a0f77cc8b87512e691a7c22b6fb9ba60f603b632,layer/reparameterization_trick.py,ReparameterizationLayer,layer_op,#ReparameterizationLayer#Any#,36
Before Change
stochastic_parts = []
for p in range(0, self.number_of_samples):
stochastic_parts.append(noise_like(means, self.prior))
noise_sample = tf.reduce_mean(tf.stack(stochastic_parts), axis=0)
output_tensor = means + tf.exp(0.5 * logvariances) * noise_sample
After Change
if self.number_of_samples == 1:
noise_sample = noise_shaped_like(tf.shape(means), self.prior)
else:
shape_of_expanded_sample = tf.concat([tf.constant(self.number_of_samples, shape=[1, ]), tf.shape(means)], 0)
noise_sample = noise_shaped_like(shape_of_expanded_sample, self.prior)
noise_sample = tf.reduce_mean(noise_sample, axis=0)
return means + tf.exp(0.5 * logvariances) * noise_sample
In pattern: SUPERPATTERN
Frequency: 3
Non-data size: 3
Instances
Project Name: NifTK/NiftyNet
Commit Name: a0f77cc8b87512e691a7c22b6fb9ba60f603b632
Time: 2017-07-04
Author: r.gray@ucl.ac.uk
File Name: layer/reparameterization_trick.py
Class Name: ReparameterizationLayer
Method Name: layer_op
Project Name: tensorflow/lattice
Commit Name: 1c75176947730de8322acf6ad996096625e92e3a
Time: 2020-06-15
Author: no-reply@google.com
File Name: tensorflow_lattice/python/rtl_layer.py
Class Name: RTL
Method Name: call
Project Name: NifTK/NiftyNet
Commit Name: ac2a794577087259da7200eefc792dbba40f8600
Time: 2017-11-02
Author: wenqi.li@ucl.ac.uk
File Name: niftynet/contrib/sampler_pairwise/sampler_pairwise.py
Class Name: PairwiseSampler
Method Name: layer_op