{"id":117105,"date":"2026-10-22T15:16:45","date_gmt":"2026-10-22T07:16:45","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/117105.html"},"modified":"2026-10-22T15:16:45","modified_gmt":"2026-10-22T07:16:45","slug":"%e7%ac%ac%e5%8d%81%e5%9b%9b%e7%af%87%ef%bc%9a%e3%80%8aagent-%e9%83%a8%e7%bd%b2%e4%b8%8e%e8%bf%90%e7%bb%b4%ef%bc%9a%e4%bb%8e%e6%9c%ac%e5%9c%b0%e8%84%9a%e6%9c%ac%e5%88%b0%e7%94%9f%e4%ba%a7%e7%ba%a7","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/117105.html","title":{"rendered":"\u7b2c\u5341\u56db\u7bc7\uff1a\u300aAgent \u90e8\u7f72\u4e0e\u8fd0\u7ef4\uff1a\u4ece\u672c\u5730\u811a\u672c\u5230\u751f\u4ea7\u7ea7\u670d\u52a1\u300b"},"content":{"rendered":"

\u5728\u4e0a\u4e00\u7bc7\u6587\u7ae0\u4e2d，\u6211\u4eec\u5efa\u7acb\u4e86 Agent \u7684\u53ef\u89c2\u6d4b\u6027\u4e0e\u8bc4\u4f30\u4f53\u7cfb\u2014\u2014\u4f60\u80fd\u770b\u5230\u63a8\u7406\u94fe\u7684\u6bcf\u4e00\u6b65，\u80fd\u91cf\u5316 Agent \u7684\u884c\u4e3a\u8d28\u91cf\u3002\u4f46\u6240\u6709\u8fd9\u4e9b\u80fd\u529b\u7684\u524d\u63d0\u662f：Agent \u5df2\u7ecf\u4f5c\u4e3a\u4e00\u4e2a\u751f\u4ea7\u7ea7\u670d\u52a1\u5728\u8fd0\u884c\u3002\u4e00\u4e2a\u5728\u7b14\u8bb0\u672c\u4e0a python main.py \u8dd1\u901a\u7684 Agent，\u548c\u4e00\u4e2a\u80fd\u627f\u53d7\u771f\u5b9e\u6d41\u91cf\u3001\u5728\u6545\u969c\u65f6\u81ea\u52a8\u6062\u590d\u3001\u6210\u672c\u53ef\u63a7\u7684\u670d\u52a1\u4e4b\u95f4，\u9694\u7740\u5de5\u7a0b\u5316\u7684\u6700\u540e\u4e00\u516c\u91cc\u3002Agent \u670d\u52a1\u4e0e\u4f20\u7edf\u5fae\u670d\u52a1\u5728\u8fd0\u7ef4\u4e0a\u6709\u672c\u8d28\u533a\u522b：Agent \u7684\u4e0d\u786e\u5b9a\u6027\u610f\u5473\u7740\u201c\u91cd\u8bd5\u201d\u53ef\u80fd\u4ea7\u751f\u4e0d\u540c\u7684\u7ed3\u679c，\u201c\u8d85\u65f6\u201d\u53ef\u80fd\u610f\u5473\u7740 Token \u5df2\u7ecf\u6d88\u8017\u4f46\u4efb\u52a1\u672a\u5b8c\u6210，\u201c\u6269\u7f29\u5bb9\u201d\u9700\u8981\u57fa\u4e8e\u961f\u5217\u6df1\u5ea6\u800c\u975e CPU \u4f7f\u7528\u7387\u3002 \u672c\u6587\u4ece\u201c\u4ece\u811a\u672c\u5230\u670d\u52a1\u201d\u7684\u4e09\u6761\u90e8\u7f72\u8def\u5f84\u8bb2\u8d77，\u6df1\u5165\u8bb2\u89e3 FastAPI \u5c01\u88c5\u3001\u5bb9\u5668\u5316\u3001Kubernetes \u5f39\u6027\u4f38\u7f29\u3001\u6210\u672c\u63a7\u5236\u548c\u5e42\u7b49\u8bbe\u8ba1，\u5e76\u901a\u8fc7\u4e00\u4e2a\u751f\u4ea7\u7ea7\u6a21\u677f\u5e2e\u4f60\u5efa\u7acb Agent \u8fd0\u7ef4\u7684\u5b8c\u6574\u6846\u67b6\u3002<\/p>\n

