tf.unique(x, out_idx=None, name=None)
See the guide: Math > Sequence Comparison and Indexing
Finds unique elements in a 1-D tensor.
This operation returns a tensor y
containing all of the unique elements of x
sorted in the same order that they occur in x
. This operation also returns a tensor idx
the same size as x
that contains the index of each value of x
in the unique output y
. In other words:
y[idx[i]] = x[i] for i in [0, 1,...,rank(x) - 1]
For example:
# tensor 'x' is [1, 1, 2, 4, 4, 4, 7, 8, 8] y, idx = unique(x) y ==> [1, 2, 4, 7, 8] idx ==> [0, 0, 1, 2, 2, 2, 3, 4, 4]
x
: A Tensor
. 1-D.out_idx
: An optional tf.DType
from: tf.int32, tf.int64
. Defaults to tf.int32
.name
: A name for the operation (optional).A tuple of Tensor
objects (y, idx). y
: A Tensor
. Has the same type as x
. 1-D. idx
: A Tensor
of type out_idx
. 1-D.
Defined in tensorflow/python/ops/gen_array_ops.py
.
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Licensed under the Creative Commons Attribution License 3.0.
Code samples licensed under the Apache 2.0 License.
https://www.tensorflow.org/api_docs/python/tf/unique