs`](math_ops.md#abs)
  * [`accumulate_n`](math_ops.md#accumulate_n)
  * [`add`](math_ops.md#add)
  * [`add_n`](math_ops.md#add_n)
  * [`argmax`](math_ops.md#argmax)
  * [`argmin`](math_ops.md#argmin)
  * [`batch_cholesky`](math_ops.md#batch_cholesky)
  * [`batch_matmul`](math_ops.md#batch_matmul)
  * [`batch_matrix_determinant`](math_ops.md#batch_matrix_determinant)
  * [`batch_matrix_inverse`](math_ops.md#batch_matrix_inverse)
  * [`ceil`](math_ops.md#ceil)
  * [`cholesky`](math_ops.md#cholesky)
  * [`complex`](math_ops.md#complex)
  * [`complex_abs`](math_ops.md#complex_abs)
  * [`conj`](math_ops.md#conj)
  * [`cos`](math_ops.md#cos)
  * [`diag`](math_ops.md#diag)
  * [`div`](math_ops.md#div)
  * [`edit_distance`](math_ops.md#edit_distance)
  * [`exp`](math_ops.md#exp)
  * [`floor`](math_ops.md#floor)
  * [`imag`](math_ops.md#imag)
  * [`inv`](math_ops.md#inv)
  * [`invert_permutation`](math_ops.md#invert_permutation)
  * [`listdiff`](math_ops.md#listdiff)
  * [`log`](math_ops.md#log)
  * [`matmul`](math_ops.md#matmul)
  * [`matrix_determinant`](math_ops.md#matrix_determinant)
  * [`matrix_inverse`](math_ops.md#matrix_inverse)
  * [`maximum`](math_ops.md#maximum)
  * [`minimum`](math_ops.md#minimum)
  * [`mod`](math_ops.md#mod)
  * [`mul`](math_ops.md#mul)
  * [`neg`](math_ops.md#neg)
  * [`pow`](math_ops.md#pow)
  * [`real`](math_ops.md#real)
  * [`reduce_all`](math_ops.md#reduce_all)
  * [`reduce_any`](math_ops.md#reduce_any)
  * [`reduce_max`](math_ops.md#reduce_max)
  * [`reduce_mean`](math_ops.md#reduce_mean)
  * [`reduce_min`](math_ops.md#reduce_min)
  * [`reduce_prod`](math_ops.md#reduce_prod)
  * [`reduce_sum`](math_ops.md#reduce_sum)
  * [`round`](math_ops.md#round)
  * [`rsqrt`](math_ops.md#rsqrt)
  * [`segment_max`](math_ops.md#segment_max)
  * [`segment_mean`](math_ops.md#segment_mean)
  * [`segment_min`](math_ops.md#segment_min)
  * [`segment_prod`](math_ops.md#segment_prod)
  * [`segment_sum`](math_ops.md#segment_sum)
  * [`sign`](math_ops.md#sign)
  * [`sin`](math_ops.md#sin)
  * [`sparse_segment_mean`](math_ops.md#sparse_segment_mean)
  * [`sparse_segment_sum`](math_ops.md#sparse_segment_sum)
  * [`sqrt`](math_ops.md#sqrt)
  * [`square`](math_ops.md#square)
  * [`sub`](math_ops.md#sub)
  * [`transpose`](math_ops.md#transpose)
  * [`unique`](math_ops.md#unique)
  * [`unsorted_segment_sum`](math_ops.md#unsorted_segment_sum)
  * [`where`](math_ops.md#where)

* **[Control Flow](control_flow_ops.md)**:
  * [`add_check_numerics_ops`](control_flow_ops.md#add_check_numerics_ops)
  * [`Assert`](control_flow_ops.md#Assert)
  * [`check_numerics`](control_flow_ops.md#check_numerics)
  * [`count_up_to`](control_flow_ops.md#count_up_to)
  * [`equal`](control_flow_ops.md#equal)
  * [`greater`](control_flow_ops.md#greater)
  * [`greater_equal`](control_flow_ops.md#greater_equal)
  * [`group`](control_flow_ops.md#group)
  * [`identity`](control_flow_ops.md#identity)
  * [`is_finite`](control_flow_ops.md#is_finite)
  * [`is_inf`](control_flow_ops.md#is_inf)
  * [`is_nan`](control_flow_ops.md#is_nan)
  * [`less`](control_flow_ops.md#less)
  * [`less_equal`](control_flow_ops.md#less_equal)
  * [`logical_and`](control_flow_ops.md#logical_and)
  * [`logical_not`](control_flow_ops.md#logical_not)
  * [`logical_or`](control_flow_ops.md#logical_or)
  * [`logical_xor`](control_flow_ops.md#logical_xor)
  * [`no_op`](control_flow_ops.md#no_op)
  * [`not_equal`](control_flow_ops.md#not_equal)
  * [`Print`](control_flow_ops.md#Print)
  * [`select`](control_flow_ops.md#select)
  * [`tuple`](control_flow_ops.md#tuple)
  * [`verify_tensor_all_finite`](control_flow_ops.md#verify_tensor_all_finite)
  * [`where`](control_flow_ops.md#where)