\u4e00\u3001\u4ece\u811a\u672c\u5230\u670d\u52a1：\u4e09\u6761\u90e8\u7f72\u8def\u5f84
\nLangGraph Agent \u7684\u90e8\u7f72\u6709\u4e09\u6761\u4e3b\u6d41\u8def\u5f84，\u9009\u62e9\u53d6\u51b3\u4e8e\u56e2\u961f\u89c4\u6a21\u548c\u8fd0\u7ef4\u504f\u597d：<\/p>\n

\"\u8def\u5f84\u65b9\u5f0f\u9002\u7528\u573a\u666f\n\u8def\u5f84<\/p>\n

\u8def\u5f84 3 \u662f\u672c\u6587\u7684\u91cd\u70b9\u2014\u2014\u5b83\u4e5f\u662f\u5927\u591a\u6570\u6709\u751f\u4ea7\u7ea7\u8981\u6c42\u7684\u56e2\u961f\u6700\u7ec8\u4f1a\u9009\u62e9\u7684\u8def\u5f84\u3002\u4e00\u4e2a\u751f\u4ea7\u7ea7 LangGraph \u6a21\u677f\u7684\u5178\u578b\u67b6\u6784\u662f：<\/p>\n

text
\nClient \u2192 FastAPI (auth \u00b7 rate limit \u00b7 validation)
\n\u2192 PackRegistry \/ control_plane policies
\n\u2192 domain_packs\/* (LangGraph workflows)
\n\u2192 agents\/* (reusable agent nodes)
\n\u2192 core\/* (LLM \u00b7 memory \u00b7 security \u00b7 cost \u00b7 observability)
\n\u2192 connectors\/* (optional retrieval)
\n\u4e8c\u3001FastAPI \u5c01\u88c5：Agent \u7684 HTTP \u95e8\u9762
\nFastAPI \u662f Agent \u670d\u52a1\u5316\u7684\u6807\u51c6\u9009\u62e9\u3002\u4f46 Agent \u7684 API \u4e0e\u4f20\u7edf CRUD API \u6709\u51e0\u4e2a\u5173\u952e\u533a\u522b\u3002<\/p>\n

2.1 SSE \u6d41\u5f0f\u54cd\u5e94
\nAgent \u7684\u6267\u884c\u662f\u957f\u65f6\u95f4\u8fd0\u884c\u7684，\u7528\u6237\u9700\u8981\u5b9e\u65f6\u770b\u5230\u8fdb\u5ea6\u3002Server-Sent Events（SSE） \u662f\u6807\u51c6\u65b9\u6848：<\/p>\n

from<\/span> fastapi import<\/span> FastAPI
\nfrom<\/span> fastapi.<\/span>responses import<\/span> StreamingResponse
\nimport<\/span> json<\/p>\n

app =<\/span> FastAPI(<\/span>)<\/span><\/p>\n

@app.<\/span>post<\/span>(<\/span>"\/run\/stream"<\/span>)<\/span>
\nasync<\/span> def<\/span> run_agent_stream<\/span>(<\/span>request:<\/span> AgentRequest)<\/span>:<\/span>
\n async<\/span> def<\/span> event_generator<\/span>(<\/span>)<\/span>:<\/span>
\n async<\/span> for<\/span> event in<\/span> agent.<\/span>astream(<\/span>{<\/span>
\n "messages"<\/span>:<\/span> [<\/span>{<\/span>"role"<\/span>:<\/span> "user"<\/span>,<\/span> "content"<\/span>:<\/span> request.<\/span>query}<\/span>]<\/span>
\n }<\/span>)<\/span>:<\/span>
\n yield<\/span> f"data: <\/span>{<\/span>json.<\/span>dumps(<\/span>event)<\/span>}<\/span><\/span>\\\\n\\\\n"<\/span><\/span>
\n return<\/span> StreamingResponse(<\/span>event_generator(<\/span>)<\/span>,<\/span> media_type=<\/span>"text\/event-stream"<\/span>)<\/span><\/p>\n

