<commit_before>"""Test attack success against ImageNet models for a few images.

Many of the tests require using flags to specify a pre-trained ImageNet model,
as well as image data. The easiest way to provide these is using the data from
cleverhans/examples/nips17_adversarial_competition, and then the default flag
values will just work.

Setup: see SETUP_INSTRUCTIONS
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from __future__ import unicode_literals

import csv
import os
import unittest

import numpy as np
import tensorflow as tf
from PIL import Image
from cleverhans.attacks import SPSA
from cleverhans.devtools.checks import CleverHansTest
from cleverhans.model import Model
from cleverhans.utils import CLEVERHANS_ROOT
from six.moves import xrange
from tensorflow.contrib import slim
from tensorflow.contrib.slim.nets import inception

SETUP_INSTRUCTIONS = """
$ ./examples/nips17_adversarial_competition/dev_toolkit/download_data.sh
"""
<commit_msg>fix import order in test_imagenet_attacks.py<commit_after>"""Test attack success against ImageNet models for a few images.

Many of the tests require using flags to specify a pre-trained ImageNet model,
as well as image data. The easiest way to provide these is using the data from
cleverhans/examples/nips17_adversarial_competition, and then the default flag
values will just work.

Setup: see SETUP_INSTRUCTIONS
"""
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
from __future__ import unicode_literals

import csv
import os
import unittest

import numpy as np
import tensorflow as tf
from six.moves import xrange
from tensorflow.contrib import slim
from tensorflow.contrib.slim.nets import inception
from PIL import Image
from cleverhans.attacks import SPSA
from cleverhans.devtools.checks import CleverHansTest
from cleverhans.model import Model
from cleverhans.utils import CLEVERHANS_ROOT

SETUP_INSTRUCTIONS = """
$ ./examples/nips17_adversarial_competition/dev_toolkit/download_data.sh
"""

{'fraction_non_alphanumeric': 0.04068932503590235, 'fraction_numerical': 0.003829583532790809, 'mean_word_length': 5.920529801324503, 'pattern_counts': {'":': 0, '<': 3, '<?xml version=': 0, '>': 3, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 2, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '3931416', 'n_tokens_mistral': 614, 'n_tokens_neox': 583, 'n_words': 236}