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