{"id":180098,"date":"2026-06-05T18:02:12","date_gmt":"2026-06-05T18:02:12","guid":{"rendered":"http:\/\/ktromedia.com\/?p=180098"},"modified":"2026-06-05T18:02:12","modified_gmt":"2026-06-05T18:02:12","slug":"2026-%e5%b9%b4%e6%8e%8c%e6%8f%a1-llmops-%e8%b7%af%e7%ba%bf%e5%9b%be","status":"publish","type":"post","link":"https:\/\/ktromedia.com\/?p=180098","title":{"rendered":"2026 \u5e74\u638c\u63e1 LLMOps \u8def\u7ebf\u56fe"},"content":{"rendered":"
\n

# llm_with_tracing.py<\/span><\/p>\n

# \u76ee\u7684\uff1a\u5177\u6709\u5b8c\u5168\u53ef\u89c2\u5bdf\u6027\u7684\u751f\u4ea7\u5c31\u7eea LLM \u8c03\u7528\u5305\u88c5\u5668\u3002<\/span><\/p>\n

# \u5728 Langfuse \u4e2d\u8ddf\u8e2a\u6bcf\u4e2a\u8c03\u7528\uff1a\u8f93\u5165\u3001\u8f93\u51fa\u3001\u4ee4\u724c\u3001\u6210\u672c\u3001\u5ef6\u8fdf\u3002<\/span><\/p>\n

#<\/span><\/p>\n

# \u5148\u51b3\u6761\u4ef6\uff1a<\/span><\/p>\n

# pip \u5b89\u88c5 langfuse anthropic python-dotenv<\/span><\/p>\n

#<\/span><\/p>\n

\uff03 \u8bbe\u7f6e\uff1a<\/span><\/p>\n

# 1. \u5728 https:\/\/cloud.langfuse.com \u521b\u5efa\u4e00\u4e2a\u514d\u8d39\u5e10\u6237<\/span><\/p>\n

# 2. \u4ece\u201c\u8bbe\u7f6e\u201d>\u201cAPI \u5bc6\u94a5\u201d\u83b7\u53d6\u5bc6\u94a5<\/span><\/p>\n

# 3. \u4f7f\u7528\u4ee5\u4e0b\u53d8\u91cf\u521b\u5efa .env \u6587\u4ef6<\/span><\/p>\n

#<\/span><\/p>\n

\uff03 \u8dd1\u6b65\uff1a<\/span><\/p>\n

# python llm_with_tracing.py<\/span><\/p>\n

\u8fdb\u53e3 <\/span>\u64cd\u4f5c\u7cfb\u7edf<\/span><\/p>\n

\u8fdb\u53e3 <\/span>\u65f6\u95f4<\/span><\/p>\n

\u4ece <\/span>\u591a\u6ed5\u592b <\/span>\u8fdb\u53e3 <\/span>\u8d1f\u8f7d\u70b9\u73af\u5883<\/span><\/p>\n

\u8fdb\u53e3 <\/span>\u4eba\u62e9\u7684<\/span><\/p>\n

\u4ece <\/span>\u6717\u798f\u585e <\/span>\u8fdb\u53e3 <\/span>\u90ce\u798f\u65af<\/span><\/p>\n

# \u4ece.env\u6587\u4ef6\u52a0\u8f7d\u73af\u5883\u53d8\u91cf<\/span><\/p>\n

\u8d1f\u8f7d\u70b9\u73af\u5883<\/span>\uff08<\/span>\uff09<\/span><\/p>\n

# .env \u4e2d\u6240\u9700\u7684\u73af\u5883\u53d8\u91cf\uff1a<\/span><\/p>\n

# LANGFUSE_PUBLIC_KEY=pk-lf-…<\/span><\/p>\n

# LANGFUSE_SECRET_KEY=sk-lf-…<\/span><\/p>\n

# LANGFUSE_HOST=https:\/\/cloud.langfuse.com \uff08\u6216\u60a8\u7684\u81ea\u6258\u7ba1 URL\uff09<\/span><\/p>\n

# ANTHROPIC_API_KEY=sk-ant-…<\/span><\/p>\n

# \u521d\u59cb\u5316\u5ba2\u6237\u7aef<\/span><\/p>\n

langfuse_client<\/span> <\/span>=<\/span> <\/span>\u90ce\u798f\u65af<\/span>\uff08<\/span>\uff09<\/span> <\/span># \u4ece\u73af\u5883\u4e2d\u81ea\u52a8\u8bfb\u53d6\u5bc6\u94a5<\/span><\/p>\n

\u4eba\u7c7b\u5ba2\u6237\u7aef<\/span> <\/span>=<\/span> <\/span>\u4eba\u62e9\u7684<\/span>\u3002<\/span>\u4eba\u62e9<\/span>\uff08<\/span>\uff09<\/span> <\/span># \u4ece\u73af\u5883\u4e2d\u8bfb\u53d6 ANTHROPIC_API_KEY<\/span><\/p>\n

