mirror of
https://github.com/open-metadata/OpenMetadata.git
synced 2025-07-06 08:37:22 +00:00
a7e2f33adc
* Add PII Tag and Sensitivity Level enums. * Add feature-extraction for PII classification tasks * Add faker as test dependency * Add unit tests for presidio tag extractor * Add PIISensitivityTags enum and update sensitivity mapping logic * Add Presidio utility functions for PII analysis * Extend column name regexs for PII * Add colum name split * Move pii algorithms to dedicated package * Add tests for PAN, NIF, SSN entities * Fix linting * Add comment on why we need to set specific lanaguage to Presidio recognizers, as per PR suggestion. * Fix version of faker to prevent flaky tests. Fix failing tests. * Fix wrong import --------- Co-authored-by: Pere Menal <pere.menal@getcollate.io>
69 lines
1.8 KiB
Python
69 lines
1.8 KiB
Python
# Copyright 2025 Collate
|
|
# Licensed under the Collate Community License, Version 1.0 (the "License");
|
|
# you may not use this file except in compliance with the License.
|
|
# You may obtain a copy of the License at
|
|
# https://github.com/open-metadata/OpenMetadata/blob/main/ingestion/LICENSE
|
|
# Unless required by applicable law or agreed to in writing, software
|
|
# distributed under the License is distributed on an "AS IS" BASIS,
|
|
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
|
# See the License for the specific language governing permissions and
|
|
# limitations under the License.
|
|
import logging
|
|
from typing import Callable
|
|
|
|
import pytest
|
|
from faker import Faker
|
|
|
|
from metadata.pii.algorithms.presidio_utils import (
|
|
build_analyzer_engine,
|
|
set_presidio_logger_level,
|
|
)
|
|
|
|
|
|
@pytest.fixture(scope="module")
|
|
def analyzer():
|
|
# You might want to comment the following line when debugging tests
|
|
set_presidio_logger_level()
|
|
analyzer = build_analyzer_engine()
|
|
return analyzer
|
|
|
|
|
|
@pytest.fixture
|
|
def fake() -> Faker:
|
|
"""Return a Faker instance"""
|
|
fake = Faker()
|
|
fake.seed_instance(1234)
|
|
return fake
|
|
|
|
|
|
def build_fake_locale(locale: str) -> Faker:
|
|
"""Return a Faker instance with a specific locale"""
|
|
fake = Faker(locale)
|
|
fake.seed_instance(1234)
|
|
return fake
|
|
|
|
|
|
@pytest.fixture
|
|
def fake_en_us() -> Faker:
|
|
"""Return a Faker instance with en_US locale"""
|
|
return build_fake_locale("en_US")
|
|
|
|
|
|
@pytest.fixture
|
|
def local_fake_factory() -> Callable[[str], Faker]:
|
|
"""Return a local fake factory"""
|
|
|
|
def fake_factory(locale: str) -> Faker:
|
|
fake = Faker(locale)
|
|
fake.seed_instance(1234)
|
|
return fake
|
|
|
|
return fake_factory
|
|
|
|
|
|
@pytest.fixture
|
|
def pii_test_logger():
|
|
logger = logging.getLogger("pii_test_logger")
|
|
logger.setLevel(logging.INFO)
|
|
return logger
|