d0b03af329a2b2bf679ae33981f34636ce19690a,deepexplain/tensorflow/methods.py,,deepexplain_grad,#Any#Any#,162

Before Change



@ops.RegisterGradient("DeepExplainGrad")
def deepexplain_grad(op, grad):
    mode = tf.get_default_graph().get_tensor_by_name("deepexplain_mode:0")
    //mode = tf.Print(mode, [mode], "mode flag: ")

    def default():
        input = op.inputs[0]
        return grad * grad_activation(op.name)(input)

    cases = OrderedDict({
        tf.equal(mode, 0): (lambda: DummyZero.nonlinearity_grad_override(op, grad)),
        tf.equal(mode, 1): (lambda: Saliency.nonlinearity_grad_override(op, grad)),
        tf.equal(mode, 2): (lambda: GradientXInput.nonlinearity_grad_override(op, grad)),
        tf.equal(mode, 3): (lambda: IntegratedGradients.nonlinearity_grad_override(op, grad)),
        tf.equal(mode, 4): (lambda: EpsilonLRP.nonlinearity_grad_override(op, grad)),
    })
    return tf.case(cases, default=default, exclusive=True)



class DeepExplain(object):

After Change


    if _ENABLED_METHOD_CLASS is not None:
        return _ENABLED_METHOD_CLASS.nonlinearity_grad_override(op, grad)
    else:
        return grad * grad_activation(op.name)(op.inputs[0])


class DeepExplain(object):
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 4

Instances


Project Name: marcoancona/DeepExplain
Commit Name: d0b03af329a2b2bf679ae33981f34636ce19690a
Time: 2017-11-03
Author: marco.ancona@inf.ethz.ch
File Name: deepexplain/tensorflow/methods.py
Class Name:
Method Name: deepexplain_grad


Project Name: tensorflow/transform
Commit Name: 998b0e8f1c3ec165fc1ca7b6421c96b1c72ec297
Time: 2018-05-30
Author: tf-transform-dev@google.com
File Name: tensorflow_transform/analyzers.py
Class Name: Analyzer
Method Name: outputs


Project Name: tensorflow/transform
Commit Name: 998b0e8f1c3ec165fc1ca7b6421c96b1c72ec297
Time: 2018-05-30
Author: tf-transform-dev@google.com
File Name: tensorflow_transform/analyzers.py
Class Name: Analyzer
Method Name: inputs