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chore: import upstream snapshot with attribution
2026-07-13 13:25:44 +08:00

276 lines
10 KiB
Python

import pytest
from opik.anonymizer import factory
from opik.anonymizer import rules_anonymizer
class TestCreateAnonymizer:
"""Test suite for the create_anonymizer factory function."""
def test_create_anonymizer__single_dict_rule(self):
"""Test creating anonymizer with a single dictionary rule."""
rules = {"regex": r"\d+", "replace": "***"}
anonymizer = factory.create_anonymizer(rules)
assert isinstance(anonymizer, rules_anonymizer.RulesAnonymizer)
assert len(anonymizer.rules) == 1
assert anonymizer.max_depth == 10
result = anonymizer.anonymize("Phone: 123-456")
assert result == "Phone: ***-***"
def test_create_anonymizer__single_tuple_rule(self):
"""Test creating anonymizer with a single tuple rule."""
rules = (r"\d+", "***")
anonymizer = factory.create_anonymizer(rules)
assert isinstance(anonymizer, rules_anonymizer.RulesAnonymizer)
assert len(anonymizer.rules) == 1
result = anonymizer.anonymize("Phone: 123-456")
assert result == "Phone: ***-***"
def test_create_anonymizer__single_function_rule(self):
"""Test creating anonymizer with a single function rule."""
def uppercase_rule(text: str) -> str:
return text.upper()
rules = uppercase_rule
anonymizer = factory.create_anonymizer(rules)
assert isinstance(anonymizer, rules_anonymizer.RulesAnonymizer)
assert len(anonymizer.rules) == 1
result = anonymizer.anonymize("hello world")
assert result == "HELLO WORLD"
def test_create_anonymizer__list_of_dict_rules(self):
"""Test creating anonymizer with a list of dictionary rules."""
rules = [
{"regex": r"\d+", "replace": "[NUMBER]"},
{
"regex": r"[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}",
"replace": "[EMAIL]",
},
]
anonymizer = factory.create_anonymizer(rules)
assert isinstance(anonymizer, rules_anonymizer.RulesAnonymizer)
assert len(anonymizer.rules) == 2
result = anonymizer.anonymize("Contact: test@example.com or 123")
assert result == "Contact: [EMAIL] or [NUMBER]"
def test_create_anonymizer__list_of_tuple_rules(self):
"""Test creating anonymizer with a list of tuple rules."""
rules = [
(r"\d+", "[NUMBER]"),
(r"[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}", "[EMAIL]"),
]
anonymizer = factory.create_anonymizer(rules)
assert isinstance(anonymizer, rules_anonymizer.RulesAnonymizer)
assert len(anonymizer.rules) == 2
result = anonymizer.anonymize("Contact: test@example.com or 123")
assert result == "Contact: [EMAIL] or [NUMBER]"
def test_create_anonymizer__list_of_function_rules(self):
"""Test creating anonymizer with a list of function rules."""
def uppercase_rule(text: str) -> str:
return text.upper()
def replace_spaces(text: str) -> str:
return text.replace(" ", "_")
rules = [uppercase_rule, replace_spaces]
anonymizer = factory.create_anonymizer(rules)
assert isinstance(anonymizer, rules_anonymizer.RulesAnonymizer)
assert len(anonymizer.rules) == 2
result = anonymizer.anonymize("hello world")
assert result == "HELLO_WORLD"
def test_create_anonymizer__mixed_rules_list(self):
"""Test creating anonymizer with mixed rule types in a list."""
def prefix_rule(text: str) -> str:
return f"[PROCESSED] {text}"
rules = [{"regex": r"\d+", "replace": "***"}, (r"test", "TEST"), prefix_rule]
anonymizer = factory.create_anonymizer(rules)
assert isinstance(anonymizer, rules_anonymizer.RulesAnonymizer)
assert len(anonymizer.rules) == 3
result = anonymizer.anonymize("test 123")
assert result == "[PROCESSED] TEST ***"
def test_create_anonymizer__custom_max_depth(self):
"""Test creating anonymizer with custom max_depth."""
rules = {"regex": r"\d+", "replace": "***"}
anonymizer = factory.create_anonymizer(rules, max_depth=5)
assert anonymizer.max_depth == 5
def test_create_anonymizer__complex_nested_data(self):
"""Test created anonymizer with complex nested data."""
rules = [
{"regex": r"\d{3}-\d{3}-\d{4}", "replace": "[PHONE]"},
{
"regex": r"[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}",
"replace": "[EMAIL]",
},
]
anonymizer = factory.create_anonymizer(rules)
data = {
"users": [
{"name": "John", "contact": "john@test.com", "phone": "123-456-7890"},
{"name": "Jane", "contact": "jane@test.org", "phone": "987-654-3210"},
]
}
result = anonymizer.anonymize(data)
expected = {
"users": [
{"name": "John", "contact": "[EMAIL]", "phone": "[PHONE]"},
{"name": "Jane", "contact": "[EMAIL]", "phone": "[PHONE]"},
]
}
assert result == expected
def test_create_anonymizer__invalid_dict_rule_missing_regex__error_raised(self):
"""Test error handling for a dictionary rule missing the 'regex' key."""