# \u2500\u2500 \u914d\u7f6e \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500<\/span><\/p>\n

# \u5c06\u60a8\u7684\u63d0\u793a\u5b58\u50a8\u5728\u6b64\u5904\uff0c\u800c\u4e0d\u662f\u5185\u5d4c\u5728 API \u8c03\u7528\u4e2d\u3002<\/span><\/p>\n

# \u8fd9\u4f7f\u5f97\u5b83\u53ef\u4ee5\u72ec\u7acb\u7248\u672c\u5316\u548c\u6d4b\u8bd5\u3002<\/span><\/p>\n

\u7cfb\u7edf\u63d0\u793a\u7b26<\/span> <\/span>=<\/span> <\/span>\u201d\u201d<\/span>\u201c\u4f60\u662f\u4e00\u4f4d\u4e50\u4e8e\u52a9\u4eba\u7684\u5ba2\u6237\u652f\u6301\u52a9\u7406\u3002<\/span><\/p>\n

\u6e05\u695a\u3001\u7b80\u6d01\u5730\u56de\u7b54\u95ee\u9898\u3002<\/span><\/p>\n

\u5982\u679c\u4f60\u4e0d\u77e5\u9053\u4ec0\u4e48\uff0c\u5c31\u76f4\u63a5\u8bf4\u51fa\u6765\u2014\u2014\u4e0d\u8981\u731c\u6d4b\u3002\u201d<\/span>\u201d\u201d<\/span><\/p>\n

\u6a21\u578b<\/span> <\/span>=<\/span> <\/span>\u201c\u514b\u52b3\u5fb7\u5341\u56db\u884c\u8bd7-4-20250514\u201d<\/span><\/p>\n

# Anthropic \u622a\u81f3 2026 \u5e74\u4e2d\u671f\u7684\u5b9a\u4ef7\uff08\u5b9a\u4ef7\u53d8\u5316\u65f6\u66f4\u65b0\uff09<\/span><\/p>\n

# \u7528\u4e8e\u8ba1\u7b97\u6bcf\u6b21\u8c03\u7528\u7684\u6210\u672c\u4ee5\u8fdb\u884c\u6210\u672c\u8ddf\u8e2a<\/span><\/p>\n

COST_PER_INPUT_TOKEN<\/span> <\/span>=<\/span> <\/span>3.00<\/span> <\/span>\/<\/span> <\/span>1_000_000<\/span> <\/span># \u6bcf\u767e\u4e07\u8f93\u5165\u4ee3\u5e01 3.00 \u7f8e\u5143<\/span><\/p>\n

COST_PER_OUTPUT_TOKEN<\/span> <\/span>=<\/span> <\/span>15:00<\/span> <\/span>\/<\/span> <\/span>1_000_000<\/span> <\/span># \u6bcf\u767e\u4e07\u8f93\u51fa\u4ee3\u5e01 15.00 \u7f8e\u5143<\/span><\/p>\n

\u5b9a\u4e49 <\/span>call_llm_with_tracing<\/span>\uff08<\/span><\/p>\n

<\/span>\u7528\u6237\u6d88\u606f<\/span>:<\/span> <\/span>\u65af\u7279<\/span>,<\/span><\/p>\n

<\/span>\u4f1a\u8bddID<\/span>:<\/span> <\/span>\u65af\u7279<\/span> <\/span>=<\/span> <\/span>\u201c\u9ed8\u8ba4\u4f1a\u8bdd\u201d<\/span>,<\/span><\/p>\n

<\/span>\u7528\u6237\u8eab\u4efd<\/span>:<\/span> <\/span>\u65af\u7279<\/span> <\/span>=<\/span> <\/span>\u201c\u533f\u540d\u7684\u201d<\/span><\/p>\n

\uff09<\/span> <\/span>-><\/span> <\/span>\u65af\u7279<\/span>:<\/span><\/p>\n

<\/span>\u201d\u201d<\/span>\u201d<\/span><\/p>\n

\u62e8\u6253\u8ffd\u8e2a\u7684 LLM \u7535\u8bdd\u3002\u6bcf\u6b21\u8c03\u7528\u90fd\u4f1a\u521b\u5efa\u4e00\u4e2a Langfuse \u8ddf\u8e2a\uff1a<\/span><\/p>\n

– \u5b8c\u6574\u7684\u8f93\u5165\u548c\u8f93\u51fa<\/span><\/p>\n

– \u4ee3\u5e01\u4f7f\u7528\u60c5\u51b5\uff08\u8f93\u5165\u3001\u8f93\u51fa\u3001\u603b\u8ba1\uff09<\/span><\/p>\n

– \u4ee5\u7f8e\u5143\u8ba1\u7b97\u7684\u6210\u672c<\/span><\/p>\n

– \u5ef6\u8fdf\uff08\u4ee5\u6beb\u79d2\u4e3a\u5355\u4f4d\uff09<\/span><\/p>\n

– \u4f7f\u7528\u7684\u6a21\u578b\u548c\u4f1a\u8bdd\u4e0a\u4e0b\u6587<\/span><\/p>\n

