TensorFlow - Dense Vector To One-hot
Suppose I have the following tensor: T = [[0.1, 0.3, 0.7], [0.2, 0.5, 0.3], [0.1, 0.1, 0.8]] I want to transform this into a one-hot tensor, such that the indexes with t
Solution 1:
I don't know if there's a way to do this in one step, but there's a one_hot
function in tensorflow:
import tensorflow as tf
T = tf.constant([[0.1, 0.3, 0.7], [0.2, 0.5, 0.3], [0.1, 0.1, 0.8]])
T_onehot = tf.one_hot(tf.argmax(T, 1), T.shape[1])
tf.InteractiveSession()
print(T_onehot.eval())
# [[ 0. 0. 1.]
# [ 0. 1. 0.]
# [ 0. 0. 1.]]
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