d6ab44a8f665d2dd0f01b9d1a83dce1d0f3646b9,tests_tf/test_attacks.py,TestCarliniWagnerL2,test_generate_np_targeted_gives_adversarial_example,#TestCarliniWagnerL2#,320
Before Change
x_val = np.random.rand(100, 2)
x_val = np.array(x_val, dtype=np.float32)
orig_labs = np.argmax(self.sess.run(self.model(x_val)), axis=1)
feed_labs = np.zeros((100, 2))
feed_labs[np.arange(100), np.random.randint(0, 1, 100)] = 1
x_adv = self.attack.generate_np(x_val, max_iterations=100,
binary_search_steps=3,
After Change
new_labs = np.argmax(self.sess.run(self.model(x_adv)), axis=1)
self.assertTrue(np.mean(np.argmax(feed_labs, axis=1) == new_labs)
> 0.9)
def test_generate_gives_adversarial_example(self):
import tensorflow as tf
In pattern: SUPERPATTERN
Frequency: 4
Non-data size: 5
Instances
Project Name: tensorflow/cleverhans
Commit Name: d6ab44a8f665d2dd0f01b9d1a83dce1d0f3646b9
Time: 2017-10-30
Author: fartash.faghri@gmail.com
File Name: tests_tf/test_attacks.py
Class Name: TestCarliniWagnerL2
Method Name: test_generate_np_targeted_gives_adversarial_example
Project Name: tensorflow/cleverhans
Commit Name: d6ab44a8f665d2dd0f01b9d1a83dce1d0f3646b9
Time: 2017-10-30
Author: fartash.faghri@gmail.com
File Name: tests_tf/test_attacks.py
Class Name: TestElasticNetMethod
Method Name: test_generate_np_targeted_gives_adversarial_example
Project Name: tensorflow/cleverhans
Commit Name: d6ab44a8f665d2dd0f01b9d1a83dce1d0f3646b9
Time: 2017-10-30
Author: fartash.faghri@gmail.com
File Name: tests_tf/test_attacks.py
Class Name: TestElasticNetMethod
Method Name: test_generate_np_high_confidence_targeted_examples
Project Name: tensorflow/cleverhans
Commit Name: d6ab44a8f665d2dd0f01b9d1a83dce1d0f3646b9
Time: 2017-10-30
Author: fartash.faghri@gmail.com
File Name: tests_tf/test_attacks.py
Class Name: TestCarliniWagnerL2
Method Name: test_generate_np_high_confidence_targeted_examples