tensorflow::ops::OneHot

#include <array_ops.h>

Returns a one-hot tensor.

Summary

The locations represented by indices in indices take value on_value, while all other locations take value off_value.

If the input indices is rank N, the output will have rank N+1, The new axis is created at dimension axis (default: the new axis is appended at the end).

If indices is a scalar the output shape will be a vector of length depth.

If indices is a vector of length features, the output shape will be:

features x depth if axis == -1
depth x features if axis == 0

If indices is a matrix (batch) with shape [batch, features], the output shape will be:

batch x features x depth if axis == -1
batch x depth x features if axis == 1
depth x batch x features if axis == 0

Examples

Suppose that

indices = [0, 2, -1, 1]
depth = 3
on_value = 5.0
off_value = 0.0
axis = -1

Then output is [4 x 3]:

```output =
  [5.0 0.0 0.0]  // one_hot(0)
  [0.0 0.0 5.0]  // one_hot(2)
  [0.0 0.0 0.0]  // one_hot(-1)
  [0.0 5.0 0.0]  // one_hot(1)


  Suppose that
  indices = [0, 2, -1, 1] depth = 3 on_value = 0.0 off_value = 3.0 axis = 0 
  
    Then output is `[3 x 4]`:
  
  output = [0.0 3.0 3.0 3.0] [3.0 3.0 3.0 0.0] [3.0 3.0 3.0 3.0] [3.0 0.0 3.0 3.0] // ^ one_hot(0) // ^ one_hot(2) // ^ one_hot(-1) // ^ one_hot(1) 
Suppose that
   indices = [[0, 2], [1, -1]] depth = 3 on_value = 1.0 off_value = 0.0 axis = -1 
  
    Then output is `[2 x 2 x 3]`:
  
  output = [ [1.0, 0.0, 0.0] // one_hot(0) [0.0, 0.0, 1.0] // one_hot(2) ][ [0.0, 1.0, 0.0] // one_hot(1) [0.0, 0.0, 0.0] // one_hot(-1) ]
  
    Arguments:
* scope: A Scope object
* indices: A tensor of indices.
* depth: A scalar defining the depth of the one hot dimension.
* on_value: A scalar defining the value to fill in output when indices[j] = i.
* off_value: A scalar defining the value to fill in output when indices[j] != i.
  
  
    Optional attributes (see Attrs):
* axis: The axis to fill (default: -1, a new inner-most axis).
  
  
    Returns:
* Output: The one-hot tensor.  

  
  

Public attributes

::tensorflow::Output output

Public functions

 OneHot(
  const ::tensorflow::Scope & scope,
  ::tensorflow::Input indices,
  ::tensorflow::Input depth,
  ::tensorflow::Input on_value,
  ::tensorflow::Input off_value
)

 OneHot(
  const ::tensorflow::Scope & scope,
  ::tensorflow::Input indices,
  ::tensorflow::Input depth,
  ::tensorflow::Input on_value,
  ::tensorflow::Input off_value,
  const OneHot::Attrs & attrs
)

::tensorflow::Node * node() const 

operator::tensorflow::Input() const 

operator::tensorflow::Output() const 

Public static functions

Attrs Axis(
  int64 x
)