ce4a5ca7cab1ea4ae421fbcd3b28205b1e18158d,deepchem/models/tests/test_overfit.py,TestOverfitAPI,test_keras_regression_overfit,#TestOverfitAPI#,155

Before Change


    K.set_session(sess)
    with g.as_default():
      tasks = ["task0"]
      task_types = {task: "regression" for task in tasks}
      n_samples = 10
      n_features = 3
      n_tasks = len(tasks)

After Change



      verbosity = "high"
      regression_metric = Metric(metrics.r2_score, verbosity=verbosity)
      keras_model = MultiTaskDNN(n_tasks, n_features, "regression",
                                 dropout=0., learning_rate=.15, decay=1e-4)
      model = KerasModel(keras_model, self.model_dir)

      // Fit trained model
      model.fit(dataset, nb_epoch=200)
      model.save()
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 4

Instances


Project Name: deepchem/deepchem
Commit Name: ce4a5ca7cab1ea4ae421fbcd3b28205b1e18158d
Time: 2016-09-19
Author: bharath.ramsundar@gmail.com
File Name: deepchem/models/tests/test_overfit.py
Class Name: TestOverfitAPI
Method Name: test_keras_regression_overfit


Project Name: deepchem/deepchem
Commit Name: ce4a5ca7cab1ea4ae421fbcd3b28205b1e18158d
Time: 2016-09-19
Author: bharath.ramsundar@gmail.com
File Name: deepchem/models/tests/test_overfit.py
Class Name: TestOverfitAPI
Method Name: test_keras_classification_overfit


Project Name: deepchem/deepchem
Commit Name: ce4a5ca7cab1ea4ae421fbcd3b28205b1e18158d
Time: 2016-09-19
Author: bharath.ramsundar@gmail.com
File Name: deepchem/models/tests/test_overfit.py
Class Name: TestOverfitAPI
Method Name: test_keras_skewed_classification_overfit