\u5173\u952e\u70b9：SSE \u8ba9\u524d\u7aef\u80fd\u591f\u9010\u6b65\u6e32\u67d3 Agent \u7684\u601d\u8003\u8fc7\u7a0b\u3001\u5de5\u5177\u8c03\u7528\u548c\u6700\u7ec8\u7b54\u6848，\u800c\u4e0d\u662f\u7b49\u5f85\u6574\u4e2a\u4efb\u52a1\u5b8c\u6210\u3002<\/p>\n

2.2 \u5e42\u7b49\u6027：Agent \u91cd\u8bd5\u7684\u5b89\u5168\u7f51
\nAgent \u7684\u8c03\u7528\u53ef\u80fd\u56e0\u4e3a\u7f51\u7edc\u8d85\u65f6\u88ab\u5ba2\u6237\u7aef\u91cd\u8bd5，\u4f46 Agent \u7684\u526f\u4f5c\u7528（\u5982\u521b\u5efa\u8ba2\u5355\u3001\u53d1\u9001\u90ae\u4ef6）\u4e0d\u5e94\u88ab\u91cd\u590d\u6267\u884c\u3002\u5e42\u7b49\u952e\u662f\u89e3\u51b3\u65b9\u6848：<\/p>\n

@app.<\/span>post<\/span>(<\/span>"\/packs\/meeting_prep\/run"<\/span>)<\/span>
\nasync<\/span> def<\/span> run_pack<\/span>(<\/span>
\n request:<\/span> PackRequest,<\/span>
\n idempotency_key:<\/span> str<\/span> =<\/span> Header(<\/span>.<\/span>.<\/span>.<\/span>,<\/span> alias=<\/span>"Idempotency-Key"<\/span>)<\/span>,<\/span>
\n)<\/span>:<\/span>
\n cached =<\/span> await<\/span> idempotency_store.<\/span>get(<\/span>idempotency_key)<\/span>
\n if<\/span> cached:<\/span>
\n return<\/span> cached # \u8fd4\u56de\u7f13\u5b58\u7ed3\u679c，\u4e0d\u91cd\u590d\u6267\u884c<\/span><\/p>\n

result =<\/span> await<\/span> pack.<\/span>run(<\/span>request)<\/span>
\n await<\/span> idempotency_store.<\/span>set<\/span>(<\/span>idempotency_key,<\/span> result,<\/span> ttl=<\/span>86400<\/span>)<\/span>
\n return<\/span> result<\/p>\n

\u751f\u4ea7\u7ea7\u6a21\u677f\u7684\u884c\u4e3a：\u7528\u76f8\u540c\u7684\u5e42\u7b49\u952e\u548c\u8bf7\u6c42\u4f53\u91cd\u8bd5\u8fd4\u56de\u7f13\u5b58\u54cd\u5e94；\u7528\u76f8\u540c\u7684\u5e42\u7b49\u952e\u4f46\u4e0d\u540c\u7684\u8bf7\u6c42\u4f53\u8fd4\u56de HTTP 409 Conflict\u3002\u9ed8\u8ba4\u4f7f\u7528\u5185\u5b58\u5b58\u50a8，\u591a\u526f\u672c\u90e8\u7f72\u65f6\u5207\u6362\u5230 Redis \u540e\u7aef\u3002<\/p>\n

