tensorflow::ops::ScatterMax
#include <state_ops.h>
Reduces sparse updates into a variable reference using the max
operation.
Summary
This operation computes
# Scalar indices ref[indices, ...] = max(ref[indices, ...], updates[...]) # Vector indices (for each i) ref[indices[i], ...] = max(ref[indices[i], ...], updates[i, ...]) # High rank indices (for each i, ..., j) ref[indices[i, ..., j], ...] = max(ref[indices[i, ..., j], ...], updates[i, ..., j, ...])
This operation outputs ref
after the update is done. This makes it easier to chain operations that need to use the reset value.
Duplicate entries are handled correctly: if multiple indices
reference the same location, their contributions combine.
Requires updates.shape = indices.shape + ref.shape[1:]
or updates.shape = []
.
Arguments:
- scope: A Scope object
- ref: Should be from a
Variable
node. - indices: A tensor of indices into the first dimension of
ref
. - updates: A tensor of updated values to reduce into
ref
.
Optional attributes (see Attrs
):
- use_locking: If True, the update will be protected by a lock; otherwise the behavior is undefined, but may exhibit less contention.
Returns:
-
Output
: = Same asref
. Returned as a convenience for operations that want to use the updated values after the update is done.
Constructors and Destructors | |
---|---|
ScatterMax(const ::tensorflow::Scope & scope, ::tensorflow::Input ref, ::tensorflow::Input indices, ::tensorflow::Input updates) | |
ScatterMax(const ::tensorflow::Scope & scope, ::tensorflow::Input ref, ::tensorflow::Input indices, ::tensorflow::Input updates, const ScatterMax::Attrs & attrs) |
Public attributes | |
---|---|
operation | |
output_ref |
Public functions | |
---|---|
node() const | ::tensorflow::Node * |
operator::tensorflow::Input() const | |
operator::tensorflow::Output() const |
Public static functions | |
---|---|
UseLocking(bool x) |
Structs | |
---|---|
tensorflow::ops::ScatterMax::Attrs | Optional attribute setters for ScatterMax. |
Public attributes
operation
Operation operation
output_ref
::tensorflow::Output output_ref
Public functions
ScatterMax
ScatterMax( const ::tensorflow::Scope & scope, ::tensorflow::Input ref, ::tensorflow::Input indices, ::tensorflow::Input updates )
ScatterMax
ScatterMax( const ::tensorflow::Scope & scope, ::tensorflow::Input ref, ::tensorflow::Input indices, ::tensorflow::Input updates, const ScatterMax::Attrs & attrs )
node
::tensorflow::Node * node() const
operator::tensorflow::Input
operator::tensorflow::Input() const
operator::tensorflow::Output
operator::tensorflow::Output() const
Public static functions
UseLocking
Attrs UseLocking( bool 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/scatter-max