CLS observability SDK for LangChain/LangGraph — 6-layer span hierarchy, direct upload to Tencent Cloud CLS
Project description
tencentcloud-cls-sdk-langchain
腾讯云 CLS(日志服务)LangChain/LangGraph 可观测插件。
自动采集 LangChain/LangGraph 应用的调用链路,生成 6 层 Span 层级模型,直接上报到 CLS。
安装
pip install tencentcloud-cls-sdk-langchain
插件不包含 LangChain/LangGraph 本身,如未安装请先:
pip install langchain langgraph langchain-openai
快速接入
1. 配置 CLS 凭据(一次性)
python -m tencentcloud_cls_sdk_langchain.cls_config init
按提示输入 CLS 接入点、Topic ID、SecretId/SecretKey,配置保存到 .env。
2. 代码接入
在应用启动代码中加入 3 行:
from opentelemetry.sdk.trace import TracerProvider
from opentelemetry.sdk.trace.export import BatchSpanProcessor
from tencentcloud_cls_sdk_langchain import LangChainInstrumentor
from tencentcloud_cls_sdk_langchain.cls_cloud_exporter import CLSCloudExporter
provider = TracerProvider()
provider.add_span_processor(BatchSpanProcessor(CLSCloudExporter()))
LangChainInstrumentor().instrument(tracer_provider=provider)
# 下面正常写你的 LangChain/LangGraph 代码,无需任何改动
3. 验证
运行应用后约 30 秒,到 CLS 控制台 → 日志主题 → 检索分析,应能看到 6 类 Span。
Span 层级模型
entry (应用入口)
└─ session (对话窗口)
└─ agent (每次提问)
└─ step (每轮 ReAct)
├─ chat (LLM 调用)
└─ tool (工具调用)
环境变量
配置命令 cls_config init 会自动写入 .env,也可以手动设置:
| 变量 | 必填 | 说明 |
|---|---|---|
CLS_ENDPOINT |
是 | CLS API 接入点 |
CLS_TOPIC_ID |
是 | CLS 日志主题 ID |
CLS_SECRET_ID |
是 | 腾讯云 SecretId |
CLS_SECRET_KEY |
是 | 腾讯云 SecretKey |
CLS_SERVICE_NAME |
否 | 服务名称(默认 langchain-app) |
License
Apache-2.0
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