kcg-ai-monitoring/prediction/tests/test_gear_violation_params.py
htlee 8f5152fc02 feat(prediction): Phase 2 PoC 2~5 — gear_violation/transshipment/risk/pair_trawl
런타임 override 완성 (params 인자 + 내부 상수 교체):
- gear_violation_g01_g06 (GEAR, tier 4)
  · G01~G06 점수 + signal_cycling(gap_min/min_count)
  · gear_drift_threshold_nm + fixed_gear_types + fishery_code_allowed_gear
  · _detect_signal_cycling_count 도입 (기존 _detect_signal_cycling 보존)

카탈로그 + 관찰 (DEFAULT_PARAMS 노출 + Adapter 집계, 런타임 교체는 후속 PR):
- transshipment_5stage (TRANSSHIP, tier 4) — 5단계 필터 임계
- risk_composite (META, tier 3) — 경량+파이프라인 가중치
- pair_trawl_tier (GEAR, tier 4) — STRONG/PROBABLE/SUSPECT 임계

각 모델 공통:
- prediction/algorithms/*.py: DEFAULT_PARAMS 상수 추가
- models_core/registered/*_model.py: BaseDetectionModel Adapter
- models_core/seeds/v1_<model>.sql: DRAFT seed (호출자 트랜잭션 제어)
- tests/test_<model>_params.py: Python ↔ 모듈 상수 ↔ seed SQL 정적 일치 검증

통합 seed: models_core/seeds/v1_phase2_all.sql (\i 로 5 모델 일괄 시드)

검증:
- 30/30 테스트 통과 (Phase 1-2 15 + dark 5 + Phase 2 신규 10)
- 운영 DB 5 모델 개별 + 일괄 seed dry-run 통과 (BEGIN/ROLLBACK 격리)
- 5 모델 모두 tier/category 정렬 확인: dark_suspicion(3) / risk_composite(3) /
  gear_violation_g01_g06(4) / pair_trawl_tier(4) / transshipment_5stage(4)

후속:
- transshipment/risk/pair_trawl 런타임 override 활성화 (헬퍼 params 전파)
- Phase 3 백엔드 API (DetectionModelController + 승격 엔드포인트)

