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 = []
.
Args:
- 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 |
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ScatterMax(const ::tensorflow::Scope & scope, ::tensorflow::Input ref, ::tensorflow::Input indices, ::tensorflow::Input updates)
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ScatterMax(const ::tensorflow::Scope & scope, ::tensorflow::Input ref, ::tensorflow::Input indices, ::tensorflow::Input updates, const ScatterMax::Attrs & attrs)
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Public attributes |
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operation
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output_ref
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Public functions |
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node() const
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::tensorflow::Node *
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operator::tensorflow::Input() const
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operator::tensorflow::Output() const
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Public static functions |
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UseLocking(bool x)
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Structs |
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tensorflow:: |
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 )