* **[Images](image.md)**:
  * [`adjust_brightness`](image.md#adjust_brightness)
  * [`adjust_contrast`](image.md#adjust_contrast)
  * [`crop_to_bounding_box`](image.md#crop_to_bounding_box)
  * [`decode_jpeg`](image.md#decode_jpeg)
  * [`decode_png`](image.md#decode_png)
  * [`encode_jpeg`](image.md#encode_jpeg)
  * [`encode_png`](image.md#encode_png)
  * [`extract_glimpse`](image.md#extract_glimpse)
  * [`flip_left_right`](image.md#flip_left_right)
  * [`flip_up_down`](image.md#flip_up_down)
  * [`pad_to_bounding_box`](image.md#pad_to_bounding_box)
  * [`per_image_whitening`](image.md#per_image_whitening)
  * [`random_brightness`](image.md#random_brightness)
  * [`random_contrast`](image.md#random_contrast)
  * [`random_crop`](image.md#random_crop)
  * [`random_flip_left_right`](image.md#random_flip_left_right)
  * [`random_flip_up_down`](image.md#random_flip_up_down)
  * [`resize_area`](image.md#resize_area)
  * [`resize_bicubic`](image.md#resize_bicubic)
  * [`resize_bilinear`](image.md#resize_bilinear)
  * [`resize_image_with_crop_or_pad`](image.md#resize_image_with_crop_or_pad)
  * [`resize_images`](image.md#resize_images)
  * [`resize_nearest_neighbor`](image.md#resize_nearest_neighbor)
  * [`transpose_image`](image.md#transpose_image)

* **[Sparse Tensors](sparse_ops.md)**:
  * [`shape`](sparse_ops.md#shape)
  * [`sparse_concat`](sparse_ops.md#sparse_concat)
  * [`sparse_fill_empty_rows`](sparse_ops.md#sparse_fill_empty_rows)
  * [`sparse_reorder`](sparse_ops.md#sparse_reorder)
  * [`sparse_retain`](sparse_ops.md#sparse_retain)
  * [`sparse_tensor_to_dense`](sparse_ops.md#sparse_tensor_to_dense)
  * [`sparse_to_dense`](sparse_ops.md#sparse_to_dense)
  * [`sparse_to_indicator`](sparse_ops.md#sparse_to_indicator)
  * [`SparseTensor`](sparse_ops.md#SparseTensor)
  * [`SparseTensorValue`](sparse_ops.md#SparseTensorValue)

* **[Inputs and Readers](io_ops.md)**:
  * [`batch`](io_ops.md#batch)
  * [`batch_join`](io_ops.md#batch_join)
  * [`decode_csv`](io_ops.md#decode_csv)
  * [`decode_raw`](io_ops.md#decode_raw)
  * [`FIFOQueue`](io_ops.md#FIFOQueue)
  * [`FixedLengthRecordReader`](io_ops.md#FixedLengthRecordReader)
  * [`IdentityReader`](io_ops.md#IdentityReader)
  * [`limit_epochs`](io_ops.md#limit_epochs)
  * [`match_filenames_once`](io_ops.md#match_filenames_once)
  * [`matching_files`](io_ops.md#matching_files)
  * [`parse_example`](io_ops.md#parse_example)
  * [`parse_single_example`](io_ops.md#parse_single_example)
  * [`placeholder`](io_ops.md#placeholder)
  * [`QueueBase`](io_ops.md#QueueBase)
  * [`RandomShuffleQueue`](io_ops.md#RandomShuffleQueue)
  * [`range_input_producer`](io_ops.md#range_input_producer)
  * [`read_file`](io_ops.md#read_file)
  * [`ReaderBase`](io_ops.md#ReaderBase)
  * [`shuffle_batch`](io_ops.md#shuffle_batch)
  * [`shuffle_batch_join`](io_ops.md#shuffle_batch_join)
  * [`size`](io_ops.md#size)
  * [`slice_input_producer`](io_ops.md#slice_input_producer)
  * [`string_input_producer`](io_ops.md#string_input_producer)
  * [`TextLineReader`](io_ops.md#TextLineReader)
  * [`TFRecordReader`](io_ops.md#TFRecordReader)
  * [`WholeFileReader`](io_ops.md#WholeFileReader)

* **[Data IO (Python functions)](python_io.md)**:
  * [`tf_record_iterator`](python_io.md#tf_record_iterator)
  * [`TFRecordWriter`](python_io.md#TFRecordWriter)