2.3 \u8f93\u5165\u9a8c\u8bc1\u4e0e\u901f\u7387\u9650\u5236
\nAgent \u7684\u8f93\u5165\u76f4\u63a5\u8fdb\u5165 LLM，\u8f93\u5165\u9a8c\u8bc1\u662f\u5b89\u5168\u7684\u7b2c\u4e00\u9053\u9632\u7ebf：<\/p>\n

from<\/span> pydantic import<\/span> BaseModel,<\/span> Field<\/p>\n

class<\/span> AgentRequest<\/span>(<\/span>BaseModel)<\/span>:<\/span>
\n query:<\/span> str<\/span> =<\/span> Field(<\/span>min_length=<\/span>1<\/span>,<\/span> max_length=<\/span>2000<\/span>)<\/span>
\n conversation_id:<\/span> str<\/span> =<\/span> Field(<\/span>pattern=<\/span>r"^[a-f0-9-]{36}$"<\/span>)<\/span><\/p>\n

\u901f\u7387\u9650\u5236\u9632\u6b62\u5355\u4e2a\u7528\u6237\u8017\u5c3d Token \u9884\u7b97，\u901a\u5e38\u7528 slowapi \u6216 Redis \u4ee4\u724c\u6876\u5b9e\u73b0\u3002<\/p>\n

\u4e09\u3001\u5bb9\u5668\u5316\u4e0e Kubernetes：\u8ba9 Agent \u5f39\u6027\u4f38\u7f29
\n3.1 \u591a\u9636\u6bb5 Docker \u6784\u5efa
\ndockerfile
\nFROM python:3.12-slim AS builder
\nWORKDIR \/app
\nCOPY requirements.txt .
\nRUN pip install –no-cache-dir -r requirements.txt<\/p>\n

FROM python:3.12-slim
\nWORKDIR \/app
\nCOPY –from=builder \/usr\/local\/lib\/python3.12\/site-packages \/usr\/local\/lib\/python3.12\/site-packages
\nCOPY . .
\nEXPOSE 8000
\nCMD [\u201cuvicorn\u201d, \u201capi.main:app\u201d, \u201c\u2013host\u201d, \u201c0.0.0.0\u201d, \u201c\u2013port\u201d, \u201c8000\u201d]
\n3.2 \u4e3a\u4ec0\u4e48 Agent \u9700\u8981 KEDA \u800c\u975e\u5355\u7eaf HPA
\nHPA \u57fa\u4e8e CPU\/\u5185\u5b58\u4f38\u7f29，\u4f46 Agent \u670d\u52a1\u5728\u7b49\u5f85 LLM \u54cd\u5e94\u65f6 CPU \u4f7f\u7528\u7387\u5f88\u4f4e\u2014\u2014CPU \u6307\u6807\u65e0\u6cd5\u53cd\u6620\u771f\u5b9e\u7684\u8d1f\u8f7d\u3002Agent \u7684\u8d1f\u8f7d\u4fe1\u53f7\u662f\u4efb\u52a1\u961f\u5217\u6df1\u5ea6\u3002<\/p>\n

KEDA（Kubernetes Event-Driven Autoscaling） \u57fa\u4e8e\u5916\u90e8\u4e8b\u4ef6\u6e90\u4f38\u7f29，\u5929\u7136\u9002\u5408 Agent \u7684\u4efb\u52a1\u79ef\u538b\u573a\u666f：<\/p>\n

\u961f\u5217\u6df1\u5ea6\u9a71\u52a8：\u5f53\u961f\u5217\u4e2d\u6709 50 \u4e2a\u4efb\u52a1\u3001\u6bcf\u4e2a Pod \u5904\u7406 5 \u4e2a\u4efb\u52a1\u65f6，KEDA \u4f38\u7f29\u5230 10 \u4e2a Pod\u3002<\/p>\n

