Omar Shehab Omar Shehab - 1 year ago 600
Python Question

TensorFlow: AttributeError: 'Tensor' object has no attribute 'shape'

I have the following code which uses TensorFlow. After I reshape a list, it says

AttributeError: 'Tensor' object has no attribute 'shape'

when I try to print its shape.

# Get the shape of the training data.
print "train_data.shape: " + str(train_data.shape)
train_data = tf.reshape(train_data, [400, 1])
print "train_data.shape: " + str(train_data.shape)
train_size,num_features = train_data.shape


train_data.shape: (400,)
Traceback (most recent call last): File
"", line 1, in File
line 21, in do_import
module = self._system_import(name, *args, **kwargs) File "/home/shehab/Dropbox/py-projects/try-tf/", line
77, in
print "train_data.shape: " + str(train_data.shape) AttributeError: 'Tensor' object has no attribute 'shape'

Could anyone please tell me what I am missing?

Answer Source

Indeed, tf.Tensor doesn't have a .shape property. You should use the Tensor.get_shape() method instead:

train_data = tf.reshape(train_data, [400, 1])
print "train_data.shape: " + str(train_data.get_shape())

Note that in general you might not be able to get the actual shape of the result of a TensorFlow operation. In some cases, the shape will be a computed value that depends on running the computation to find its value; and it may even vary from one run to the next (e.g. the shape of tf.unique()). In that case, the result of get_shape() for some dimensions may be None (or "?").

Recommended from our users: Dynamic Network Monitoring from WhatsUp Gold from IPSwitch. Free Download