8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac,examples/low_data/tox_attn_one_fold.py,,,#,15

Before Change


  //////////////////////////////////////////////////////////////////////////////////////////////////////////////////////// DEBUG
  scores = model.evaluate(
      test_dataset, metric, n_pos, n_neg, n_trials=n_eval_trials)
  print("Scores on evaluation dataset")
  print(scores)

After Change


  model.fit(train_dataset, nb_epochs=nb_epochs, 
            n_episodes_per_epoch=n_train_trials,
            n_pos=n_pos, n_neg=n_neg, log_every_n_samples=log_every_n_samples)
  mean_scores, std_scores = model.evaluate(
      test_dataset, metric, n_pos, n_neg, n_trials=n_eval_trials)

print("Mean Scores on evaluation dataset")
print(mean_scores)
print("Standard Deviations on evaluation dataset")
print(std_scores)
print("Median of Mean Scores")
print(np.median(np.array(mean_scores.values())))
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 12

Non-data size: 8

Instances


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/tox_attn_one_fold.py
Class Name:
Method Name:


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/sider_from_tox21_res_one_fold.py
Class Name:
Method Name:


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/sider_attn_one_fold.py
Class Name:
Method Name:


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/muv_siamese_one_fold.py
Class Name:
Method Name:


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/tox_res_one_fold.py
Class Name:
Method Name:


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/tox_siamese_one_fold.py
Class Name:
Method Name:


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/sider_res_one_fold.py
Class Name:
Method Name:


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/sider_from_tox21_attn_one_fold.py
Class Name:
Method Name:


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/sider_siamese_one_fold.py
Class Name:
Method Name:


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/sider_from_tox21_siamese_one_fold.py
Class Name:
Method Name:


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/tox_attn_one_fold.py
Class Name:
Method Name:


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/muv_attn_one_fold.py
Class Name:
Method Name:


Project Name: deepchem/deepchem
Commit Name: 8903c2d8ced6f85a79d612d28f8eb42b5a49b0ac
Time: 2017-01-15
Author: bharath.ramsundar@gmail.com
File Name: examples/low_data/muv_res_one_fold.py
Class Name:
Method Name: