c96af58e6ab2f85626e51a331e8479da49329f0e,deepchem/models/tensorflow_models/__init__.py,TensorflowClassifier,predict_proba_on_batch,#TensorflowClassifier#Any#Any#,654

Before Change


      // Note that softmax is already applied in construct_grpah
      outputs = batch_outputs

    return np.copy(outputs)

class TensorflowRegressor(TensorflowGraphModel):
  Regression model.

After Change


          // weight decay
          if self.penalty != 0.0:
            penalty = model_ops.weight_decay(self.penalty_type, self.penalty)
            loss += penalty

      return loss 

  def fit(self, dataset, nb_epoch=10, max_checkpoints_to_keep=5, 
	  log_every_N_batches=50, **kwargs):
    Fit the model.
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 4

Non-data size: 3

Instances


Project Name: deepchem/deepchem
Commit Name: c96af58e6ab2f85626e51a331e8479da49329f0e
Time: 2017-01-18
Author: joegomes@stanford.edu
File Name: deepchem/models/tensorflow_models/__init__.py
Class Name: TensorflowClassifier
Method Name: predict_proba_on_batch


Project Name: cesium-ml/cesium
Commit Name: 5b5fb4c657f0cdf4fe404aa9daaf99aca83d01cf
Time: 2016-02-24
Author: brettnaul@gmail.com
File Name: mltsp/tests/test_flask_app.py
Class Name:
Method Name: prediction_setup


Project Name: openai/pixel-cnn
Commit Name: 420747a2f5f6f23b84f62f9a00481ef53a4a4623
Time: 2016-11-11
Author: tim@Tims-MacBook-Pro.local
File Name: train.py
Class Name:
Method Name: sample_from_model


Project Name: GPflow/GPflow
Commit Name: 0a1a59e204b56ab9ddfba38cb4ee9956174bffeb
Time: 2017-08-26
Author: art.art.v@gmail.com
File Name: GPflow/param.py
Class Name: Param
Method Name: value