LostTech.TensorFlow : API Documentation

Type GraphKeys

Namespace tensorflow

Parent PythonObjectContainer

Interfaces IGraphKeys

Standard names to use for graph collections.

The standard library uses various well-known names to collect and retrieve values associated with a graph. For example, the `tf.Optimizer` subclasses default to optimizing the variables collected under tf.GraphKeys.TRAINABLE_VARIABLES if none is specified, but it is also possible to pass an explicit list of variables.

The following standard keys are defined:

* `GLOBAL_VARIABLES`: the default collection of `Variable` objects, shared across distributed environment (model variables are subset of these). See `tf.compat.v1.global_variables` for more details. Commonly, all `TRAINABLE_VARIABLES` variables will be in `MODEL_VARIABLES`, and all `MODEL_VARIABLES` variables will be in `GLOBAL_VARIABLES`. * `LOCAL_VARIABLES`: the subset of `Variable` objects that are local to each machine. Usually used for temporarily variables, like counters. Note: use tf.contrib.framework.local_variable to add to this collection. * `MODEL_VARIABLES`: the subset of `Variable` objects that are used in the model for inference (feed forward). Note: use tf.contrib.framework.model_variable to add to this collection. * `TRAINABLE_VARIABLES`: the subset of `Variable` objects that will be trained by an optimizer. See `tf.compat.v1.trainable_variables` for more details. * `SUMMARIES`: the summary `Tensor` objects that have been created in the graph. See `tf.compat.v1.summary.merge_all` for more details. * `QUEUE_RUNNERS`: the `QueueRunner` objects that are used to produce input for a computation. See `tf.compat.v1.train.start_queue_runners` for more details. * `MOVING_AVERAGE_VARIABLES`: the subset of `Variable` objects that will also keep moving averages. See `tf.compat.v1.moving_average_variables` for more details. * `REGULARIZATION_LOSSES`: regularization losses collected during graph construction.

The following standard keys are _defined_, but their collections are **not** automatically populated as many of the others are:

* `WEIGHTS` * `BIASES` * `ACTIVATIONS`

Methods

Properties

Fields

Public instance methods

object VARIABLES_dyn<TClass>()

TClass VARIABLES<TClass>()

Public properties

object ACTIVATIONS_dyn get; set;

object ASSET_FILEPATHS_dyn get; set;

object BIASES_dyn get; set;

object CONCATENATED_VARIABLES_dyn get; set;

object COND_CONTEXT_dyn get; set;

object EVAL_STEP_dyn get; set;

object GLOBAL_STEP_dyn get; set;

object GLOBAL_VARIABLES_dyn get; set;

object INIT_OP_dyn get; set;

object LOCAL_INIT_OP_dyn get; set;

object LOCAL_RESOURCES_dyn get; set;

object LOCAL_VARIABLES_dyn get; set;

object LOSSES_dyn get; set;

object METRIC_VARIABLES_dyn get; set;

object MODEL_VARIABLES_dyn get; set;

object MOVING_AVERAGE_VARIABLES_dyn get; set;

object PythonObject get;

object QUEUE_RUNNERS_dyn get; set;

object READY_FOR_LOCAL_INIT_OP_dyn get; set;

object READY_OP_dyn get; set;

object REGULARIZATION_LOSSES_dyn get; set;

object RESOURCES_dyn get; set;

object SAVEABLE_OBJECTS_dyn get; set;

object SAVERS_dyn get; set;

object SUMMARIES_dyn get; set;

object SUMMARY_OP_dyn get; set;

object TABLE_INITIALIZERS_dyn get; set;

object TRAIN_OP_dyn get; set;

object TRAINABLE_RESOURCE_VARIABLES_dyn get; set;

object TRAINABLE_VARIABLES_dyn get; set;

object UPDATE_OPS_dyn get; set;

object WEIGHTS_dyn get; set;

object WHILE_CONTEXT_dyn get; set;

Public fields

string GLOBAL_VARIABLES

return string

string LOCAL_VARIABLES

return string

string METRIC_VARIABLES

return string

string MODEL_VARIABLES

return string

string TRAINABLE_VARIABLES

return string

string ASSET_FILEPATHS

return string

string SUMMARIES

return string

string QUEUE_RUNNERS

return string

string REGULARIZATION_LOSSES

return string

string MOVING_AVERAGE_VARIABLES

return string

string SAVERS

return string

string CONCATENATED_VARIABLES

return string

string TABLE_INITIALIZERS

return string

string WEIGHTS

return string

string ACTIVATIONS

return string

string LOSSES

return string

string SAVEABLE_OBJECTS

return string

string TRAINABLE_RESOURCE_VARIABLES

return string

string UPDATE_OPS

return string

string LOCAL_INIT_OP

return string

string RESOURCES

return string

string BIASES

return string

string READY_OP

return string

string EVAL_STEP

return string

string INIT_OP

return string

string SUMMARY_OP

return string

string LOCAL_RESOURCES

return string

string READY_FOR_LOCAL_INIT_OP

return string

string TRAIN_OP

return string

string GLOBAL_STEP

return string

string COND_CONTEXT

return string

string WHILE_CONTEXT

return string