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106 lines
3.2 KiB
Python
106 lines
3.2 KiB
Python
"""Unit tests for engines.py — no models, no downloads, no network.
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Run: pip install -r requirements.txt -r requirements-dev.txt && python -m pytest tests
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"""
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import importlib.util
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import os
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import subprocess
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import sys
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from pathlib import Path
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import pytest
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from presidio_analyzer.predefined_recognizers.ner import gliner_recognizer
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import engines
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PII_DIR = Path(__file__).resolve().parent.parent
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class FakeModel:
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def __init__(self):
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self.seen_labels: list[list[str]] = []
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def predict_entities(self, text, labels, flat_ner=True, threshold=0.3, multi_label=False):
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self.seen_labels.append(list(labels))
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return [{"label": "person", "score": 0.92, "start": 0, "end": 4, "text": text[0:4]}]
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class FakeGLiNER:
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calls = 0
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@classmethod
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def from_pretrained(cls, model_name, **kwargs):
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cls.calls += 1
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return FakeModel()
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@pytest.fixture
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def fake_gliner(monkeypatch):
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monkeypatch.setattr(gliner_recognizer, "GLiNER", FakeGLiNER)
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engines.SharedModelGLiNERRecognizer._shared_models.clear()
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FakeGLiNER.calls = 0
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yield FakeGLiNER
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engines.SharedModelGLiNERRecognizer._shared_models.clear()
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def make_recognizer(language: str):
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return engines.SharedModelGLiNERRecognizer(
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entity_mapping=engines.GLINER_ENTITY_MAPPING,
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model_name="fake/model",
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map_location="cpu",
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supported_language=language,
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)
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def test_invalid_pii_engine_fails_import():
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result = subprocess.run(
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[sys.executable, "-c", "import server"],
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cwd=PII_DIR,
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env={**os.environ, "PII_ENGINE": "bogus"},
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capture_output=True,
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text=True,
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)
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assert result.returncode != 0
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assert "Invalid PII_ENGINE" in result.stderr
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@pytest.mark.skipif(
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importlib.util.find_spec("gliner") is not None,
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reason="fail-fast path only exists when gliner is not installed",
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)
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def test_build_gliner_analyzer_fails_fast_without_gliner():
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with pytest.raises(RuntimeError, match="gliner package is not installed"):
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engines.build_gliner_analyzer(model_name="fake/model", device="cpu")
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def test_shared_model_loads_once_across_languages(fake_gliner):
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first = make_recognizer("en")
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second = make_recognizer("es")
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assert fake_gliner.calls == 1
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assert first.gliner is second.gliner
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def test_analyze_never_prompts_gliner_with_foreign_entities(fake_gliner):
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recognizer = make_recognizer("en")
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all_supported = ["PERSON", "LOCATION", "NRP", "DATE_TIME", "CREDIT_CARD", "VIN", "ES_NIF"]
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results = recognizer.analyze("John went home", entities=all_supported)
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for labels in recognizer.gliner.seen_labels:
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assert set(labels) <= set(engines.GLINER_ENTITY_MAPPING)
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assert results and results[0].entity_type == "PERSON"
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def test_analyze_skips_inference_when_no_owned_entity_requested(fake_gliner):
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recognizer = make_recognizer("en")
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assert recognizer.analyze("4111111111111111", entities=["CREDIT_CARD"]) == []
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assert recognizer.gliner.seen_labels == []
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def test_entity_mapping_targets_exactly_the_ner_entities():
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assert set(engines.GLINER_ENTITY_MAPPING.values()) == {
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"PERSON",
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"LOCATION",
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"NRP",
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"DATE_TIME",
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}
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