rules = {"replace": "***"}
with pytest.raises(
ValueError, match="Dictionary rule must have 'regex' and 'replace' keys"
):
factory.create_anonymizer(rules)
def test_create_anonymizer__invalid_dict_rule_missing_replace__error_raised(self):
"""Test error handling for a dictionary rule missing the 'replace' key."""
rules = {"regex": r"\d+"}
with pytest.raises(
ValueError, match="Dictionary rule must have 'regex' and 'replace' keys"
):
factory.create_anonymizer(rules)
def test_create_anonymizer__invalid_tuple_rule_wrong_length__error_raised(self):
"""Test error handling for tuple rule with the wrong length."""
rules = (r"\d+",) # Only one element
with pytest.raises(ValueError, match="Tuple rule must have exactly 2 elements"):
factory.create_anonymizer(rules)
def test_create_anonymizer__invalid_tuple_rule_too_many_elements__error_raised(
self,
):
"""Test error handling for tuple rule with too many elements."""
rules = (r"\d+", "***", "extra")
with pytest.raises(ValueError, match="Tuple rule must have exactly 2 elements"):
factory.create_anonymizer(rules)
def test_create_anonymizer__invalid_dict_rule_in_list__error_raised(self):
"""Test error handling for invalid dictionary rule in a list."""
rules = [
{"regex": r"\d+", "replace": "***"},
{"regex": r"test"}, # Missing 'replace'
]
with pytest.raises(
ValueError, match="Dictionary rule must have 'regex' and 'replace' keys"
):
factory.create_anonymizer(rules)
def test_create_anonymizer__invalid_tuple_rule_in_list__error_raised(self):
"""Test error handling for invalid tuple rule in a list."""
rules = [
(r"\d+", "***"),
(r"test",), # Wrong length
]
with pytest.raises(ValueError, match="Tuple rule must have exactly 2 elements"):
factory.create_anonymizer(rules)
def test_create_anonymizer__unsupported_rule_type_in_list__error_raised(self):
"""Test error handling for an unsupported rule type in the list."""
rules = [
{"regex": r"\d+", "replace": "***"},
123, # Invalid type
]
with pytest.raises(ValueError, match="Unsupported rule type in list"):
factory.create_anonymizer(rules)
def test_create_anonymizer__unsupported_rules_type__error_raised(self):
"""Test error handling for completely unsupported rules type."""
rules = 123 # Invalid type
with pytest.raises(ValueError, match="Unsupported rules type"):
factory.create_anonymizer(rules)
def test_create_anonymizer__empty_list(self):
"""Test creating anonymizer with an empty rules list."""
rules = []
anonymizer = factory.create_anonymizer(rules)
assert isinstance(anonymizer, rules_anonymizer.RulesAnonymizer)
assert len(anonymizer.rules) == 0
# Should return original text with no rules
result = anonymizer.anonymize("test data")
assert result == "test data"
def test_create_anonymizer__lambda_function(self):
"""Test creating anonymizer with lambda function rule."""
anonymizer = factory.create_anonymizer(
lambda text: text.replace("secret", "[REDACTED]")
)
assert isinstance(anonymizer, rules_anonymizer.RulesAnonymizer)
assert len(anonymizer.rules) == 1
result = anonymizer.anonymize("This is secret information")
assert result == "This is [REDACTED] information"
def test_create_anonymizer__real_world_pii_rules(self):
"""Test creating anonymizer with realistic PII anonymization rules."""
rules = [
# Phone numbers
{"regex": r"\b\d{3}-\d{3}-\d{4}\b", "replace": "[PHONE]"},
# Email addresses
{
"regex": r"\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Z|a-z]{2,}\b",
"replace": "[EMAIL]",
},
# SSN
{"regex": r"\b\d{3}-\d{2}-\d{4}\b", "replace": "[SSN]"},
# Credit card (simplified)
{"regex": r"\b\d{4}[- ]?\d{4}[- ]?\d{4}[- ]?\d{4}\b", "replace": "[CARD]"},
]
anonymizer = factory.create_anonymizer(rules)
text = """
Personal Information:
Name: John Doe
Email: john.doe@company.com
Phone: 555-123-4567
SSN: 123-45-6789
Credit Card: 1234 5678 9012 3456
"""
result = anonymizer.anonymize(text)
assert result != text
assert (
result
== """
Personal Information:
Name: John Doe
Email: [EMAIL]
Phone: [PHONE]
SSN: [SSN]
Credit Card: [CARD]
"""
)