tensorflow::ops::AddSparseToTensorsMap

#include <sparse_ops.h>

Add a SparseTensor to a SparseTensorsMap return its handle.

Summary

A SparseTensor is represented by three tensors: sparse_indices, sparse_values, and sparse_shape.

This operator takes the given SparseTensor and adds it to a container object (a SparseTensorsMap). A unique key within this container is generated in the form of an int64, and this is the value that is returned.

The SparseTensor can then be read out as part of a minibatch by passing the key as a vector element to TakeManySparseFromTensorsMap. To ensure the correct SparseTensorsMap is accessed, ensure that the same container and shared_name are passed to that Op. If no shared_name is provided here, instead use the name of the Operation created by calling AddSparseToTensorsMap as the shared_name passed to TakeManySparseFromTensorsMap. Ensure the Operations are colocated.

Args:

  • scope: A Scope object
  • sparse_indices: 2-D. The indices of the SparseTensor.
  • sparse_values: 1-D. The values of the SparseTensor.
  • sparse_shape: 1-D. The shape of the SparseTensor.

Optional attributes (see Attrs):

  • container: The container name for the SparseTensorsMap created by this op.
  • shared_name: The shared name for the SparseTensorsMap created by this op. If blank, the new Operation's unique name is used.

Returns:

  • Output: 0-D. The handle of the SparseTensor now stored in the SparseTensorsMap.

Constructors and Destructors
AddSparseToTensorsMap(const ::tensorflow::Scope & scope, ::tensorflow::Input sparse_indices, ::tensorflow::Input sparse_values, ::tensorflow::Input sparse_shape)
AddSparseToTensorsMap(const ::tensorflow::Scope & scope, ::tensorflow::Input sparse_indices, ::tensorflow::Input sparse_values, ::tensorflow::Input sparse_shape, const AddSparseToTensorsMap::Attrs & attrs)

Public attributes
operation
sparse_handle

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::AddSparseToTensorsMap::Attrs

Optional attribute setters for AddSparseToTensorsMap.

Public attributes

operation

Operation operation

sparse_handle

::tensorflow::Output sparse_handle

Public functions

AddSparseToTensorsMap

 AddSparseToTensorsMap(
  const ::tensorflow::Scope & scope,
  ::tensorflow::Input sparse_indices,
  ::tensorflow::Input sparse_values,
  ::tensorflow::Input sparse_shape
)

AddSparseToTensorsMap

 AddSparseToTensorsMap(
  const ::tensorflow::Scope & scope,
  ::tensorflow::Input sparse_indices,
  ::tensorflow::Input sparse_values,
  ::tensorflow::Input sparse_shape,
  const AddSparseToTensorsMap::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
)