我需要将我的字符串标签转换成像0,0,.,1,…0这样的向量。
据我所知,这是一种叫做热向量的东西。
我有10个类,所以有10个不同的字符串标签。
有谁能帮忙做正变换和逆变换吗?
我是tensorflow的新手,所以请善待我。
发布于 2017-02-07 20:44:35
前进方向很容易,因为有tf.one_hot
操作:
import tensorflow as tf
original_indices = tf.constant([1, 5, 3])
depth = tf.constant(10)
one_hot_encoded = tf.one_hot(indices=original_indices, depth=depth)
with tf.Session():
print(one_hot_encoded.eval())
产出:
[[ 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.]
[ 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]
[ 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]]
与此相反的情况也不算太糟,tf.where
可以找到非零指数:
def decode_one_hot(batch_of_vectors):
"""Computes indices for the non-zero entries in batched one-hot vectors.
Args:
batch_of_vectors: A Tensor with length-N vectors, having shape [..., N].
Returns:
An integer Tensor with shape [...] indicating the index of the non-zero
value in each vector.
"""
nonzero_indices = tf.where(tf.not_equal(
batch_of_vectors, tf.zeros_like(batch_of_vectors)))
reshaped_nonzero_indices = tf.reshape(
nonzero_indices[:, -1], tf.shape(batch_of_vectors)[:-1])
return reshaped_nonzero_indices
with tf.Session():
print(decode_one_hot(one_hot_encoded).eval())
指纹:
[1 5 3]
https://stackoverflow.com/questions/42092508
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