Files
web-page-backend/insta-lab/app/selection_judge.py
2026-06-11 02:21:09 +09:00

53 lines
1.7 KiB
Python

"""Claude Haiku 일괄 카드가치 판단. 실패/미설정 시 빈 dict (graceful)."""
from __future__ import annotations
import json
import logging
import re
from typing import Any, Dict, List
from anthropic import Anthropic
from .config import ANTHROPIC_API_KEY, ANTHROPIC_MODEL_HAIKU
logger = logging.getLogger(__name__)
PROMPT = """다음 인스타 카드뉴스 후보 키워드들을 카드로 만들 가치(흥미·시의성·정보성)와
리스크(민감·논란)를 종합해 0~1 점수로 평가해라. 코드펜스 없이 JSON 배열로만 출력:
[{{"keyword_id": <id>, "score": <0~1>}}, ...]
후보:
{items}"""
def _strip_codefence(s: str) -> str:
s = s.strip()
if s.startswith("```"):
s = re.sub(r"^```(?:json)?\s*|\s*```$", "", s).strip()
return s
def parse_judge_response(raw: str) -> Dict[int, float]:
try:
data = json.loads(_strip_codefence(raw))
return {int(d["keyword_id"]): float(d["score"]) for d in data}
except Exception:
logger.warning("judge 응답 파싱 실패")
return {}
def judge_candidates(candidates: List[Dict[str, Any]]) -> Dict[int, float]:
if not ANTHROPIC_API_KEY or not candidates:
return {}
items = "\n".join(f'- id={c["id"]}: {c["keyword"]} ({c["category"]})' for c in candidates)
try:
client = Anthropic(api_key=ANTHROPIC_API_KEY)
resp = client.messages.create(
model=ANTHROPIC_MODEL_HAIKU, max_tokens=512,
messages=[{"role": "user", "content": PROMPT.format(items=items)}],
)
return parse_judge_response(resp.content[0].text)
except Exception:
logger.exception("judge_candidates 호출 실패")
return {}