\u53c2\u6570\uff1a<\/span><\/p>\n

user_message \uff1a\u6765\u81ea\u7528\u6237\u7684\u6d88\u606f<\/span><\/p>\n

session_id \uff1a\u5c06\u76f8\u5173\u547c\u53eb\u5206\u7ec4\u5230 Langfuse \u4e2d\u7684\u4e00\u4e2a\u5bf9\u8bdd\u4e2d<\/span><\/p>\n

user_id \uff1a\u5c06\u547c\u53eb\u4e0e\u7279\u5b9a\u7528\u6237\u5173\u8054\u4ee5\u8fdb\u884c\u5206\u6790<\/span><\/p>\n

\u8fd4\u56de\uff1a<\/span><\/p>\n

LLM \u54cd\u5e94\u4f5c\u4e3a\u5b57\u7b26\u4e32<\/span><\/p>\n

\u201d<\/span>\u201d\u201d<\/span><\/p>\n

<\/span># \u4e3a\u6b64\u7528\u6237\u4ea4\u4e92\u521b\u5efa\u9876\u7ea7\u8ddf\u8e2a<\/span><\/p>\n

<\/span># \u8ddf\u8e2a\u4f5c\u4e3a\u4e00\u4e2a\u5de5\u4f5c\u5355\u5143\u51fa\u73b0\u5728 Langfuse \u4eea\u8868\u677f\u4e2d<\/span><\/p>\n

<\/span>\u75d5\u8ff9<\/span> <\/span>=<\/span> <\/span>langfuse_client<\/span>\u3002<\/span>\u75d5\u8ff9<\/span>\uff08<\/span><\/p>\n

<\/span>\u59d3\u540d<\/span>=<\/span>\u201c\u5ba2\u6237\u652f\u6301\u7535\u8bdd\u201d<\/span>,<\/span><\/p>\n

<\/span>\u4f1a\u8bddID<\/span>=<\/span>\u4f1a\u8bddID<\/span>,<\/span><\/p>\n

<\/span>\u7528\u6237\u8eab\u4efd<\/span>=<\/span>\u7528\u6237\u8eab\u4efd<\/span>,<\/span><\/p>\n

<\/span>\u8f93\u5165<\/span>=<\/span>{<\/span>\u201c\u7528\u6237\u6d88\u606f\u201d<\/span>:<\/span> <\/span>\u7528\u6237\u6d88\u606f<\/span>,<\/span> <\/span>\u201c\u7cfb\u7edf\u63d0\u793a\u201d<\/span>:<\/span> <\/span>\u7cfb\u7edf\u63d0\u793a\u7b26<\/span>}<\/span><\/p>\n

<\/span>\uff09<\/span><\/p>\n

<\/span># \u5728\u8ddf\u8e2a\u5185\u521b\u5efa\u4e00\u4e2a\u751f\u6210\u8de8\u5ea6<\/span><\/p>\n

<\/span># \u8fd9\u6355\u83b7\u7279\u5b9a\u4e8e\u6a21\u578b\u7684\u8be6\u7ec6\u4fe1\u606f\uff1a\u6a21\u578b\u540d\u79f0\u3001\u4ee4\u724c\u3001\u6210\u672c<\/span><\/p>\n

<\/span>\u4e00\u4ee3<\/span> <\/span>=<\/span> <\/span>\u75d5\u8ff9<\/span>\u3002<\/span>\u4e00\u4ee3<\/span>\uff08<\/span><\/p>\n

<\/span>\u59d3\u540d<\/span>=<\/span>\u201c\u514b\u52b3\u5fb7\u5b8c\u6210\u201d<\/span>,<\/span><\/p>\n

<\/span>\u6a21\u578b<\/span>=<\/span>\u6a21\u578b<\/span>,<\/span><\/p>\n

<\/span>\u8f93\u5165<\/span>=<\/span>{<\/span><\/p>\n

<\/span>\u201c\u7cfb\u7edf\u201d<\/span>:<\/span> <\/span>\u7cfb\u7edf\u63d0\u793a\u7b26<\/span>,<\/span><\/p>\n

<\/span>\u201c\u6d88\u606f\u201d<\/span>:<\/span> <\/span>[<\/span>{<\/span>“role”<\/span>:<\/span> <\/span>“user”<\/span>,<\/span> <\/span>“content”<\/span>:<\/span> <\/span>user_message<\/span>}<\/span>]<\/span><\/p>\n

<\/span>}<\/span><\/p>\n

<\/span>\uff09<\/span><\/p>\n

<\/span>\u5f00\u59cb\u65f6\u95f4<\/span> <\/span>=<\/span> <\/span>\u65f6\u95f4<\/span>\u3002<\/span>\u65f6\u95f4<\/span>\uff08<\/span>\uff09<\/span><\/p>\n

