e9102d12d24e0809bf5e6d8fcd766488178c12f5,deepchem/models/tensorgraph/layers.py,Highway,create_tensor,#Highway#Any#Any#,632

Before Change


  def create_tensor(self, in_layers=None, set_tensors=True, **kwargs):
    inputs = self._get_input_tensors(in_layers)
    parent = inputs[0]
    shape = parent.get_shape().as_list()[1]
    // H(x), with same number of input and output channels
    dense_H = tf.contrib.layers.fully_connected(
        parent,
        num_outputs=shape,

After Change


    if tfe.in_eager_mode():
      layers = self._layers
    else:
      layers = self._build_layers()
    dense_H = layers[0](parent)
    dense_T = layers[1](parent)
    out_tensor = tf.multiply(dense_H, dense_T) + tf.multiply(
        parent, 1 - dense_T)
    if set_tensors:
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 6

Instances


Project Name: deepchem/deepchem
Commit Name: e9102d12d24e0809bf5e6d8fcd766488178c12f5
Time: 2018-03-22
Author: peastman@stanford.edu
File Name: deepchem/models/tensorgraph/layers.py
Class Name: Highway
Method Name: create_tensor


Project Name: horovod/horovod
Commit Name: 459b67df38f9254b3d12cb7df6a49059e3134479
Time: 2020-07-21
Author: taddair@uber.com
File Name: horovod/tensorflow/mpi_ops.py
Class Name:
Method Name: _allgather_grad


Project Name: OpenNMT/OpenNMT-tf
Commit Name: 5a6928a1c19fa0756cec6340224434c0a9f37367
Time: 2019-04-01
Author: guillaume.klein@systrangroup.com
File Name: opennmt/layers/transformer.py
Class Name:
Method Name: combine_heads