tensorflow::ops::SparseConditionalAccumulator

#include <data_flow_ops.h>

A conditional accumulator for aggregating sparse gradients.

Summary

The accumulator accepts gradients marked with local_step greater or equal to the most recent global_step known to the accumulator. The average can be extracted from the accumulator, provided sufficient gradients have been accumulated. Extracting the average automatically resets the aggregate to 0, and increments the global_step recorded by the accumulator.

Arguments:

  • scope: A Scope object
  • dtype: The type of the value being accumulated.
  • shape: The shape of the values.

Optional attributes (see Attrs):

  • container: If non-empty, this accumulator is placed in the given container. Otherwise, a default container is used.
  • shared_name: If non-empty, this accumulator will be shared under the given name across multiple sessions.

Returns:

  • Output: The handle to the accumulator.
Constructors and Destructors
SparseConditionalAccumulator(const ::tensorflow::Scope & scope, DataType dtype, PartialTensorShape shape)
SparseConditionalAccumulator(const ::tensorflow::Scope & scope, DataType dtype, PartialTensorShape shape, const SparseConditionalAccumulator::Attrs & attrs)
Public attributes
handle
operation
Public functions
node() const
::tensorflow::Node *
operator::tensorflow::Input() const
operator::tensorflow::Output() const
Public static functions
Container(StringPiece x)
ReductionType(StringPiece x)
SharedName(StringPiece x)
Structs
tensorflow::ops::SparseConditionalAccumulator::Attrs

Optional attribute setters for SparseConditionalAccumulator.

Public attributes

handle

::tensorflow::Output handle

operation

Operation operation

Public functions

SparseConditionalAccumulator

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

SparseConditionalAccumulator

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

ReductionType

Attrs ReductionType(
  StringPiece x
)

SharedName

Attrs SharedName(
  StringPiece x
)

© 2020 The TensorFlow Authors. All rights reserved.
Licensed under the Creative Commons Attribution License 4.0.
Code samples licensed under the Apache 2.0 License.
https://www.tensorflow.org/versions/r2.4/api_docs/cc/class/tensorflow/ops/sparse-conditional-accumulator