Use static tensor shapes if possible for one-padding #463
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In general the batch dimension is undefined. This means that
tf.pad
doesn't correctly set the shapes of the tensor. This makes model summary fail since theTensorShape
is not correctly inferred.This PR uses static shapes whenever the spatial dimensions are fully defined to avoid this problem.