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-04-20 10:11:16 +09:00

126 lines
5.2 KiB
Python

"""Phase 2 PoC #2 — gear_violation_g01_g06 params 외부화 동치성 테스트.
pandas 미설치 환경을 우회하기 위해 dark_suspicion 테스트와 동일한 stub 패턴 사용.
"""
from __future__ import annotations
import importlib
import json
import os
import sys
import types
import unittest
# pandas stub (annotation 용)
if 'pandas' not in sys.modules:
pd_stub = types.ModuleType('pandas')
pd_stub.DataFrame = type('DataFrame', (), {})
pd_stub.Timestamp = type('Timestamp', (), {})
sys.modules['pandas'] = pd_stub
if 'pydantic_settings' not in sys.modules:
stub = types.ModuleType('pydantic_settings')
class _S:
def __init__(self, **kw):
for name, value in self.__class__.__dict__.items():
if name.isupper():
setattr(self, name, kw.get(name, value))
stub.BaseSettings = _S
sys.modules['pydantic_settings'] = stub
if 'algorithms' not in sys.modules:
pkg = types.ModuleType('algorithms')
pkg.__path__ = [os.path.join(os.path.dirname(__file__), '..', 'algorithms')]
sys.modules['algorithms'] = pkg
gv = importlib.import_module('algorithms.gear_violation')
class GearViolationParamsTest(unittest.TestCase):
def test_default_params_shape(self):
p = gv.GEAR_VIOLATION_DEFAULT_PARAMS
self.assertIn('scores', p)
self.assertIn('signal_cycling', p)
self.assertIn('gear_drift_threshold_nm', p)
self.assertIn('fixed_gear_types', p)
self.assertIn('fishery_code_allowed_gear', p)
# 6 G-codes 점수 키 전부 있는지
for k in ['G01_zone_violation', 'G02_closed_season', 'G03_unregistered_gear',
'G04_signal_cycling', 'G05_gear_drift', 'G06_pair_trawl']:
self.assertIn(k, p['scores'])
def test_default_values_match_module_constants(self):
"""DEFAULT_PARAMS 는 모듈 레벨 상수와 완전히 동일해야 한다 (SSOT 이중성 방지)."""
p = gv.GEAR_VIOLATION_DEFAULT_PARAMS
self.assertEqual(p['scores']['G01_zone_violation'], gv.G01_SCORE)
self.assertEqual(p['scores']['G02_closed_season'], gv.G02_SCORE)
self.assertEqual(p['scores']['G03_unregistered_gear'], gv.G03_SCORE)
self.assertEqual(p['scores']['G04_signal_cycling'], gv.G04_SCORE)
self.assertEqual(p['scores']['G05_gear_drift'], gv.G05_SCORE)
self.assertEqual(p['scores']['G06_pair_trawl'], gv.G06_SCORE)
self.assertEqual(p['signal_cycling']['gap_min'], gv.SIGNAL_CYCLING_GAP_MIN)
self.assertEqual(p['signal_cycling']['min_count'], gv.SIGNAL_CYCLING_MIN_COUNT)
self.assertAlmostEqual(p['gear_drift_threshold_nm'], gv.GEAR_DRIFT_THRESHOLD_NM)
self.assertEqual(set(p['fixed_gear_types']), gv.FIXED_GEAR_TYPES)
# fishery_code_allowed_gear: list ↔ set 변환 후 비교
for key, allowed in gv.FISHERY_CODE_ALLOWED_GEAR.items():
self.assertEqual(set(p['fishery_code_allowed_gear'][key]), allowed)
def test_merge_none_returns_default_reference(self):
self.assertIs(gv._merge_default_gv_params(None), gv.GEAR_VIOLATION_DEFAULT_PARAMS)
def test_merge_override_replaces_only_given_keys(self):
override = {'scores': {'G06_pair_trawl': 99}}
merged = gv._merge_default_gv_params(override)
self.assertEqual(merged['scores']['G06_pair_trawl'], 99)
# 다른 score 는 DEFAULT 유지
self.assertEqual(
merged['scores']['G01_zone_violation'],
gv.GEAR_VIOLATION_DEFAULT_PARAMS['scores']['G01_zone_violation'],
)
# fixed_gear_types 같은 top-level 키도 DEFAULT 유지
self.assertEqual(
merged['fixed_gear_types'],
gv.GEAR_VIOLATION_DEFAULT_PARAMS['fixed_gear_types'],
)
# DEFAULT 는 변조되지 않음
self.assertEqual(
gv.GEAR_VIOLATION_DEFAULT_PARAMS['scores']['G06_pair_trawl'], 20,
)
def test_seed_sql_values_match_python_default(self):
"""seed SQL JSONB ↔ Python DEFAULT 1:1 정적 검증."""
seed_path = os.path.join(
os.path.dirname(__file__), '..',
'models_core', 'seeds', 'v1_gear_violation.sql',
)
with open(seed_path, 'r', encoding='utf-8') as f:
sql = f.read()
start = sql.index('$json$') + len('$json$')
end = sql.index('$json$', start)
raw = sql[start:end].strip()
params = json.loads(raw)
expected = gv.GEAR_VIOLATION_DEFAULT_PARAMS
self.assertEqual(params['scores'], expected['scores'])
self.assertEqual(params['signal_cycling'], expected['signal_cycling'])
self.assertAlmostEqual(
params['gear_drift_threshold_nm'], expected['gear_drift_threshold_nm']
)
# list 는 순서 무관하게 set 비교 (DB 에 저장 시 어떤 순서든 상관 없음)
self.assertEqual(set(params['fixed_gear_types']),
set(expected['fixed_gear_types']))
for code, allowed in expected['fishery_code_allowed_gear'].items():
self.assertEqual(
set(params['fishery_code_allowed_gear'][code]), set(allowed),
f'fishery_code_allowed_gear[{code}] mismatch',
)
if __name__ == '__main__':
unittest.main()