tensorflow::ops::Variable

#include <state_ops.h>

Holds state in the form of a tensor that persists across steps.

Summary

Outputs a ref to the tensor state so it may be read or modified. TODO(zhifengc/mrry): Adds a pointer to a more detail document about sharing states in tensorflow.

Args:

  • scope: A Scope object
  • shape: The shape of the variable tensor.
  • dtype: The type of elements in the variable tensor.

Optional attributes (see Attrs):

  • container: If non-empty, this variable is placed in the given container. Otherwise, a default container is used.
  • shared_name: If non-empty, this variable is named in the given bucket with this shared_name. Otherwise, the node name is used instead.

Returns:

  • Output: A reference to the variable tensor.

Constructors and Destructors
Variable(const ::tensorflow::Scope & scope, PartialTensorShape shape, DataType dtype)
Variable(const ::tensorflow::Scope & scope, PartialTensorShape shape, DataType dtype, const Variable::Attrs & attrs)

Public attributes
operation
ref

Public functions
node() const
::tensorflow::Node *
operator::tensorflow::Input() const
operator::tensorflow::Output() const

Public static functions
Container(StringPiece x)
SharedName(StringPiece x)

Structs
tensorflow::ops::Variable::Attrs

Optional attribute setters for Variable.

Public attributes

operation

Operation operation

ref

::tensorflow::Output ref

Public functions

Variable

 Variable(
  const ::tensorflow::Scope & scope,
  PartialTensorShape shape,
  DataType dtype
)

Variable

 Variable(
  const ::tensorflow::Scope & scope,
  PartialTensorShape shape,
  DataType dtype,
  const Variable::Attrs & attrs
)

node

::tensorflow::Node * node() const

operator::tensorflow::Input

 operator::tensorflow::Input() const

operator::tensorflow::Output

 operator::tensorflow::Output() const

Public static functions

Container

Attrs Container(
  StringPiece x
)

SharedName

Attrs SharedName(
  StringPiece x
)