fe358db6913812c1e3ba8cd8036d941c996fb413,deepchem/datasets/muv_datasets.py,,load_muv,#Any#Any#,30

Before Change


      samples_dir, shard_size=8192,
      reload=reload)

  dataset = Dataset(data_dir=data_dir, samples=featurized_samples, 
                    featurizers=featurizers, tasks=all_MUV_tasks,
                    verbosity=verbosity, reload=reload)

  // Initialize transformers 
  input_transformers = []
  output_transformers = []
  weight_transformers = [
      BalancingTransformer(transform_w=True, dataset=dataset)]
  transformers = input_transformers + output_transformers + weight_transformers
  if not reload:
    print("About to transform data")
    for transformer in transformers:
        transformer.transform(dataset)

After Change


                              smiles_field="smiles",
                              featurizers=featurizers,
                              verbosity=verbosity)
  if not reload or not os.path.exists(data_dir):
    dataset = featurizer.featurize(dataset_file, data_dir)
    regen = True
  else:
    dataset = Dataset(data_dir, reload=True)

  // Initialize transformers 
  transformers = [
      BalancingTransformer(transform_w=True, dataset=dataset)]
  if regen:
    print("About to transform data")
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 4

Instances


Project Name: deepchem/deepchem
Commit Name: fe358db6913812c1e3ba8cd8036d941c996fb413
Time: 2016-05-31
Author: bharath.ramsundar@gmail.com
File Name: deepchem/datasets/muv_datasets.py
Class Name:
Method Name: load_muv


Project Name: arviz-devs/arviz
Commit Name: 7ffcd4a2a5213c0a7de9fdc3aff4725c166db986
Time: 2019-01-27
Author: ahartikainen@users.noreply.github.com
File Name: arviz/tests/test_plots.py
Class Name:
Method Name: test_plot_ppc_discrete


Project Name: deepchem/deepchem
Commit Name: fe358db6913812c1e3ba8cd8036d941c996fb413
Time: 2016-05-31
Author: bharath.ramsundar@gmail.com
File Name: deepchem/datasets/pcba_datasets.py
Class Name:
Method Name: load_pcba