\u51b7\u542f\u52a8\u95ee\u9898：Agent \u7684\u51b7\u542f\u52a8\u53ef\u80fd\u6d89\u53ca\u52a0\u8f7d\u6a21\u578b\u3001\u5efa\u7acb\u8fde\u63a5，\u9700\u8981\u914d\u7f6e\u6700\u5c0f\u70ed\u526f\u672c\u6570\u6765\u5438\u6536\u7a81\u53d1\u6d41\u91cf\u3002<\/p>\n

HPA \u4e0e KEDA \u4e0d\u80fd\u540c\u65f6\u4f7f\u7528：KEDA \u672c\u8eab\u4f1a\u521b\u5efa\u548c\u7ba1\u7406 HPA，\u4e24\u8005\u540c\u65f6\u4f7f\u7528\u4f1a\u201c\u6253\u67b6\u201d\u3002<\/p>\n

KEDA \u914d\u7f6e\u793a\u610f：<\/p>\n

apiVersion<\/span>:<\/span> keda.sh\/v1alpha1
\nkind<\/span>:<\/span> ScaledObject
\nmetadata<\/span>:<\/span>
\n name<\/span>:<\/span> agent–<\/span>worker–<\/span>scaler
\nspec<\/span>:<\/span>
\n scaleTargetRef<\/span>:<\/span>
\n name<\/span>:<\/span> agent–<\/span>worker
\n minReplicaCount<\/span>:<\/span> 2<\/span> # \u6700\u5c0f\u70ed\u526f\u672c，\u5438\u6536\u7a81\u53d1<\/span>
\n maxReplicaCount<\/span>:<\/span> 20<\/span>
\n triggers<\/span>:<\/span>
\n –<\/span> type<\/span>:<\/span> redis
\n metadata<\/span>:<\/span>
\n address<\/span>:<\/span> redis:<\/span>6379<\/span>
\n listName<\/span>:<\/span> agent–<\/span>tasks
\n listLength<\/span>:<\/span> "5"<\/span> # \u6bcf 5 \u4e2a\u79ef\u538b\u4efb\u52a1\u6269 1 \u4e2a Pod<\/span><\/p>\n

3.3 \u5065\u5eb7\u68c0\u67e5\u4e0e\u4f18\u96c5\u5173\u95ed
\nAgent \u7684 livenessProbe \u4e0d\u5e94\u53ea\u68c0\u67e5\u7aef\u53e3\u662f\u5426\u76d1\u542c\u2014\u2014\u5b83\u5e94\u8be5\u68c0\u67e5LLM \u8fde\u63a5\u662f\u5426\u53ef\u7528\u3002readinessProbe \u5e94\u8be5\u68c0\u67e5\u961f\u5217\u6d88\u8d39\u8005\u662f\u5426\u5c31\u7eea\u3002<\/p>\n

\u4f18\u96c5\u5173\u95ed：\u6536\u5230 SIGTERM \u540e，\u505c\u6b62\u63a5\u6536\u65b0\u4efb\u52a1，\u7b49\u5f85\u8fdb\u884c\u4e2d\u7684\u4efb\u52a1\u5b8c\u6210（\u8bbe\u7f6e\u5408\u7406\u7684\u8d85\u65f6），\u7136\u540e\u9000\u51fa\u3002\u8fd9\u9700\u8981 FastAPI \u7684 lifespan \u4e8b\u4ef6\u914d\u5408：<\/p>\n

from<\/span> contextlib import<\/span> asynccontextmanager<\/p>\n

@asynccontextmanager<\/span>
\nasync<\/span> def<\/span> lifespan<\/span>(<\/span>app:<\/span> FastAPI)<\/span>:<\/span>
\n worker.<\/span>start(<\/span>)<\/span>
\n yield<\/span>
\n await<\/span> worker.<\/span>graceful_shutdown(<\/span>timeout=<\/span>30<\/span>)<\/span><\/p>\n

