def __repr__(self):
main_str = "CompositeTransformation" + "("
transformation_lines = []
for i, transformation in enumerate(self.transformations):
transformation_lines.append(utils.add_indent(f"({i}): {transformation}", 2))
transformation_lines.append(")")
main_str += utils.add_indent("\n" + "\n".join(transformation_lines), 2)
return main_str
def __repr__(self):
"""Prints attack parameters in a human-readable string.
Inspired by the readability of printing PyTorch nn.Modules:
https://github.com/pytorch/pytorch/blob/master/torch/nn/modules/module.py
"""
main_str = "Attack" + "("
lines = []
lines.append(
utils.add_indent(f"(search_method): {self.search_method}", 2))
# self.goal_function
lines.append(
utils.add_indent(f"(goal_function): {self.goal_function}", 2))
# self.transformation
lines.append(
utils.add_indent(f"(transformation): {self.transformation}", 2))
# self.constraints
constraints_lines = []
constraints = self.constraints + self.pre_transformation_constraints
if len(constraints):
for i, constraint in enumerate(constraints):
constraints_lines.append(
utils.add_indent(f"({i}): {constraint}", 2))
constraints_str = utils.add_indent(
"\n" + "\n".join(constraints_lines), 2)
else:
constraints_str = "None"
lines.append(utils.add_indent(f"(constraints): {constraints_str}", 2))
# self.is_black_box
lines.append(
utils.add_indent(f"(is_black_box): {self.is_black_box}", 2))
main_str += "\n " + "\n ".join(lines) + "\n"
main_str += ")"
return main_str
def __repr__(self):
main_str = "Augmenter" + "("
lines = []
# self.transformation
lines.append(
utils.add_indent(f"(transformation): {self.transformation}", 2))
# self.constraints
constraints_lines = []
constraints = self.constraints + self.pre_transformation_constraints
if len(constraints):
for i, constraint in enumerate(constraints):
constraints_lines.append(
utils.add_indent(f"({i}): {constraint}", 2))
constraints_str = utils.add_indent(
"\n" + "\n".join(constraints_lines), 2)
else:
constraints_str = "None"
lines.append(utils.add_indent(f"(constraints): {constraints_str}", 2))
main_str += "\n " + "\n ".join(lines) + "\n"
main_str += ")"
return main_str
def __repr__(self):
""" Prints attack parameters in a human-readable string.
Inspired by the readability of printing PyTorch nn.Modules:
https://github.com/pytorch/pytorch/blob/master/torch/nn/modules/module.py
"""
main_str = self._get_name() + '('
lines = []
# self.goal_function
lines.append(
utils.add_indent(f'(goal_function): {self.goal_function}', 2))
# self.transformation
lines.append(
utils.add_indent(f'(transformation): {self.transformation}', 2))
# self.constraints
constraints_lines = []
if len(self.constraints):
for i, constraint in enumerate(self.constraints):
constraints_lines.append(
utils.add_indent(f'({i}): {constraint}', 2))
constraints_str = utils.add_indent(
'\n' + '\n'.join(constraints_lines), 2)
else:
constraints_str = 'None'
lines.append(utils.add_indent(f'(constraints): {constraints_str}', 2))
# self.is_black_box
lines.append(
utils.add_indent(f'(is_black_box): {self.is_black_box}', 2))
main_str += '\n ' + '\n '.join(lines) + '\n'
main_str += ')'
return main_str
def __repr__(self):
main_str = "Checkpoint("
lines = []
lines.append(utils.add_indent(f"(Time): {self.datetime}", 2))
args_lines = []
recipe_set = (
True
if "recipe" in self.args.__dict__ and self.args.__dict__["recipe"]
else False
)
mutually_exclusive_args = ["search", "transformation", "constraints", "recipe"]
if recipe_set:
args_lines.append(
utils.add_indent(f'(recipe): {self.args.__dict__["recipe"]}', 2)
)
else:
args_lines.append(
utils.add_indent(f'(search): {self.args.__dict__["search"]}', 2)
)
args_lines.append(
utils.add_indent(
f'(transformation): {self.args.__dict__["transformation"]}', 2
)
)
args_lines.append(
utils.add_indent(
f'(constraints): {self.args.__dict__["constraints"]}', 2
)
)
for key in self.args.__dict__:
if key not in mutually_exclusive_args:
args_lines.append(
utils.add_indent(f"({key}): {self.args.__dict__[key]}", 2)
)
args_str = utils.add_indent("\n" + "\n".join(args_lines), 2)
lines.append(utils.add_indent(f"(Args): {args_str}", 2))
attack_logger_lines = []
attack_logger_lines.append(
utils.add_indent(
f"(Total number of examples to attack): {self.args.num_examples}", 2
)
)
attack_logger_lines.append(
utils.add_indent(f"(Number of attacks performed): {self.results_count}", 2)
)
attack_logger_lines.append(
utils.add_indent(
f"(Number of remaining attacks): {self.num_remaining_attacks}", 2
)
)
breakdown_lines = []
breakdown_lines.append(
utils.add_indent(
f"(Number of successful attacks): {self.num_successful_attacks}", 2
)
)
breakdown_lines.append(
utils.add_indent(
f"(Number of failed attacks): {self.num_failed_attacks}", 2
)
)
breakdown_lines.append(
utils.add_indent(
f"(Number of maximized attacks): {self.num_maximized_attacks}", 2
)
)
breakdown_lines.append(
utils.add_indent(
f"(Number of skipped attacks): {self.num_skipped_attacks}", 2
)
)
breakdown_str = utils.add_indent("\n" + "\n".join(breakdown_lines), 2)
attack_logger_lines.append(
utils.add_indent(f"(Latest result breakdown): {breakdown_str}", 2)
)
attack_logger_str = utils.add_indent("\n" + "\n".join(attack_logger_lines), 2)
lines.append(
utils.add_indent(f"(Previous attack summary): {attack_logger_str}", 2)
)
main_str += "\n " + "\n ".join(lines) + "\n"
main_str += ")"
return main_str