* **[Neural Network](nn.md)**:
  * [`avg_pool`](nn.md#avg_pool)
  * [`bias_add`](nn.md#bias_add)
  * [`compute_accidental_hits`](nn.md#compute_accidental_hits)
  * [`conv2d`](nn.md#conv2d)
  * [`depthwise_conv2d`](nn.md#depthwise_conv2d)
  * [`dropout`](nn.md#dropout)
  * [`embedding_lookup`](nn.md#embedding_lookup)
  * [`fixed_unigram_candidate_sampler`](nn.md#fixed_unigram_candidate_sampler)
  * [`in_top_k`](nn.md#in_top_k)
  * [`l2_loss`](nn.md#l2_loss)
  * [`l2_normalize`](nn.md#l2_normalize)
  * [`learned_unigram_candidate_sampler`](nn.md#learned_unigram_candidate_sampler)
  * [`local_response_normalization`](nn.md#local_response_normalization)
  * [`log_uniform_candidate_sampler`](nn.md#log_uniform_candidate_sampler)
  * [`max_pool`](nn.md#max_pool)
  * [`max_pool_with_argmax`](nn.md#max_pool_with_argmax)
  * [`moments`](nn.md#moments)
  * [`nce_loss`](nn.md#nce_loss)
  * [`relu`](nn.md#relu)
  * [`relu6`](nn.md#relu6)
  * [`sampled_softmax_loss`](nn.md#sampled_softmax_loss)
  * [`separable_conv2d`](nn.md#separable_conv2d)
  * [`sigmoid`](nn.md#sigmoid)
  * [`sigmoid_cross_entropy_with_logits`](nn.md#sigmoid_cross_entropy_with_logits)
  * [`softmax`](nn.md#softmax)
  * [`softmax_cross_entropy_with_logits`](nn.md#softmax_cross_entropy_with_logits)
  * [`softplus`](nn.md#softplus)
  * [`tanh`](nn.md#tanh)
  * [`top_k`](nn.md#top_k)
  * [`uniform_candidate_sampler`](nn.md#uniform_candidate_sampler)

* **[Running Graphs](client.md)**:
  * [`AbortedError`](client.md#AbortedError)
  * [`AlreadyExistsError`](client.md#AlreadyExistsError)
  * [`CancelledError`](client.md#CancelledError)
  * [`DataLossError`](client.md#DataLossError)
  * [`DeadlineExceededError`](client.md#DeadlineExceededError)
  * [`FailedPreconditionError`](client.md#FailedPreconditionError)
  * [`get_default_session`](client.md#get_default_session)
  * [`InternalError`](client.md#InternalError)
  * [`InvalidArgumentError`](client.md#InvalidArgumentError)
  * [`NotFoundError`](client.md#NotFoundError)
  * [`OpError`](client.md#OpError)
  * [`OutOfRangeError`](client.md#OutOfRangeError)
  * [`PermissionDeniedError`](client.md#PermissionDeniedError)
  * [`ResourceExhaustedError`](client.md#ResourceExhaustedError)
  * [`Session`](client.md#Session)
  * [`UnauthenticatedError`](client.md#UnauthenticatedError)
  * [`UnavailableError`](client.md#UnavailableError)
  * [`UnimplementedError`](client.md#UnimplementedError)
  * [`UnknownError`](client.md#UnknownError)

* **[Training](train.md)**:
  * [`AdagradOptimizer`](train.md#AdagradOptimizer)
  * [`AdamOptimizer`](train.md#AdamOptimizer)
  * [`add_queue_runner`](train.md#add_queue_runner)
  * [`AggregationMethod`](train.md#AggregationMethod)
  * [`clip_by_average_norm`](train.md#clip_by_average_norm)
  * [`clip_by_global_norm`](train.md#clip_by_global_norm)
  * [`clip_by_norm`](train.md#clip_by_norm)
  * [`clip_by_value`](train.md#clip_by_value)
  * [`Coordinator`](train.md#Coordinator)
  * [`exponential_decay`](train.md#exponential_decay)
  * [`ExponentialMovingAverage`](train.md#ExponentialMovingAverage)
  * [`FtrlOptimizer`](train.md#FtrlOptimizer)
  * [`global_norm`](train.md#global_norm)
  * [`global_step`](train.md#global_step)
  * [`GradientDescentOptimizer`](train.md#GradientDescentOptimizer)
  * [`gradients`](train.md#gradients)
  * [`histogram_summary`](train.md#histogram_summary)
  * [`image_summary`](train.md#image_summary)
  * [`merge_all_summaries`](train.md#merge_all_summaries)
  * [`merge_summary`](train.md#merge_summary)
  * [`MomentumOptimizer`](train.md#MomentumOptimizer)
  * [`Optimizer`](train.md#Optimizer)
  * [`QueueRunner`](train.md#QueueRunner)
  * [`RMSPropOptimizer`](train.md#RMSPropOptimizer)
  * [`scalar_summary`](train.md#scalar_summary)
  * [`start_queue_runners`](train.md#start_queue_runners)
  * [`stop_gradient`](train.md#stop_gradient)
  * [`summary_iterator`](train.md#summary_iterator)
  * [`SummaryWriter`](train.md#SummaryWriter)
  * [`write_graph`](train.md#write_graph)
  * [`zero_fraction`](train.md#zero_fraction)

<div class="sections-order" style="display: none;">
<!--
<!-- framework.md -->
<!-- constant_op.md -->
<!-- state_ops.md -->
<!-- array_ops.md -->
<!-- math_ops.md -->
<!-- control_flow_ops.md -->
<!-- image.md -->
<!-- sparse_ops.md -->
<!-- io_ops.md -->
<!-- python_io.md -->
<!-- nn.md -->
<!-- client.md -->
<!-- train.md -->
-->
</div>