[DP-384] 수집 동향 LLM 서사 요약 구현 (collection_summary, 주/월 단위)#56
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[DP-384] 수집 동향 LLM 서사 요약 구현 (collection_summary, 주/월 단위)#56
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- TrendSignals 데이터클래스 정의 (unit/period/content_count/top_tags/tfidf_keywords/prev_summary) - CollectionSummaryGenerator.generate(): daily → None, LLM 실패 → None, tool_use 없음 → AIInternalError - build_user_prompt(): 태그 빈도·증감 테이블 + 신규/급증 태그 + 수집 글 키워드 포함 - 이전 기간 prev_summary 주입 지원 (변화 비교 서술 유도) Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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Summary
TrendSignals데이터클래스 신규 정의 —unit,period_start/end,cur/prev_content_count,top_tags(TagFrequency),tfidf_keywords,prev_summary필드 포함, 오케스트레이터(DP-386)가 조립app/core/prompts/trend_collection.py신규 — SYSTEM_PROMPT(수치 인용·키워드 자연 서술 원칙) +build_user_prompt(signals)+ Tool Use 스키마CollectionSummaryGenerator.generate(signals)신규 —unit="daily"→ None, LLM 실패 → None 반환,tool_use없음 →AIInternalError전파prev_summary옵셔널 주입으로 이전 기간 대비 차이점 서술 지원 (DP-404 패턴 동일)집계 방식
일 단위 집계 없이 주/월 범위 DB 직접 쿼리 채택 —
TrendDataLoader.load(start, end)가 임의 날짜 범위를 이미 지원하므로 별도 인프라 불필요.Test plan
pytest tests/test_trend_collection_summary.py— 7개 케이스 통과 확인pytest -q전체 406개 통과ruff check . && black --check .클린🤖 Generated with Claude Code