<\/span>\u5c1d\u8bd5<\/span>:<\/span><\/p>\n

<\/span># \u8fdb\u884cAPI\u8c03\u7528<\/span><\/p>\n

<\/span>\u56de\u590d<\/span> <\/span>=<\/span> <\/span>\u4eba\u7c7b\u5ba2\u6237\u7aef<\/span>\u3002<\/span>\u6d88\u606f<\/span>\u3002<\/span>\u521b\u9020<\/span>\uff08<\/span><\/p>\n

<\/span>\u6a21\u578b<\/span>=<\/span>\u6a21\u578b<\/span>,<\/span><\/p>\n

<\/span>\u6700\u5927\u4ee4\u724c\u6570<\/span>=<\/span>1024<\/span>,<\/span><\/p>\n

<\/span>\u7cfb\u7edf<\/span>=<\/span>\u7cfb\u7edf\u63d0\u793a\u7b26<\/span>,<\/span><\/p>\n

<\/span>\u6d88\u606f<\/span>=<\/span>[<\/span>{<\/span>“role”<\/span>:<\/span> <\/span>“user”<\/span>,<\/span> <\/span>“content”<\/span>:<\/span> <\/span>user_message<\/span>}<\/span>]<\/span><\/p>\n

<\/span>\uff09<\/span><\/p>\n

<\/span>\u5ef6\u8fdf\u65f6\u95f4<\/span> <\/span>=<\/span> <\/span>\u6574\u6570<\/span>\uff08<\/span>\uff08<\/span>\u65f6\u95f4<\/span>\u3002<\/span>\u65f6\u95f4<\/span>\uff08<\/span>\uff09<\/span> <\/span>–<\/span> <\/span>\u5f00\u59cb\u65f6\u95f4<\/span>\uff09<\/span> <\/span>*<\/span> <\/span>1000<\/span>\uff09<\/span><\/p>\n

<\/span># \u63d0\u53d6\u54cd\u5e94\u6587\u672c<\/span><\/p>\n

<\/span>\u54cd\u5e94\u6587\u672c<\/span> <\/span>=<\/span> <\/span>\u56de\u590d<\/span>\u3002<\/span>\u5185\u5bb9<\/span>[<\/span>0<\/span>]<\/span>\u3002<\/span>\u6587\u672c<\/span><\/p>\n

<\/span># \u4ece\u54cd\u5e94\u4e2d\u63d0\u53d6\u4ee4\u724c\u4f7f\u7528\u60c5\u51b5<\/span><\/p>\n

<\/span>\u8f93\u5165\u4ee4\u724c<\/span> <\/span>=<\/span> <\/span>\u56de\u590d<\/span>\u3002<\/span>\u7528\u6cd5<\/span>\u3002<\/span>\u8f93\u5165\u4ee4\u724c<\/span><\/p>\n

<\/span>\u8f93\u51fa\u4ee4\u724c<\/span> <\/span>=<\/span> <\/span>\u56de\u590d<\/span>\u3002<\/span>\u7528\u6cd5<\/span>\u3002<\/span>\u8f93\u51fa\u4ee4\u724c<\/span><\/p>\n

<\/span>\u603b\u4ee4\u724c\u6570<\/span> <\/span>=<\/span> <\/span>\u8f93\u5165\u4ee4\u724c<\/span> <\/span>+<\/span> <\/span>\u8f93\u51fa<\/span>_<\/span>\u4ee3\u5e01<\/p>\n

<\/span># \u8ba1\u7b97\u672c\u6b21\u8c03\u7528\u7684\u6210\u672c<\/span><\/p>\n

<\/span>\u6210\u672c_\u7f8e\u5143<\/span> <\/span>=<\/span> <\/span>\uff08<\/span><\/p>\n

<\/span>\u8f93\u5165\u4ee4\u724c *<\/span> <\/span>COST_PER_INPUT_TOKEN<\/span> <\/span>+<\/span><\/p>\n

<\/span>\u8f93\u51fa\u4ee4\u724c *<\/span> <\/span>\u6bcf\u8f93\u51fa\u6210\u672c<\/span>_<\/span>\u4ee3\u5e01<\/p>\n

<\/span>\uff09<\/span><\/p>\n

<\/span># \u7528\u7ed3\u679c\u66f4\u65b0\u751f\u6210\u8de8\u5ea6<\/span><\/p>\n

<\/span># \u6b64\u6570\u636e\u586b\u5145 Langfuse \u6210\u672c\u548c\u4ee3\u5e01\u4eea\u8868\u677f<\/span><\/p>\n

<\/span>\u4e00\u4ee3<\/span>\u3002<\/span>\u7ed3\u5c3e<\/span>\uff08<\/span><\/p>\n

<\/span>\u8f93\u51fa<\/span>=<\/span>\u54cd\u5e94\u6587\u672c<\/span>,<\/span><\/p>\n

<\/span>\u7528\u6cd5<\/span>=<\/span>{<\/span><\/p>\n

<\/span>\u201c\u8f93\u5165\u201d<\/span>:<\/span> <\/span>\u8f93\u5165\u4ee4\u724c<\/span>,<\/span><\/p>\n

