134d00c07c5f2bfb6e79811e9397e5a111635f91,art/attacks/spatial_transformation_unittest.py,TestSpatialTransformation,test_tfclassifier,#TestSpatialTransformation#,230

Before Change


        conv = tf.layers.conv2d(input_ph, 1, 7, activation=tf.nn.relu, kernel_initializer=tf_initializer_w_conv2d,
                                bias_initializer=tf_initializer_b_conv2d)
        conv = tf.layers.max_pooling2d(conv, 4, 4)
        flattened = tf.contrib.layers.flatten(conv)

        // Logits layer
        logits = tf.layers.dense(flattened, 10, kernel_initializer=tf_initializer_w_dense,
                                 bias_initializer=tf_initializer_b_dense)

        // Train operator
        loss = tf.reduce_mean(tf.losses.softmax_cross_entropy(logits=logits, onehot_labels=output_ph))

        // Tensorflow session and initialization
        sess = tf.Session()
        sess.run(tf.global_variables_initializer())

After Change


        :return:
        
        // Build TF model
        loss, logits, input_ph, output_ph = get_model_tf()

        // Tensorflow session and initialization
        sess = tf.Session()
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 6

Instances


Project Name: IBM/adversarial-robustness-toolbox
Commit Name: 134d00c07c5f2bfb6e79811e9397e5a111635f91
Time: 2019-02-11
Author: beat.buesser@ie.ibm.com
File Name: art/attacks/spatial_transformation_unittest.py
Class Name: TestSpatialTransformation
Method Name: test_tfclassifier


Project Name: IBM/adversarial-robustness-toolbox
Commit Name: 134d00c07c5f2bfb6e79811e9397e5a111635f91
Time: 2019-02-11
Author: beat.buesser@ie.ibm.com
File Name: art/attacks/spatial_transformation_unittest.py
Class Name: TestSpatialTransformation
Method Name: test_tfclassifier


Project Name: OpenNMT/OpenNMT-tf
Commit Name: 8566b142ddf39eb999e6765a216d54c957f526a3
Time: 2019-04-01
Author: guillaume.klein@systrangroup.com
File Name: opennmt/models/sequence_classifier.py
Class Name: SequenceClassifier
Method Name: _call


Project Name: chris-chris/pysc2-examples
Commit Name: 48d178cfbb60e5b0004f63b2eca37b2449bb6c67
Time: 2017-10-31
Author: sjhshy@gmail.com
File Name: a2c/a2c.py
Class Name: Model
Method Name: __init__