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akyldash/backend/test_search_relevance.py

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import json
import tempfile
import unittest
from pathlib import Path
from unittest.mock import patch
from search.evaluate_relevance import evaluate, load_queries, search_body
class SearchRelevanceTest(unittest.TestCase):
def test_loads_queries_and_calculates_document_metrics(self):
queries = [
{
"id": "ru-01",
"language": "ru",
"query": "трудовой договор",
"relevant_document_codes": ["7", "8"],
},
{
"id": "ky-01",
"language": "ky",
"query": "эмгек келишими",
"relevant_document_codes": ["9"],
},
]
with tempfile.TemporaryDirectory() as temporary:
path = Path(temporary) / "queries.json"
path.write_text(json.dumps(queries, ensure_ascii=False), encoding="utf-8")
loaded = load_queries(path)
responses = [
{"hits": {"hits": [{"_source": {"document_code": code}} for code in ["7", "10", "8"]]}},
{"hits": {"hits": [{"_source": {"document_code": code}} for code in ["10", "9"]]}},
]
with patch("search.evaluate_relevance.request_json", side_effect=responses) as request:
result = evaluate(loaded, "http://127.0.0.1:9200", "test", 10)
self.assertEqual(result["summary"], {"query_count": 2, "recall_at_10": 1.0, "mrr_at_10": 0.75})
self.assertEqual(result["queries"][0]["reciprocal_rank_at_10"], 1.0)
body = json.loads(request.call_args_list[0].args[2])
self.assertFalse(body["track_total_hits"])
self.assertEqual(body["collapse"], {"field": "document_code"})
self.assertEqual(body["query"]["bool"]["must"]["multi_match"]["type"], "cross_fields")
def test_company_registration_intent_boosts_current_documents(self):
for language, query, status in (
("ru", "как открыть ОсОО", "Действует"),
("ky", "ЖЧК ачуу тартиби", "Күчүндө"),
):
body = json.loads(search_body(language, query, 10))
search_query = body["query"]["bool"]
self.assertEqual(search_query["minimum_should_match"], 1)
boosts = [clause["constant_score"] for clause in search_query["should"][1:]]
self.assertEqual([item["boost"] for item in boosts], [2000, 1000])
self.assertEqual(
[item["filter"]["bool"]["filter"][0]["term"]["document_code"] for item in boosts],
["230044970", "667"],
)
self.assertTrue(all(item["filter"]["bool"]["filter"][1] == {"term": {f"status_{language}": status}} for item in boosts))
if __name__ == "__main__":
unittest.main()