0c241128fc008e89745690bd58e91e754aa40514,deepchem/models/tensorgraph/models/graph_models.py,WeaveModel,__init__,#WeaveModel#Any#Any#Any#Any#Any#Any#Any#Any#,42

Before Change


      output = tf.keras.layers.Softmax()(logits)
      outputs = [output, logits]
      output_types = ["prediction", "loss"]
      loss = dc.models.losses.SoftmaxCrossEntropy()
    else:
      output = tf.keras.layers.Dense(n_tasks)(weave_gather)
      outputs = [output]
      output_types = ["prediction"]
      loss = dc.models.losses.L2Loss()
    model = tf.keras.Model(
        inputs=[
            self.atom_features, self.pair_features, self.pair_split,
            self.atom_split, self.atom_to_pair

After Change


      output = Dense(n_tasks)(weave_gather)
      outputs = [output]
      output_types = ["prediction"]
      loss = L2Loss()
    model = tf.keras.Model(
        inputs=[
            self.atom_features, self.pair_features, self.pair_split,
            self.atom_split, self.atom_to_pair
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 7

Instances


Project Name: deepchem/deepchem
Commit Name: 0c241128fc008e89745690bd58e91e754aa40514
Time: 2019-05-10
Author: peastman@stanford.edu
File Name: deepchem/models/tensorgraph/models/graph_models.py
Class Name: WeaveModel
Method Name: __init__


Project Name: deepchem/deepchem
Commit Name: 0c241128fc008e89745690bd58e91e754aa40514
Time: 2019-05-10
Author: peastman@stanford.edu
File Name: deepchem/models/tensorgraph/models/graph_models.py
Class Name: DAGModel
Method Name: __init__


Project Name: deepchem/deepchem
Commit Name: 0c241128fc008e89745690bd58e91e754aa40514
Time: 2019-05-10
Author: peastman@stanford.edu
File Name: deepchem/models/tensorgraph/models/graph_models.py
Class Name: GraphConvModel
Method Name: __init__