65007a1aebc07f13513f3feab3831a14ed72e732,art/attacks/newtonfool_unittest.py,TestNewtonFool,test_krclassifier,#TestNewtonFool#,125

Before Change


        (x_train, y_train), (x_test, _) = self.mnist

        // Create simple CNN
        model = Sequential()
        model.add(Conv2D(4, kernel_size=(5, 5), activation="relu", input_shape=(28, 28, 1)))
        model.add(MaxPooling2D(pool_size=(2, 2)))
        model.add(Flatten())
        model.add(Dense(10, activation="softmax"))

        model.compile(loss=keras.losses.categorical_crossentropy, optimizer=keras.optimizers.Adam(lr=0.01),
                      metrics=["accuracy"])

        // Get classifier
        krc = KerasClassifier((0, 1), model, use_logits=False)
        krc.fit(x_train, y_train, batch_size=BATCH_SIZE, nb_epochs=2)

        // Attack
        // import time
        nf = NewtonFool(krc, max_iter=5)

After Change


        :return:
        
        // Build KerasClassifier
        krc, sess = get_classifier_kr()

        // Get MNIST
        (_, _), (x_test, _) = self.mnist
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 3

Non-data size: 24

Instances


Project Name: IBM/adversarial-robustness-toolbox
Commit Name: 65007a1aebc07f13513f3feab3831a14ed72e732
Time: 2019-02-13
Author: beat.buesser@ie.ibm.com
File Name: art/attacks/newtonfool_unittest.py
Class Name: TestNewtonFool
Method Name: test_krclassifier


Project Name: IBM/adversarial-robustness-toolbox
Commit Name: c0e9a520c944e971b0ea53a9e81142e2e6bbab64
Time: 2019-02-13
Author: beat.buesser@ie.ibm.com
File Name: art/attacks/universal_perturbation_unittest.py
Class Name: TestUniversalPerturbation
Method Name: test_krclassifier


Project Name: IBM/adversarial-robustness-toolbox
Commit Name: 28fb1d4dc48f50a45145de9fe89fa27528e10c8d
Time: 2019-03-06
Author: Maria-Irina.Nicolae@ibm.com
File Name: art/detection/detector_unittest.py
Class Name: TestBinaryInputDetector
Method Name: test_binary_input_detector


Project Name: IBM/adversarial-robustness-toolbox
Commit Name: 65007a1aebc07f13513f3feab3831a14ed72e732
Time: 2019-02-13
Author: beat.buesser@ie.ibm.com
File Name: art/attacks/newtonfool_unittest.py
Class Name: TestNewtonFool
Method Name: test_krclassifier