fix: LLM thinking 허용 + 마지막 유효 JSON 추출 방식으로 변경

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
This commit is contained in:
Hyungi Ahn
2026-03-26 13:39:05 +09:00
parent 49c39a182b
commit aca4a027ba

View File

@@ -109,32 +109,32 @@ def llm_generate(prompt: str, model: str = "mlx-community/Qwen3.5-35B-A3B-4bit",
host: str = "http://localhost:8800", json_mode: bool = False) -> str:
"""MLX 서버 API 호출 (OpenAI 호환)"""
import requests
messages = []
if json_mode:
messages.append({"role": "system", "content": "IMPORTANT: Output ONLY valid JSON. No thinking process, no explanation, no markdown fences. Start your response with { and end with }."})
messages.append({"role": "user", "content": prompt})
messages = [{"role": "user", "content": prompt}]
resp = requests.post(f"{host}/v1/chat/completions", json={
"model": model,
"messages": messages,
"temperature": 0.1 if json_mode else 0.3,
"max_tokens": 2048,
}, timeout=180)
"temperature": 0.3,
"max_tokens": 4096,
}, timeout=300)
resp.raise_for_status()
content = resp.json()["choices"][0]["message"]["content"]
# thinking 블록 제거 (Qwen3.5 thinking 모델 대응)
if "<think>" in content and "</think>" in content:
content = content.split("</think>")[-1].strip()
# JSON 블록 추출
if "```json" in content:
content = content.split("```json")[1].split("```")[0].strip()
elif "```" in content:
content = content.split("```")[1].split("```")[0].strip()
# { 로 시작하는 JSON 추출
if not json_mode:
return content
# JSON 모드: thinking 허용 → 마지막 유효 JSON 객체 추출
import re
import json as _json
# 배열이 포함된 JSON 객체 매칭
all_jsons = re.findall(r'\{[^{}]*(?:\[[^\]]*\])?[^{}]*\}', content)
for j in reversed(all_jsons):
try:
parsed = _json.loads(j)
if any(k in parsed for k in ("domain_db", "tags", "domain", "classification")):
return j
except _json.JSONDecodeError:
continue
# 폴백: 전체에서 가장 큰 JSON 추출
json_match = re.search(r'\{[\s\S]*\}', content)
if json_match:
content = json_match.group(0)
return content
return json_match.group(0) if json_match else content
# 하위호환 별칭