diff --git a/backend/app/api/graph.py b/backend/app/api/graph.py index 759ff48b..5ec1783e 100644 --- a/backend/app/api/graph.py +++ b/backend/app/api/graph.py @@ -248,6 +248,8 @@ def generate_ontology(): }) except Exception as e: + logger.error(f"生成本体定义失败: {str(e)}") + logger.error(traceback.format_exc()) return jsonify({ "success": False, "error": str(e), diff --git a/backend/app/services/ontology_generator.py b/backend/app/services/ontology_generator.py index 01a3d799..8fe67bf5 100644 --- a/backend/app/services/ontology_generator.py +++ b/backend/app/services/ontology_generator.py @@ -217,7 +217,7 @@ class OntologyGenerator: result = self.llm_client.chat_json( messages=messages, temperature=0.3, - max_tokens=4096 + max_tokens=16384 ) # 验证和后处理 @@ -320,6 +320,14 @@ class OntologyGenerator: st["target"] = entity_name_map[st["target"]] if "source_targets" not in edge: edge["source_targets"] = [] + # Zep API 限制：source_targets 最多 10 项，超出则截断（保留前 N 项） + MAX_SOURCE_TARGETS = 10 + if len(edge["source_targets"]) > MAX_SOURCE_TARGETS: + logger.warning( + f"Edge '{edge.get('name')}' has {len(edge['source_targets'])} source_targets, " + f"truncated to {MAX_SOURCE_TARGETS} (Zep API limit)" + ) + edge["source_targets"] = edge["source_targets"][:MAX_SOURCE_TARGETS] if "attributes" not in edge: edge["attributes"] = [] if len(edge.get("description", "")) > 100: diff --git a/backend/app/utils/llm_client.py b/backend/app/utils/llm_client.py index 6c1a81f4..13dce97e 100644 --- a/backend/app/utils/llm_client.py +++ b/backend/app/utils/llm_client.py @@ -5,11 +5,14 @@ LLM客户端封装 import json import re +import logging from typing import Optional, Dict, Any, List from openai import OpenAI from ..config import Config +logger = logging.getLogger(__name__) + class LLMClient: """LLM客户端""" @@ -57,12 +60,36 @@ class LLMClient: "temperature": temperature, "max_tokens": max_tokens, } - + if response_format: kwargs["response_format"] = response_format - - response = self.client.chat.completions.create(**kwargs) - content = response.choices[0].message.content + + # 部分网关（如本项目使用的本地 Next.js 网关）在请求非流式时仍会返回 + # SSE 流式响应（data: {...}\n\n[DONE]），导致 OpenAI SDK 无法解析、 + # content 为空并触发 500。这里统一以流式方式调用并手动拼装 SSE 文本， + # 对标准非流式后端同样兼容（SDK 也会按流式迭代给出 delta）。 + kwargs["stream"] = True + kwargs["stream_options"] = {"include_usage": False} + + chunks = [] + stream = self.client.chat.completions.create(**kwargs) + for chunk in stream: + if not chunk.choices: + continue + delta = chunk.choices[0].delta + if delta and getattr(delta, "content", None): + chunks.append(delta.content) + + content = "".join(chunks) + # 兜底：若流式拼装为空（极少数网关在 stream=False 时才返回完整 content）， + # 尝试回退到非流式调用 + if not content.strip(): + kwargs.pop("stream", None) + kwargs.pop("stream_options", None) + fallback = self.client.chat.completions.create(**kwargs) + if fallback.choices and fallback.choices[0].message: + content = fallback.choices[0].message.content or "" + # 部分模型（如MiniMax M2.5）会在content中包含思考内容，需要移除 content = re.sub(r'[\s\S]*?', '', content).strip() return content @@ -84,12 +111,24 @@ class LLMClient: Returns: 解析后的JSON对象 """ - response = self.chat( - messages=messages, - temperature=temperature, - max_tokens=max_tokens, - response_format={"type": "json_object"} - ) + # 部分网关偶发返回空内容，重试几次以提升稳定性 + last_err = None + for attempt in range(3): + try: + response = self.chat( + messages=messages, + temperature=temperature, + max_tokens=max_tokens, + response_format={"type": "json_object"} + ) + if response and response.strip(): + break + last_err = ValueError("LLM 返回空内容，正在重试...") + except Exception as e: + last_err = e + logger.warning(f"chat_json 第 {attempt + 1} 次尝试失败: {e}") + else: + raise last_err or ValueError("LLM 返回空内容") # 清理markdown代码块标记 cleaned_response = response.strip() cleaned_response = re.sub(r'^```(?:json)?