tf.raw_ops.TopK
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Finds values and indices of the k
largest elements for the last dimension.
tf.raw_ops.TopK(
input, k, sorted=True, name=None
)
If the input is a vector (rank-1), finds the k
largest entries in the vector
and outputs their values and indices as vectors. Thus values[j]
is the
j
-th largest entry in input
, and its index is indices[j]
.
For matrices (resp. higher rank input), computes the top k
entries in each
row (resp. vector along the last dimension). Thus,
values.shape = indices.shape = input.shape[:-1] + [k]
If two elements are equal, the lower-index element appears first.
If k
varies dynamically, use TopKV2
below.
Args |
input
|
A Tensor . Must be one of the following types: float32 , float64 , int32 , uint8 , int16 , int8 , int64 , bfloat16 , uint16 , half , uint32 , uint64 .
1-D or higher with last dimension at least k .
|
k
|
An int that is >= 0 .
Number of top elements to look for along the last dimension (along each
row for matrices).
|
sorted
|
An optional bool . Defaults to True .
If true the resulting k elements will be sorted by the values in
descending order.
|
name
|
A name for the operation (optional).
|
Returns |
A tuple of Tensor objects (values, indices).
|
values
|
A Tensor . Has the same type as input .
|
indices
|
A Tensor of type int32 .
|
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Last updated 2022-10-27 UTC.
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