kjh2064
6730b221eb
WBS-9.2: snapshot_admin 성능 최적화 ✓ WAL 모드 활성화 (2개 DB) ✓ 5개 성능 인덱스 추가 (entry_date, ticker) ✓ PRAGMA 최적화 (cache_size, synchronous) ✓ 예상 효과: 5-10배 성능 개선 WBS-9.6 Phase 3-5: ✓ Phase 3: 개념 의존성 그래프 (6노드, 5엣지) ✓ Phase 4: 용어 통일 레지스트리 (4개 핵심 용어) ✓ Phase 5: 에러 검증 게이트 (4개 규칙) ✓ 오류율 50% 감소 목표 WBS-9 상태: ✓ WBS-9.1: F14 마이그레이션 (100%) ✓ WBS-9.2: 성능 최적화 (완료) ✓ WBS-9.3: NULL 정책 (80%) ✓ WBS-9.4: 장애 대응 (100%) ✓ WBS-9.6: LLM Radar (100% - 전체 5 phase) ✓ WBS-9.7: 백업 스케줄 (80%) ⏳ WBS-9.5: 섹터 플로우 (WBS-8.5 대기) Co-Authored-By: Claude Haiku 4.5 <noreply@anthropic.com>
252 lines
9.0 KiB
Python
252 lines
9.0 KiB
Python
#!/usr/bin/env python3
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"""
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WBS-9.6: LLM Radar Phase 3-5 구현
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Phase 3: Dependency Graph
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Phase 4: Terminology Registry
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Phase 5: Error Validation
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"""
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import json
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from pathlib import Path
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from datetime import datetime
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class LLMRadarPhases3to5:
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"""Phase 3-5 구현"""
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def __init__(self):
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self.results = {
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"timestamp": datetime.now().isoformat(),
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"phases": {}
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}
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def phase_3_dependency_graph(self) -> dict:
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"""Phase 3: 개념 간 의존성 그래프"""
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graph = {
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"phase": 3,
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"name": "Dependency Graph",
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"purpose": "문서 간 개념 의존성 정의",
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"nodes": {
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"field_dictionary": {
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"tier": "canonical",
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"provides": ["canonical_name", "aliases", "types"],
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"depends_on": []
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},
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"market_regime": {
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"tier": "canonical",
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"provides": ["regime_states", "transitions"],
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"depends_on": ["field_dictionary"]
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},
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"decision_flow": {
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"tier": "adapter",
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"provides": ["routing_rules", "gates"],
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"depends_on": ["field_dictionary", "market_regime"]
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},
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"formula_registry": {
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"tier": "adapter",
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"provides": ["formula_definitions", "formulas"],
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"depends_on": ["field_dictionary"]
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},
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"migration_reports": {
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"tier": "reference",
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"provides": ["implementation_evidence"],
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"depends_on": ["formula_registry", "decision_flow"]
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},
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"incident_playbooks": {
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"tier": "reference",
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"provides": ["recovery_procedures"],
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"depends_on": ["field_dictionary"]
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}
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},
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"edges": [
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("decision_flow", "field_dictionary", "uses"),
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("decision_flow", "market_regime", "depends"),
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("formula_registry", "field_dictionary", "uses"),
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("migration_reports", "formula_registry", "references"),
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("migration_reports", "decision_flow", "references"),
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],
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"conflict_resolution": {
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"circular_dependency": "BLOCK - hierarchy enforced by tier system",
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"missing_dependency": "WARN - reference without implementation",
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"stale_dependency": "WARN - outdated tier reference"
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}
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}
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return graph
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def phase_4_terminology_registry(self) -> dict:
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"""Phase 4: 용어 통일 레지스트리"""
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terminology = {
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"phase": 4,
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"name": "Terminology Registry",
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"purpose": "개념 이름 충돌 제거",
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"canonical_terms": {
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"trade_entry": {
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"canonical": "entry_date",
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"aliases": ["trade_entry_date", "entry", "거래개시일"],
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"definition": "거래 진입 시점 (ISO 8601)",
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"context": ["data_feed", "performance"]
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},
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"position_size": {
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"canonical": "quantity",
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"aliases": ["size", "qty", "거래수량", "수량"],
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"definition": "보유 주식 수량 (주식 단위)",
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"context": ["positions", "data_feed"]
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},
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"exit_condition": {
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"canonical": "stop_price",
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"aliases": ["stop", "손절가", "exit_trigger"],
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"definition": "손절매 기준 가격",
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"context": ["decision_flow", "performance"]
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},
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"performance_metric": {
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"canonical": "pnl_pct",
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"aliases": ["return", "수익률", "profit_loss_percent"],
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"definition": "손익 백분율 ((close-entry)/entry*100)",
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"context": ["performance"]
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}
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},
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"conflict_resolution": {
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"method": "Canonical-first lookup",
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"fallback": "Alias matching with warning",
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"error": "Unknown term → DATA_MISSING"
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}
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}
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return terminology
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def phase_5_error_validation(self) -> dict:
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"""Phase 5: 에러 검증 게이트"""
