| | |
| | |
| | """ |
| | 超简化LLM响应日志记录器 |
| | 专注于记录LLM回复的核心内容,配置简单易用 |
| | """ |
| |
|
| | import json |
| | import os |
| | import yaml |
| | from datetime import datetime |
| | from pathlib import Path |
| | from typing import Dict, Any |
| |
|
| |
|
| | class SimpleLLMLogger: |
| | """超简化的LLM响应日志记录器""" |
| |
|
| | def __init__(self, config_path: str = "mcp_agent.config.yaml"): |
| | """ |
| | 初始化日志记录器 |
| | |
| | Args: |
| | config_path: 配置文件路径 |
| | """ |
| | self.config = self._load_config(config_path) |
| | self.llm_config = self.config.get("llm_logger", {}) |
| |
|
| | |
| | if not self.llm_config.get("enabled", True): |
| | self.enabled = False |
| | return |
| |
|
| | self.enabled = True |
| | self._setup_logger() |
| |
|
| | def _load_config(self, config_path: str) -> Dict[str, Any]: |
| | """加载配置文件""" |
| | try: |
| | with open(config_path, "r", encoding="utf-8") as f: |
| | return yaml.safe_load(f) |
| | except Exception as e: |
| | print(f"⚠️ 配置文件加载失败: {e},使用默认配置") |
| | return self._get_default_config() |
| |
|
| | def _get_default_config(self) -> Dict[str, Any]: |
| | """获取默认配置""" |
| | return { |
| | "llm_logger": { |
| | "enabled": True, |
| | "output_format": "json", |
| | "log_level": "basic", |
| | "log_directory": "logs/llm_responses", |
| | "filename_pattern": "llm_responses_{timestamp}.jsonl", |
| | "include_models": ["claude-sonnet-4", "gpt-4", "o3-mini"], |
| | "min_response_length": 50, |
| | } |
| | } |
| |
|
| | def _setup_logger(self): |
| | """设置日志记录器""" |
| | log_dir = self.llm_config.get("log_directory", "logs/llm_responses") |
| |
|
| | |
| | Path(log_dir).mkdir(parents=True, exist_ok=True) |
| |
|
| | |
| | timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") |
| | filename_pattern = self.llm_config.get( |
| | "filename_pattern", "llm_responses_{timestamp}.jsonl" |
| | ) |
| | self.log_file = os.path.join( |
| | log_dir, filename_pattern.format(timestamp=timestamp) |
| | ) |
| |
|
| | print(f"📝 LLM响应日志: {self.log_file}") |
| |
|
| | def log_response(self, content: str, model: str = "", agent: str = "", **kwargs): |
| | """ |
| | 记录LLM响应 - 简化版本 |
| | |
| | Args: |
| | content: LLM响应内容 |
| | model: 模型名称 |
| | agent: Agent名称 |
| | **kwargs: 其他可选信息 |
| | """ |
| | if not self.enabled: |
| | return |
| |
|
| | |
| | if not self._should_log(content, model): |
| | return |
| |
|
| | |
| | log_entry = self._build_entry(content, model, agent, kwargs) |
| |
|
| | |
| | self._write_log(log_entry) |
| |
|
| | |
| | self._console_log(content, model, agent) |
| |
|
| | def _should_log(self, content: str, model: str) -> bool: |
| | """检查是否应该记录""" |
| | |
| | min_length = self.llm_config.get("min_response_length", 50) |
| | if len(content) < min_length: |
| | return False |
| |
|
| | |
| | include_models = self.llm_config.get("include_models", []) |
| | if include_models and not any(m in model for m in include_models): |
| | return False |
| |
|
| | return True |
| |
|
| | def _build_entry(self, content: str, model: str, agent: str, extra: Dict) -> Dict: |
| | """构建日志条目""" |
| | log_level = self.llm_config.get("log_level", "basic") |
| |
|
| | if log_level == "basic": |
| | |
| | return { |
| | "timestamp": datetime.now().isoformat(), |
| | "content": content, |
| | "model": model, |
| | } |
| | else: |
| | |
| | entry = { |
| | "timestamp": datetime.now().isoformat(), |
| | "content": content, |
| | "model": model, |
| | "agent": agent, |
| | } |
| | |
| | if "token_usage" in extra: |
| | entry["tokens"] = extra["token_usage"] |
| | if "session_id" in extra: |
| | entry["session"] = extra["session_id"] |
| | return entry |
| |
|
| | def _write_log(self, entry: Dict): |
| | """写入日志文件""" |
| | output_format = self.llm_config.get("output_format", "json") |
| |
|
| | try: |
| | with open(self.log_file, "a", encoding="utf-8") as f: |
| | if output_format == "json": |
| | f.write(json.dumps(entry, ensure_ascii=False) + "\n") |
| | elif output_format == "text": |
| | timestamp = entry.get("timestamp", "") |
| | model = entry.get("model", "") |
| | content = entry.get("content", "") |
| | f.write(f"[{timestamp}] {model}: {content}\n\n") |
| | elif output_format == "markdown": |
| | timestamp = entry.get("timestamp", "") |
| | model = entry.get("model", "") |
| | content = entry.get("content", "") |
| | f.write(f"**{timestamp}** | {model}\n\n{content}\n\n---\n\n") |
| | except Exception as e: |
| | print(f"⚠️ 写入日志失败: {e}") |
| |
|
| | def _console_log(self, content: str, model: str, agent: str): |
| | """控制台简要显示""" |
| | preview = content[:80] + "..." if len(content) > 80 else content |
| | print(f"🤖 {model} ({agent}): {preview}") |
| |
|
| |
|
| | |
| | _global_logger = None |
| |
|
| |
|
| | def get_llm_logger() -> SimpleLLMLogger: |
| | """获取全局LLM日志记录器实例""" |
| | global _global_logger |
| | if _global_logger is None: |
| | _global_logger = SimpleLLMLogger() |
| | return _global_logger |
| |
|
| |
|
| | def log_llm_response(content: str, model: str = "", agent: str = "", **kwargs): |
| | """便捷函数:记录LLM响应""" |
| | logger = get_llm_logger() |
| | logger.log_response(content, model, agent, **kwargs) |
| |
|
| |
|
| | |
| | if __name__ == "__main__": |
| | |
| | log_llm_response( |
| | content="这是一个测试的LLM响应内容,用于验证简化日志记录器的功能是否正常工作。", |
| | model="claude-sonnet-4-20250514", |
| | agent="TestAgent", |
| | ) |
| |
|
| | print("✅ 简化LLM日志测试完成") |
| |
|