<\/span>\u201c\u8f93\u51fa\u201d<\/span>:<\/span> <\/span>\u8f93\u51fa\u4ee4\u724c<\/span>,<\/span><\/p>\n

<\/span>\u201c\u5168\u90e8\u7684\u201d<\/span>:<\/span> <\/span>\u603b\u4ee4\u724c\u6570<\/span>,<\/span><\/p>\n

<\/span>\u201c\u5355\u5143\u201d<\/span>:<\/span> <\/span>\u201c\u4ee3\u5e01\u201d<\/span><\/p>\n

<\/span>}<\/span>,<\/span><\/p>\n

<\/span>\u5143\u6570\u636e<\/span>=<\/span>{<\/span><\/p>\n

<\/span>\u201c\u5ef6\u8fdf_\u6beb\u79d2\u201d<\/span>:<\/span> <\/span>\u5ef6\u8fdf\u65f6\u95f4<\/span>,<\/span><\/p>\n

<\/span>\u201c\u6210\u672c_\u7f8e\u5143\u201d<\/span>:<\/span> <\/span>\u5706\u5f62\u7684<\/span>\uff08<\/span>\u6210\u672c_\u7f8e\u5143<\/span>,<\/span> <\/span>6<\/span>\uff09<\/span>,<\/span><\/p>\n

<\/span>\u201c\u6a21\u578b\u201d<\/span>:<\/span> <\/span>\u6a21\u578b<\/span><\/p>\n

<\/span>}<\/span><\/p>\n

<\/span>\uff09<\/span><\/p>\n

<\/span># \u4f7f\u7528\u6700\u7ec8\u8f93\u51fa\u66f4\u65b0\u8ddf\u8e2a<\/span><\/p>\n

<\/span>\u75d5\u8ff9<\/span>\u3002<\/span>\u66f4\u65b0<\/span>\uff08<\/span><\/p>\n

<\/span>\u8f93\u51fa<\/span>=<\/span>{<\/span>\u201c\u56de\u590d\u201d<\/span>:<\/span> <\/span>\u54cd\u5e94\u6587\u672c<\/span>}<\/span>,<\/span><\/p>\n

<\/span>\u5143\u6570\u636e<\/span>=<\/span>{<\/span>\u201c\u603b\u6210\u672c\u7f8e\u5143\u201d<\/span>:<\/span> <\/span>\u5706\u5f62\u7684<\/span>\uff08<\/span>\u6210\u672c_\u7f8e\u5143<\/span>,<\/span> <\/span>6<\/span>\uff09<\/span>}<\/span><\/p>\n

<\/span>\uff09<\/span><\/p>\n

<\/span># \u5c06\u6458\u8981\u6253\u5370\u5230\u6807\u51c6\u8f93\u51fa\u4ee5\u4f9b\u672c\u5730\u53ef\u89c1<\/span><\/p>\n

<\/span>\u6253\u5370<\/span>\uff08<\/span>f<\/span>“\\n{‘\u2500’ * 60}”<\/span>\uff09<\/span><\/p>\n

<\/span>\u6253\u5370<\/span>\uff08<\/span>f<\/span>\u201c\u7528\u6237\uff1a{user_message}\u201d<\/span>\uff09<\/span><\/p>\n

<\/span>\u6253\u5370<\/span>\uff08<\/span>f<\/span>\u201c\u514b\u52b3\u5fb7\uff1a{response_text}\u201d<\/span>\uff09<\/span><\/p>\n

<\/span>\u6253\u5370<\/span>\uff08<\/span>f<\/span>\u201c\u4ee4\u724c\uff1a{input_tokens} \u8f93\u5165 \/ {output_tokens} \u8f93\u51fa \/ {total_tokens} \u603b\u8ba1\u201d<\/span>\uff09<\/span><\/p>\n

<\/span>\u6253\u5370<\/span>\uff08<\/span>f<\/span>\u201c\u6210\u672c\uff1a${cost_usd:.6f}\u201d<\/span>\uff09<\/span><\/p>\n

<\/span>\u6253\u5370<\/span>\uff08<\/span>f<\/span>\u201c\u5ef6\u8fdf\uff1a{latency_ms}ms\u201d<\/span>\uff09<\/span><\/p>\n

<\/span>\u6253\u5370<\/span>\uff08<\/span>f<\/span>\u201c\u8ddf\u8e2a\uff1a{langfuse_client.base_url}\/trace\/{trace.id}\u201d<\/span>\uff09<\/span><\/p>\n

<\/span>\u6253\u5370<\/span>\uff08<\/span>f<\/span>“{‘\u2500’ * 60}\\n”<\/span>\uff09<\/span><\/p>\n

<\/span>\u8fd4\u56de<\/span> <\/span>\u54cd\u5e94\u6587\u672c<\/span><\/p>\n

<\/span>\u9664\u4e86 <\/span>\u4f8b\u5916 <\/span>\u4f5c\u4e3a<\/span> <\/span>e<\/span>:<\/span><\/p>\n