app =<\/span> FastAPI(<\/span>lifespan=<\/span>lifespan)<\/span><\/p>\n

\u56db\u3001\u6210\u672c\u63a7\u5236：Agent \u8fd0\u7ef4\u7684\u201c\u7b2c\u4e00\u6027\u201d\u7ea6\u675f
\nAgent \u7684\u6210\u672c\u4e0e\u4f20\u7edf\u5fae\u670d\u52a1\u6709\u672c\u8d28\u533a\u522b：Token \u6d88\u8017\u662f\u53d8\u52a8\u6210\u672c，\u4e14\u4e0e\u4efb\u52a1\u590d\u6742\u5ea6\u975e\u7ebf\u6027\u76f8\u5173\u3002\u4e00\u4e2a\u201c\u6162\u201d\u8bf7\u6c42\u53ef\u80fd\u6d88\u8017 10 \u500d\u9884\u7b97\u3002<\/p>\n

4.1 \u6bcf\u8fd0\u884c\u6210\u672c\u4e0a\u9650
\n\u751f\u4ea7\u7ea7\u6a21\u677f\u7684\u6838\u5fc3\u8bbe\u8ba1\u4e4b\u4e00\u662f\u6bcf\u6b21\u8fd0\u884c\u7f8e\u5143\u9884\u7b97\u4e0a\u9650：\u8d85\u8fc7\u9884\u7b97\u7684\u8bf7\u6c42\u8fd4\u56de HTTP 402（Payment Required） ：<\/p>\n

PACK_DEFAULT_BUDGET_USD =<\/span> 0.50<\/span><\/p>\n

def<\/span> check_budget<\/span>(<\/span>run_cost:<\/span> float<\/span>,<\/span> budget:<\/span> float<\/span> =<\/span> PACK_DEFAULT_BUDGET_USD)<\/span>:<\/span>
\n if<\/span> run_cost ><\/span> budget:<\/span>
\n raise<\/span> HTTPException(<\/span>status_code=<\/span>402<\/span>,<\/span> detail=<\/span>"Run exceeded cost budget"<\/span>)<\/span>
\n\u6210\u672c\u53c2\u8003：\u4e00\u6b21 research_analysis \u8fd0\u884c（6<\/span> \u6b21 LLM \u8c03\u7528）\u5728 Claude Sonnet 5<\/span> \u5b9a\u4ef7\u4e0b\u7ea6 $0.01<\/span>\u2013$0.05<\/span>\u3002<\/p>\n

4.2 \u5206\u5c42\u8def\u7531：\u4e3b\u5f3a\u5b50\u5f31
\n\u4e00\u4e2a\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u6210\u672c\u4f18\u5316\u7b56\u7565\u662f\u4e3b Agent \u7528\u5f3a\u6a21\u578b\u3001\u5b50 Agent \u7528\u4fbf\u5b9c\u6a21\u578b\u3002\u6e05\u534e\u5f00\u6e90\u7684 PilotDeck \u5b9e\u8df5\u663e\u793a，\u91c7\u7528\u201c\u4e3b Sonnet 4.6 + \u5b50 MiniMax-M2.7\u201d\u7684\u4e3b\u5f3a\u5b50\u5f31\u67b6\u6784，\u7efc\u5408\u5f97\u5206\u8fbe\u5230 70.6，\u6210\u672c\u4ec5 $3.15；\u800c\u7eaf\u5f3a\u6a21\u578b\u65b9\u6848\u6210\u672c\u66f4\u9ad8，\u7eaf\u5f31\u6a21\u578b\u65b9\u6848\u5f97\u5206\u66f4\u4f4e\u3002<\/p>\n

