Applies sparse `updates` to individual values or slices within a given
variable according to `indices`.
`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 update 4 scattered elements to a rank-1 tensor to
8 elements. In Python, that update would look like this:
ref = tf.Variable([1, 2, 3, 4, 5, 6, 7, 8])
indices = tf.constant([[4], [3], [1] ,[7]])
updates = tf.constant([9, 10, 11, 12])
update = tf.scatter_nd_update(ref, indices, updates)
with tf.Session() as sess:
print sess.run(update)
The resulting update to ref would look like this:
[1, 11, 3, 10, 9, 6, 7, 12]
See tf.scatter_nd
for more details about how to make updates to
slices.
Nested Classes
class | ResourceScatterNdUpdate.Options | Optional attributes for ResourceScatterNdUpdate
|
Constants
String | OP_NAME | The name of this op, as known by TensorFlow core engine |
Public Methods
static ResourceScatterNdUpdate | |
static ResourceScatterNdUpdate.Options |
useLocking(Boolean useLocking)
|
Inherited Methods
Constants
public static final String OP_NAME
The name of this op, as known by TensorFlow core engine
Public Methods
public static ResourceScatterNdUpdate create (Scope scope, Operand<?> ref, Operand<? extends TNumber> indices, Operand<? extends TType> updates, Options... options)
Factory method to create a class wrapping a new ResourceScatterNdUpdate operation.
Parameters
scope | current scope |
---|---|
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 updated values to add to ref. |
options | carries optional attributes values |
Returns
- a new instance of ResourceScatterNdUpdate
public static ResourceScatterNdUpdate.Options useLocking (Boolean useLocking)
Parameters
useLocking | 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. |
---|