Add an N
-minibatch SparseTensor
to a SparseTensorsMap
, return N
handles.
tf.raw_ops.AddManySparseToTensorsMap( sparse_indices, sparse_values, sparse_shape, container='', shared_name='', name=None )
A SparseTensor
of rank R
is represented by three tensors: sparse_indices
, sparse_values
, and sparse_shape
, where
sparse_indices.shape[1] == sparse_shape.shape[0] == R
An N
-minibatch of SparseTensor
objects is represented as a SparseTensor
having a first sparse_indices
column taking values between [0, N)
, where the minibatch size N == sparse_shape[0]
.
The input SparseTensor
must have rank R
greater than 1, and the first dimension is treated as the minibatch dimension. Elements of the SparseTensor
must be sorted in increasing order of this first dimension. The stored SparseTensor
objects pointed to by each row of the output sparse_handles
will have rank R-1
.
The SparseTensor
values can then be read out as part of a minibatch by passing the given keys as vector elements to TakeManySparseFromTensorsMap
. To ensure the correct SparseTensorsMap
is accessed, ensure that the same container
and shared_name
are passed to that Op. If no shared_name
is provided here, instead use the name of the Operation created by calling AddManySparseToTensorsMap
as the shared_name
passed to TakeManySparseFromTensorsMap
. Ensure the Operations are colocated.
Args | |
---|---|
sparse_indices | A Tensor of type int64 . 2-D. The indices of the minibatch SparseTensor . sparse_indices[:, 0] must be ordered values in [0, N) . |
sparse_values | A Tensor . 1-D. The values of the minibatch SparseTensor . |
sparse_shape | A Tensor of type int64 . 1-D. The shape of the minibatch SparseTensor . The minibatch size N == sparse_shape[0] . |
container | An optional string . Defaults to "" . The container name for the SparseTensorsMap created by this op. |
shared_name | An optional string . Defaults to "" . The shared name for the SparseTensorsMap created by this op. If blank, the new Operation's unique name is used. |
name | A name for the operation (optional). |
Returns | |
---|---|
A Tensor of type int64 . |
© 2020 The TensorFlow Authors. All rights reserved.
Licensed under the Creative Commons Attribution License 3.0.
Code samples licensed under the Apache 2.0 License.
https://www.tensorflow.org/versions/r2.4/api_docs/python/tf/raw_ops/AddManySparseToTensorsMap