4.3 \u6210\u672c\u5ea6\u91cf\u7684\u6b63\u786e\u5355\u4f4d
\nToken \u4ef7\u683c\u4e0d\u7b49\u4e8e Agent \u6210\u672c\u3002 \u6b63\u786e\u7684\u5ea6\u91cf\u662f\u6bcf\u4e2a\u6210\u529f\u5b8c\u6210\u4efb\u52a1\u7684\u6210\u672c：<\/p>\n

text
\n\u6bcf\u6b21\u6210\u529f\u5b8c\u6210\u4efb\u52a1\u7684\u6210\u672c = (Token + \u8ba1\u7b97 + \u5ba1\u67e5\u65f6\u95f4 + \u8fd4\u5de5) \u00f7 \u6b63\u786e\u5b8c\u6210\u7684\u4efb\u52a1\u6570
\n\u8fd9\u4e2a\u516c\u5f0f\u8feb\u4f7f\u4f60\u540c\u65f6\u5173\u6ce8\u8d28\u91cf\u548c\u6210\u672c\u2014\u2014\u4e00\u4e2a\u4fbf\u5b9c\u4f46\u9891\u7e41\u5931\u8d25\u7684 Agent，\u5176\u201c\u6bcf\u6b21\u6210\u529f\u4efb\u52a1\u6210\u672c\u201d\u53ef\u80fd\u8fdc\u9ad8\u4e8e\u4e00\u4e2a\u8d35\u4f46\u53ef\u9760\u7684 Agent\u3002<\/p>\n

\u4e94\u3001\u5b9e\u6218：\u751f\u4ea7\u7ea7 Agent \u670d\u52a1\u7684\u90e8\u7f72\u6e05\u5355
\n\u4ee5\u4e0b\u662f\u5c06\u4e00\u4e2a LangGraph Agent \u4ece\u811a\u672c\u63a8\u5411\u751f\u4ea7\u7684\u6700\u5c0f\u53ef\u884c\u6e05\u5355：<\/p>\n

\"\u7c7b\u522b\u68c0\u67e5\u9879\u72b6\u6001\nAPIFastAPI<\/p>\n

5.1 \u6301\u4e45\u5316 Checkpointer
\n\u751f\u4ea7\u73af\u5883\u7edd\u4e0d\u80fd\u7528\u5185\u5b58 Checkpointer\u3002LangGraph \u63d0\u4f9b PostgresSaver \u548c RedisSaver：<\/p>\n

from<\/span> langgraph.<\/span>checkpoint.<\/span>postgres import<\/span> PostgresSaver<\/p>\n

checkpointer =<\/span> PostgresSaver.<\/span>from_conn_string(<\/span>
\n "postgresql:\/\/user:pass@postgres:5432\/agentdb"<\/span>
\n)<\/span>
\ncheckpointer.<\/span>setup(<\/span>)<\/span>
\ngraph =<\/span> builder.<\/span>compile<\/span>(<\/span>checkpointer=<\/span>checkpointer)<\/span><\/p>\n

\u4e3a\u4ec0\u4e48\u5fc5\u987b\u6301\u4e45\u5316：\u670d\u52a1\u91cd\u542f\u3001Pod \u88ab\u9a71\u9010\u3001\u8282\u70b9\u6545\u969c\u2014\u2014Agent \u7684\u4f1a\u8bdd\u72b6\u6001\u5fc5\u987b\u80fd\u5728\u8fd9\u4e9b\u4e8b\u4ef6\u4e2d\u5b58\u6d3b\u3002\u5185\u5b58 Checkpointer \u4f1a\u8ba9\u6240\u6709\u8fdb\u884c\u4e2d\u7684\u4efb\u52a1\u4e22\u5931\u72b6\u6001\u3002<\/p>\n

5.2 Helm Chart \u4e0e GitOps
\n\u751f\u4ea7\u7ea7\u6a21\u677f\u901a\u5e38\u5305\u542b Helm Chart，\u652f\u6301\u5728 GKE\/EKS\/AKS \u4e0a\u90e8\u7f72，\u5e76\u901a\u8fc7 GitOps（ArgoCD\/Flux）\u7ba1\u7406\u53d1\u5e03\u3002\u91d1\u4e1d\u96c0\u5305\u7248\u672c\u63a7\u5236（canary pack versioning）\u5141\u8bb8\u6309\u6d41\u91cf\u6743\u91cd\u9010\u6b65\u5207\u6362\u65b0\u7248\u672c\u7684 Agent \u5de5\u4f5c\u6d41：<\/p>\n

