BackDoorBuster/tests/test_backdoor_detection.py
sangge-redmi ebfc70eeae
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fix: remove pydantic
2024-04-29 18:48:19 +08:00

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Python

import unittest
import warnings
from detection.backdoor_detection import find_dangerous_functions
from detection.GPTdetection import detectGPT
import os
class TestBackdoorDetection(unittest.TestCase):
def test_high_risk_detection(self):
content = """import os
os.system('rm -rf /') # high risk
exec('print("Hello")') # high risk
eval('2 + 2') # high risk
"""
file_extension = ".py"
results = find_dangerous_functions(content, file_extension)
self.assertIn((2, "os.system('rm -rf /')"), results["high"])
self.assertIn((3, "exec('print(\"Hello\")')"), results["high"])
self.assertIn((4, "eval('2 + 2')"), results["high"])
def test_medium_risk_detection(self):
content = """import subprocess
subprocess.run(['ls', '-l']) # medium risk
import os
os.popen('ls') # medium risk
"""
file_extension = ".py"
results = find_dangerous_functions(content, file_extension)
self.assertIn((2, "subprocess.run(['ls', '-l'])"), results["medium"])
self.assertIn((4, "os.popen('ls')"), results["medium"])
def test_no_risk_detection(self):
content = """a = 10
b = a + 5
print('This should not be detected as risky.')
"""
file_extension = ".py"
results = find_dangerous_functions(content, file_extension)
self.assertEqual(len(results["high"]), 0)
self.assertEqual(len(results["medium"]), 0)
self.assertEqual(len(results["low"]), 0)
def test_inclusion_of_comments(self):
content = """# Just a comment line
print('This is a safe line')
eval('2 + 2') # This should be high risk
subprocess.run(['echo', 'hello']) # This should be medium risk
"""
file_extension = ".py"
results = find_dangerous_functions(content, file_extension)
self.assertIn(
(3, "eval('2 + 2')"),
results["high"],
)
self.assertIn(
(4, "subprocess.run(['echo', 'hello'])"),
results["medium"],
)
def test_gpt_risk_detection(self):
if os.getenv("OPENAI_API_KEY") is None:
warnings.warn("OPENAI_API_KEY is not set, test skipped.", UserWarning)
self.skipTest("OPENAI_API_KEY is not set")
content = """import os
os.system('rm -rf /') # high risk
exec('print("Hello")') # high risk
eval('2 + 2') # high risk
"""
results = detectGPT(content)
self.assertEqual(len(results["high"]), 3)
def test_gpt_no_risk_detection(self):
if os.getenv("OPENAI_API_KEY") is None:
warnings.warn("OPENAI_API_KEY is not set, test skipped.", UserWarning)
self.skipTest("OPENAI_API_KEY is not set")
content = """a = 10
b = a + 5
print('This should not be detected as risky.')
"""
results = detectGPT(content)
self.assertEqual(len(results["high"]), 0)
self.assertEqual(len(results["medium"]), 0)
self.assertEqual(len(results["low"]), 0)
def test_gpt_env_no_set(self):
if os.getenv("OPENAI_API_KEY") is not None:
self.skipTest("OPENAI_API_KEY is setted")
content = "print('test test')"
with self.assertRaises(ValueError):
detectGPT(content)
if __name__ == "__main__":
unittest.main()