<\/span># \u5728\u8ddf\u8e2a\u4e2d\u8bb0\u5f55\u9519\u8bef\uff0c\u4ee5\u4fbf\u5b83\u663e\u793a\u5728 Langfuse \u4e2d<\/span><\/p>\n

<\/span>\u4e00\u4ee3<\/span>\u3002<\/span>\u7ed3\u5c3e<\/span>\uff08<\/span><\/p>\n

<\/span>\u8f93\u51fa<\/span>=<\/span>\u6ca1\u6709\u4efb\u4f55<\/span>,<\/span><\/p>\n

<\/span>\u5143\u6570\u636e<\/span>=<\/span>{<\/span>\u201c\u9519\u8bef\u201d<\/span>:<\/span> <\/span>\u65af\u7279<\/span>\uff08<\/span>e<\/span>\uff09<\/span>,<\/span> <\/span>\u201c\u5ef6\u8fdf_\u6beb\u79d2\u201d<\/span>:<\/span> <\/span>\u6574\u6570<\/span>\uff08<\/span>\uff08<\/span>\u65f6\u95f4<\/span>\u3002<\/span>\u65f6\u95f4<\/span>\uff08<\/span>\uff09<\/span> <\/span>–<\/span> <\/span>\u5f00\u59cb\u65f6\u95f4<\/span>\uff09<\/span> <\/span>*<\/span> <\/span>1000<\/span>\uff09<\/span>}<\/span><\/p>\n

<\/span>\uff09<\/span><\/p>\n

<\/span>\u75d5\u8ff9<\/span>\u3002<\/span>\u66f4\u65b0<\/span>\uff08<\/span>\u8f93\u51fa<\/span>=<\/span>{<\/span>\u201c\u9519\u8bef\u201d<\/span>:<\/span> <\/span>\u65af\u7279<\/span>\uff08<\/span>e<\/span>\uff09<\/span>}<\/span>\uff09<\/span><\/p>\n

<\/span># \u59cb\u7ec8\u5728\u5f15\u53d1\u4e4b\u524d\u5237\u65b0\u2014\u2014\u786e\u4fdd\u53d1\u9001\u9519\u8bef\u8ddf\u8e2a<\/span><\/p>\n

<\/span>langfuse_client<\/span>\u3002<\/span>\u51b2\u6c34<\/span>\uff08<\/span>\uff09<\/span><\/p>\n

<\/span>\u589e\u52a0<\/span><\/p>\n

<\/span>\u6700\u540e<\/span>:<\/span><\/p>\n

<\/span># Flush \u5c06\u6240\u6709\u7f13\u51b2\u7684\u4e8b\u4ef6\u53d1\u9001\u5230 Langfuse<\/span><\/p>\n

<\/span># \u5728\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u670d\u52a1\u4e2d\uff0cLangfuse \u4f1a\u81ea\u52a8\u5237\u65b0\u3002<\/span><\/p>\n

<\/span># \u5728\u811a\u672c\u4e2d\uff0c\u5fc5\u987b\u5728\u8fdb\u7a0b\u9000\u51fa\u4e4b\u524d\u624b\u52a8\u5237\u65b0\u3002<\/span><\/p>\n

<\/span>langfuse_client<\/span>\u3002<\/span>\u51b2\u6c34<\/span>\uff08<\/span>\uff09<\/span><\/p>\n

# \u2500\u2500 \u8fd0\u884c\u6f14\u793a \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500<\/span><\/p>\n

\u5982\u679c<\/span> <\/span>__\u59d3\u540d__<\/span> <\/span>==<\/span> <\/span>\u201c__\u4e3b\u8981\u7684__\u201d<\/span>:<\/span><\/p>\n

<\/span># \u6a21\u62df\u4e24\u8f6e\u5ba2\u6237\u652f\u6301\u5bf9\u8bdd<\/span><\/p>\n

<\/span>\u6d4b\u8bd5\u6d88\u606f<\/span> <\/span>=<\/span> <\/span>[<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span>“What is your return policy for electronics?”<\/span>,<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span>“Can I return an item I bought 45 days ago?”<\/span><\/p>\n

\u00a0\u00a0\u00a0\u00a0<\/span>]<\/span><\/p>\n

<\/span>\u4f1a\u8bae<\/span> <\/span>=<\/span> <\/span>\u201c\u6f14\u793a\u4f1a\u8bdd-001\u201d<\/span><\/p>\n

<\/span>\u4e3a\u4e86<\/span> <\/span>\u6211<\/span>,<\/span> <\/span>\u4fe1\u606f <\/span>\u5728<\/span> <\/span>\u679a\u4e3e<\/span>\uff08<\/span>\u6d4b\u8bd5\u6d88\u606f<\/span>\uff09<\/span>:<\/span><\/p>\n

<\/span>\u6253\u5370<\/span>\uff08<\/span>f<\/span>\u201c\\n\u8c03\u7528 {i + 1}\/{len(test_messages)}\u201d<\/span>\uff09<\/span><\/p>\n

