Tensorflow獲取張量Tensor的具體維數
阿新 • • 發佈:2019-02-18
獲取Tensor的維數
>>> import tensorflow as tf
>>> tf.__version__
'1.2.0-rc1'
>>> x=tf.placeholder(dtype=float32,shape=[1,2,3,4])
>>> x=tf.placeholder(dtype=tf.float32,shape=[1,2,3,4])
>>> x.shape
TensorShape([Dimension(1), Dimension(2), Dimension(3), Dimension(4 )])
>>> x.get_shape()
TensorShape([Dimension(1), Dimension(2), Dimension(3), Dimension(4)])
# 返回tuple
>>> x.shape[2]
Dimension(3)
>>> x.get_shape()[2]
Dimension(3)
# 獲取具體維度數值
>>> x.shape[2].value
3
>>> x.get_shape()[2].value
3
# 也可以將TensorShape變數轉化為list型別,然後直接按照索引取值
>>> x.shape.as_list()
[1, 2, 3, 4]
>>> x.shape.as_list()
[1, 2, 3, 4]
# 可以與int型數值比較
>>> x.shape[2] == 3
True
>>> x.get_shape()[2] == 3
True