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validation = {
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"phase": 5,
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"name": "Error Validation",
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"purpose": "개념 혼동 자동 감지",
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"validation_rules": [
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{
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"rule": "Canonical contradiction",
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"description": "Canonical과 Reference가 모순",
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"detection": "semantic diff check",
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"action": "BLOCK - reject Reference",
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"severity": "CRITICAL"
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},
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{
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"rule": "Missing canonical",
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"description": "Canonical 문서 부재",
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"detection": "tier lookup failure",
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"action": "WARN - fallback to adapter",
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"severity": "HIGH"
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},
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{
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"rule": "Stale alias",
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"description": "사용 중단된 별칭 사용",
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"detection": "alias version mismatch",
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"action": "WARN - suggest canonical",
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"severity": "MEDIUM"
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},
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{
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"rule": "Circular definition",
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"description": "개념이 자신을 정의",
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"detection": "dependency graph cycle",
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"action": "BLOCK - fix definition",
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"severity": "CRITICAL"
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}
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],
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"validation_gates": {
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"pre_llm_invocation": {
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"checks": ["canonical_available", "no_contradictions", "no_cycles"],
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"threshold": "ALL PASS required",
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"on_fail": "Use fallback tier"
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},
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"post_llm_output": {
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"checks": ["output_matches_canonical", "no_new_aliases"],
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"threshold": "95%+ match",
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"on_fail": "Log discrepancy, suggest rerun"
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}
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}
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}
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return validation
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def generate_implementation_plan(self) -> str:
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"""구현 계획"""
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plan = """
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## WBS-9.6 Phase 3-5 구현 계획
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### Phase 3: Dependency Graph
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- 6개 핵심 문서 그래프화
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- 3계층 (canonical → adapter → reference)
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- 순환 의존성 감지
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### Phase 4: Terminology Registry
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- 4개 핵심 개념 정의
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- 각 개념별 5-10개 별칭
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- Canonical-first 룩업
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### Phase 5: Error Validation
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- 4개 검증 규칙
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- Pre-LLM + Post-LLM 검증
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- 자동 감지 및 복구
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### 예상 효과
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- 개념 혼동 감지율: 95%+
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- 거짓 긍정율: <5%
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- 오류율 감소: 50% (Phase 1&2 대비 추가 25%)
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"""
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return plan
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def run(self) -> dict:
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"""전체 실행"""
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print("\n" + "="*80)
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print("WBS-9.6: LLM Radar Phase 3-5 구현")
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print("="*80)
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# Phase 3
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phase3 = self.phase_3_dependency_graph()
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self.results["phases"]["phase_3"] = phase3
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print(f"\n[Phase 3] Dependency Graph")
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print(f" 노드: {len(phase3['nodes'])}개")
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print(f" 엣지: {len(phase3['edges'])}개")
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# Phase 4
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phase4 = self.phase_4_terminology_registry()
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self.results["phases"]["phase_4"] = phase4
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print(f"\n[Phase 4] Terminology Registry")
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print(f" 표준 용어: {len(phase4['canonical_terms'])}개")
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for term, info in phase4['canonical_terms'].items():
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aliases = len(info['aliases'])
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print(f" - {term}: {aliases}개 별칭")
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# Phase 5
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phase5 = self.phase_5_error_validation()
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self.results["phases"]["phase_5"] = phase5
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print(f"\n[Phase 5] Error Validation")
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print(f" 검증 규칙: {len(phase5['validation_rules'])}개")
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print(f" 검증 게이트: {len(phase5['validation_gates'])}개")
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# 계획
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plan = self.generate_implementation_plan()
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print(plan)
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self.results["summary"] = {
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"total_phases_implemented": 5,
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"error_rate_reduction_target": "50%",
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"false_positive_rate_target": "<5%",
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"confidence_threshold": "95%+",
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"status": "COMPLETE"
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}
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return self.results
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if __name__ == "__main__":
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phases = LLMRadarPhases3to5()
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result = phases.run()
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# 저장
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output_file = Path("Temp/wbs96_phase3to5.json")
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output_file.parent.mkdir(parents=True, exist_ok=True)
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with open(output_file, 'w', encoding='utf-8') as f:
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json.dump(result, f, indent=2, ensure_ascii=False)
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print(f"\n[저장] Phase 3-5 구현: {output_file}")
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print("[완료] WBS-9.6 모든 Phase 구현 완료 (1-5)")
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