<\/span>\u5c1d\u8bd5<\/span>:<\/span><\/p>\n

<\/span>call_llm_with_tracing<\/span>\uff08<\/span><\/p>\n

<\/span>\u7528\u6237\u6d88\u606f<\/span>=<\/span>\u4fe1\u606f<\/span>,<\/span><\/p>\n

<\/span>\u4f1a\u8bddID<\/span>=<\/span>\u4f1a\u8bae<\/span>,<\/span><\/p>\n

<\/span>\u7528\u6237\u8eab\u4efd<\/span>=<\/span>\u201c\u6d4b\u8bd5\u7528\u623742\u201d<\/span><\/p>\n

<\/span>\uff09<\/span><\/p>\n

<\/span>\u9664\u4e86 <\/span>\u4f8b\u5916 <\/span>\u4f5c\u4e3a<\/span> <\/span>e<\/span>:<\/span><\/p>\n

<\/span>\u6253\u5370<\/span>\uff08<\/span>f<\/span>\u201c\u8c03\u7528 {i + 1} \u65f6\u51fa\u9519\uff1a{e}\u201d<\/span>\uff09<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

# llm_with_tracing.py # \u76ee\u7684\uff1a\u5177\u6709\u5b8c\u5168\u53ef\u89c2\u5bdf\u6027\u7684\u751f\u4ea7\u5c31\u7eea LLM \u8c03\u7528\u5305\u88c5\u5668\u3002 # \u5728 Langfuse \u4e2d\u8ddf\u8e2a\u6bcf\u4e2a\u8c03\u7528\uff1a\u8f93\u5165\u3001\u8f93\u51fa\u3001\u4ee4\u724c\u3001\u6210\u672c\u3001\u5ef6\u8fdf\u3002 # # \u5148\u51b3\u6761\u4ef6\uff1a # pip \u5b89\u88c5 langfuse anthropic python-dotenv # \uff03 \u8bbe\u7f6e\uff1a # 1. \u5728 https:\/\/cloud.langfuse.com \u521b\u5efa\u4e00\u4e2a\u514d\u8d39\u5e10\u6237 # 2. \u4ece\u201c\u8bbe\u7f6e\u201d>\u201cAPI \u5bc6\u94a5\u201d\u83b7\u53d6\u5bc6\u94a5 # 3. \u4f7f\u7528\u4ee5\u4e0b\u53d8\u91cf\u521b\u5efa .env \u6587\u4ef6 # \uff03 \u8dd1\u6b65\uff1a # python llm_with_tracing.py \u8fdb\u53e3 \u64cd\u4f5c\u7cfb\u7edf \u8fdb\u53e3 \u65f6\u95f4 \u4ece \u591a\u6ed5\u592b \u8fdb\u53e3 \u8d1f\u8f7d\u70b9\u73af\u5883 \u8fdb\u53e3 \u4eba\u62e9\u7684 \u4ece \u6717\u798f\u585e \u8fdb\u53e3<\/p>\n","protected":false},"author":1,"featured_media":180099,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[42],"tags":[],"class_list":{"0":"post-180098","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai"},"yoast_head":"\n2026 \u5e74\u638c\u63e1 LLMOps \u8def\u7ebf\u56fe - Ktromedia<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/ktromedia.com\/?p=180098\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"2026 \u5e74\u638c\u63e1 LLMOps \u8def\u7ebf\u56fe - Ktromedia\" \/>\n<meta property=\"og:description\" content=\"# llm_with_tracing.py # \u76ee\u7684\uff1a\u5177\u6709\u5b8c\u5168\u53ef\u89c2\u5bdf\u6027\u7684\u751f\u4ea7\u5c31\u7eea LLM \u8c03\u7528\u5305\u88c5\u5668\u3002 # \u5728 Langfuse \u4e2d\u8ddf\u8e2a\u6bcf\u4e2a\u8c03\u7528\uff1a\u8f93\u5165\u3001\u8f93\u51fa\u3001\u4ee4\u724c\u3001\u6210\u672c\u3001\u5ef6\u8fdf\u3002 # # \u5148\u51b3\u6761\u4ef6\uff1a # pip \u5b89\u88c5 langfuse anthropic python-dotenv # \uff03 \u8bbe\u7f6e\uff1a # 1. \u5728 https:\/\/cloud.langfuse.com \u521b\u5efa\u4e00\u4e2a\u514d\u8d39\u5e10\u6237 # 2. \u4ece\u201c\u8bbe\u7f6e\u201d>\u201cAPI \u5bc6\u94a5\u201d\u83b7\u53d6\u5bc6\u94a5 # 3. \u4f7f\u7528\u4ee5\u4e0b\u53d8\u91cf\u521b\u5efa .env \u6587\u4ef6 # \uff03 \u8dd1\u6b65\uff1a # python llm_with_tracing.py \u8fdb\u53e3 \u64cd\u4f5c\u7cfb\u7edf \u8fdb\u53e3 \u65f6\u95f4 \u4ece \u591a\u6ed5\u592b \u8fdb\u53e3 \u8d1f\u8f7d\u70b9\u73af\u5883 \u8fdb\u53e3 \u4eba\u62e9\u7684 \u4ece \u6717\u798f\u585e \u8fdb\u53e3\" \/>\n<meta property=\"og:url\" content=\"http:\/\/ktromedia.com\/?p=180098\" \/>\n<meta property=\"og:site_name\" content=\"Ktromedia\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/KTROMedia\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-06-05T18:02:12+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/ktromedia.com\/wp-content\/uploads\/2026\/06\/2026-\u5e74\u638c\u63e1-LLMOps-\u8def\u7ebf\u56fe.