结构化日志示例
结构化日志示例
{
"trace_id": "8f3a...",
"question": "报销标准是多少",
"rewritten": "差旅费报销标准",
"retrieved": [{"chunk_id": "hr-3#c2", "score": 0.83}],
"reranked": [{"chunk_id": "hr-3#c2", "score": 0.91}],
"used_in_context": ["hr-3#c2"],
"answer": "...",
"latency_ms": {"retrieval": 28, "rerank": 210, "generate": 2600}
}- 追踪工具：LangSmith、Langfuse、Phoenix 等可按需选用
- 低赞 / 转人工的会话打标后回流评测集
日志会包含用户问题与文档片段，注意脱敏与访问控制。