\s*\n?', '', cleaned_response, flags=re.IGNORECASE) @@ -99,5 +138,82 @@ class LLMClient: try: return json.loads(cleaned_response) except json.JSONDecodeError: + # 尝试从可能被截断的响应中提取第一个完整/近似完整的 JSON 对象 + extracted = _extract_first_json_object(cleaned_response) + if extracted is not None: + return extracted raise ValueError(f"LLM返回的JSON格式无效: {cleaned_response}") + +def _extract_first_json_object(text: str) -> Optional[Dict[str, Any]]: + """从文本中提取第一个 JSON 对象。 + + 当模型输出因 max_tokens 被截断、导致 JSON 不完整时，尝试找到第一个 + 形如 { ... } 的（可能未闭合的）对象，并通过还原括号栈尽力补全后解析。 + 若补全后仍失败，则从尾部逐字符裁剪（最多 256 字符）直到可解析。 + 返回解析后的 dict，或无法解析时返回 None。 + """ + if not text: + return None + # 去掉可能的 BOM / 前后空白 + text = text.lstrip('\ufeff').strip() + start = text.find('{') + if start == -1: + return None + snippet = text[start:] + + def _try_close(s: str) -> Optional[Dict[str, Any]]: + """尝试通过括号栈补全后再解析。""" + stack: list[str] = [] + in_str = False + escape = False + for ch in s: + if in_str: + if escape: + escape = False + elif ch == '\\': + escape = True + elif ch == '"': + in_str = False + continue + if ch == '"': + in_str = True + elif ch in '{[': + stack.append(ch) + 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4xx/5xx 时也会返回 {"success": false, "error": "..."}） + if (error.response && error.response.data) { + const data = error.response.data + const msg = data.error || data.message || data.traceback || `请求失败 (${error.response.status})` + return Promise.reject(new Error(msg)) + } + // 处理超时 if (error.code === 'ECONNABORTED' && error.message.includes('timeout')) { console.error('Request timeout') + return Promise.reject(new Error('请求超时，请稍后重试')) } // 处理网络错误 if (error.message === 'Network Error') { console.error('Network error - please check your connection') + return Promise.reject(new Error('网络错误，请检查连接')) } return Promise.reject(error) diff --git a/package.json b/package.json index 63ace21a..b9edbd32 100644 --- a/package.json +++ b/package.json @@ -3,13 +3,13 @@ "version": "0.1.0", "description": "MiroFish - 简洁通用的群体智能引擎，预测万物", "scripts": { - "setup": "npm install && cd frontend && npm install", + "setup": "bun install && cd frontend && bun install", "setup:backend": "cd backend && uv sync", - "setup:all": "npm run setup && npm run setup:backend", - "dev": "concurrently --kill-others -n \"backend,frontend\" -c \"green,cyan\" \"npm run backend\" \"npm run frontend\"", + "setup:all": "bun run setup && bun run setup:backend", + "dev": "concurrently --kill-others -n \"backend,frontend\" -c \"green,cyan\" \"bun run backend\" \"bun run frontend\"", "backend": "cd backend && uv run python run.py", - "frontend": "cd frontend && npm run dev", - "build": "cd frontend && npm run build" + "frontend": "cd frontend && bun run dev", + "build": "cd frontend && bun run build" }, "devDependencies": { "concurrently": "^9.1.2" @@ -19,3 +19,4 @@ }, "license": "AGPL-3.0" } +