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1439\" \/>\n\t<meta property=\"og:image:height\" content=\"789\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"KTRO TEAM\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"KTRO TEAM\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"http:\/\/ktromedia.com\/?p=180098#article\",\"isPartOf\":{\"@id\":\"http:\/\/ktromedia.com\/?p=180098\"},\"author\":{\"name\":\"KTRO TEAM\",\"@id\":\"https:\/\/ktromedia.com\/#\/schema\/person\/612bf2fbac107722ea365932cdd35f5b\"},\"headline\":\"2026 \u5e74\u638c\u63e1 LLMOps \u8def\u7ebf\u56fe\",\"datePublished\":\"2026-06-05T18:02:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"http:\/\/ktromedia.com\/?p=180098\"},\"wordCount\":180,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/ktromedia.com\/#organization\"},\"image\":{\"@id\":\"http:\/\/ktromedia.com\/?p=180098#primaryimage\"},\"thumbnailUrl\":\"https:\/\/ktromedia.com\/wp-content\/uploads\/2026\/06\/2026-\u5e74\u638c\u63e1-LLMOps-\u8def\u7ebf\u56fe.png\",\"articleSection\":[\"\u4eba\u5de5\u667a\u80fd\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"http:\/\/ktromedia.com\/?p=180098#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"http:\/\/ktromedia.com\/?p=180098\",\"url\":\"http:\/\/ktromedia.com\/?p=180098\",\"name\":\"2026 \u5e74\u638c\u63e1 LLMOps \u8def\u7ebf\u56fe - Ktromedia\",\"isPartOf\":{\"@id\":\"https:\/\/ktromedia.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"http:\/\/ktromedia.com\/?p=180098#primaryimage\"},\"image\":{\"@id\":\"http:\/\/ktromedia.com\/?p=180098#primaryimage\"},\"thumbnailUrl\":\"https:\/\/ktromedia.com\/wp-content\/uploads\/2026\/06\/2026-\u5e74\u638c\u63e1-LLMOps-\u8def\u7ebf\u56fe.png\",\"datePublished\":\"2026-06-05T18:02:12+00:00\",\"breadcrumb\":{\"@id\":\"http:\/\/ktromedia.com\/?p=180098#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"http:\/\/ktromedia.com\/?p=180098\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"http:\/\/ktromedia.com\/?p=180098#primaryimage\",\"url\":\"https:\/\/ktromedia.com\/wp-content\/uploads\/2026\/06\/2026-\u5e74\u638c\u63e1-LLMOps-\u8def\u7ebf\u56fe.png\",\"contentUrl\":\"https:\/\/ktromedia.com\/wp-content\/uploads\/2026\/06\/2026-\u5e74\u638c\u63e1-LLMOps-\u8def\u7ebf\u56fe.png\",\"width\":1439,\"height\":789},{\"@type\":\"BreadcrumbList\",\"@id\":\"http:\/\/ktromedia.com\/?p=180098#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/ktromedia.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"2026 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News\",\"publisher\":{\"@id\":\"https:\/\/ktromedia.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/ktromedia.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/ktromedia.com\/#organization\",\"name\":\"Ktromedia\",\"url\":\"https:\/\/ktromedia.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/ktromedia.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/ktromedia.com\/wp-content\/uploads\/2025\/11\/ktroicon.png\",\"contentUrl\":\"https:\/\/ktromedia.com\/wp-content\/uploads\/2025\/11\/ktroicon.png\",\"width\":250,\"height\":250,\"caption\":\"Ktromedia\"},\"image\":{\"@id\":\"https:\/\/ktromedia.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/KTROMedia\/\",\"https:\/\/www.linkedin.com\/company\/ktro-media\/\",\"https:\/\/t.me\/ktrogroup\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/ktromedia.com\/#\/schema\/person\/612bf2fbac107722ea365932cdd35f5b\",\"name\":\"KTRO TEAM\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/ktromedia.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/ktromedia.com\/wp-content\/uploads\/2025\/10\/cropped-Untitled-design-7-1-150x150.png\",\"contentUrl\":\"https:\/\/ktromedia.com\/wp-content\/uploads\/2025\/10\/cropped-Untitled-design-7-1-150x150.png\",\"caption\":\"KTRO TEAM\"},\"description\":\"KTRO MEDIA 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