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tensorflow:: ops:: ResourceScatterNdSub

#include <state_ops.h>

Applies sparse subtraction to individual values or slices in a Variable .

Summary

ref is a Tensor with rank P and indices is a Tensor of rank Q .

indices must be integer tensor, containing indices into ref . It must be shape [d_0, ..., d_{Q-2}, K] where 0 < K <= P .

The innermost dimension of indices (with length K ) corresponds to indices into elements (if K = P ) or slices (if K < P ) along the K th dimension of ref .

updates is Tensor of rank Q-1+P-K with shape:

[d_0, ..., d_{Q-2}, ref.shape[K], ..., ref.shape[P-1]]

For example, say we want to subtract 4 scattered elements from a rank-1 tensor with 8 elements. In Python, that subtraction would look like this:

ref = tf.Variable([1, 2, 3, 4, 5, 6, 7, 8], use_resource=True)
indices = tf.constant([[4], [3], [1], [7]])
updates = tf.constant([9, 10, 11, 12])
sub = tf.scatter_nd_sub(ref, indices, updates)
with tf.Session() as sess:
  print sess.run(sub)

The resulting update to ref would look like this:

[1, -9, 3, -6, -4, 6, 7, -4]

See tf.scatter_nd for more details about how to make updates to slices.

Args:

  • scope: A Scope object
  • ref: A resource handle. Must be from a VarHandleOp.
  • indices: A Tensor . Must be one of the following types: int32, int64. A tensor of indices into ref.
  • updates: A Tensor . Must have the same type as ref. A tensor of values to add to ref.

Optional attributes (see Attrs ):

  • use_locking: An optional bool. Defaults to True. If True, the assignment will be protected by a lock; otherwise the behavior is undefined, but may exhibit less contention.

Returns:

Constructors and Destructors

ResourceScatterNdSub (const :: tensorflow::Scope & scope, :: tensorflow::Input ref, :: tensorflow::Input indices, :: tensorflow::Input updates)
ResourceScatterNdSub (const :: tensorflow::Scope & scope, :: tensorflow::Input ref, :: tensorflow::Input indices, :: tensorflow::Input updates, const ResourceScatterNdSub::Attrs & attrs)

Public attributes

operation

Public functions

operator::tensorflow::Operation () const

Public static functions

UseLocking (bool x)

Structs

tensorflow:: ops:: ResourceScatterNdSub:: Attrs

Optional attribute setters for ResourceScatterNdSub .

Public attributes

operation

Operation operation

Public functions

ResourceScatterNdSub

 ResourceScatterNdSub(
  const ::tensorflow::Scope & scope,
  ::tensorflow::Input ref,
  ::tensorflow::Input indices,
  ::tensorflow::Input updates
)

ResourceScatterNdSub

 ResourceScatterNdSub(
  const ::tensorflow::Scope & scope,
  ::tensorflow::Input ref,
  ::tensorflow::Input indices,
  ::tensorflow::Input updates,
  const ResourceScatterNdSub::Attrs & attrs
)

operator::tensorflow::Operation

 operator::tensorflow::Operation() const 

Public static functions

UseLocking

Attrs UseLocking(
  bool x
)