# Helm values \u4e2d\u7684\u91d1\u4e1d\u96c0\u914d\u7f6e<\/span>
\ncanary<\/span>:<\/span>
\n enabled<\/span>:<\/span> true<\/span>
\n weight<\/span>:<\/span> 10<\/span> # 10% \u6d41\u91cf\u8d70\u65b0\u7248\u672c<\/span>
\n packVersion<\/span>:<\/span> v2<\/p>\n

\u516d\u3001Agent \u8fd0\u7ef4\u4e0e\u4f20\u7edf\u5fae\u670d\u52a1\u8fd0\u7ef4\u7684\u672c\u8d28\u533a\u522b
\n\"\u7ef4\u5ea6\u4f20\u7edf\u5fae\u670d\u52a1Agent<\/p>\n

\u6838\u5fc3\u5dee\u5f02：\u4f20\u7edf\u5fae\u670d\u52a1\u7684\u8fd0\u7ef4\u5bf9\u8c61\u662f\u786e\u5b9a\u6027\u7684\u8fdb\u7a0b；Agent \u670d\u52a1\u7684\u8fd0\u7ef4\u5bf9\u8c61\u662f\u6982\u7387\u6027\u7684\u51b3\u7b56\u7cfb\u7edf\u3002\u4f60\u65e0\u6cd5\u7528\u201c\u91cd\u542f\u201d\u89e3\u51b3\u4e00\u4e2a\u201c\u63d0\u793a\u8bcd\u5199\u9519\u4e86\u201d\u7684\u95ee\u9898，\u4e5f\u65e0\u6cd5\u7528\u201c\u52a0 CPU\u201d\u89e3\u51b3\u4e00\u4e2a\u201c\u5de5\u5177\u9009\u62e9\u9519\u8bef\u201d\u7684\u95ee\u9898\u3002\u53ef\u89c2\u6d4b\u6027\u548c\u8bc4\u4f30\u4e0d\u662f Agent \u8fd0\u7ef4\u7684\u9644\u52a0\u9879，\u800c\u662f\u8fd0\u7ef4\u672c\u8eab\u7684\u4e00\u90e8\u5206\u3002<\/p>\n

\u4e03\u3001\u5c0f\u7ed3
\n\u4e09\u6761\u90e8\u7f72\u8def\u5f84：LangServe+FastAPI（\u8f7b\u91cf）\u3001LangGraph Platform（\u6258\u7ba1）\u3001FastAPI+Docker\/K8s（\u81ea\u63a7）\u3002<\/p>\n

FastAPI \u5c01\u88c5：SSE \u6d41\u5f0f\u54cd\u5e94\u3001\u5e42\u7b49\u952e（\u76f8\u540c\u952e+\u76f8\u540c\u4f53\u8fd4\u56de\u7f13\u5b58，\u76f8\u540c\u952e+\u4e0d\u540c\u4f53\u8fd4\u56de 409）\u3001Pydantic \u9a8c\u8bc1\u3001\u901f\u7387\u9650\u5236\u3002<\/p>\n

KEDA \u800c\u975e HPA：Agent \u7684\u8d1f\u8f7d\u4fe1\u53f7\u662f\u961f\u5217\u6df1\u5ea6，\u4e0d\u662f CPU\u3002\u914d\u7f6e\u6700\u5c0f\u70ed\u526f\u672c\u5438\u6536\u51b7\u542f\u52a8\u3002<\/p>\n

\u6210\u672c\u63a7\u5236：\u6bcf\u8fd0\u884c\u9884\u7b97\u4e0a\u9650（\u8d85\u9650\u8fd4\u56de 402）\u3001\u4e3b\u5f3a\u5b50\u5f31\u5206\u5c42\u8def\u7531\u3001\u6bcf\u6b21\u6210\u529f\u4efb\u52a1\u6210\u672c\u624d\u662f\u6b63\u786e\u5ea6\u91cf\u3002<\/p>\n

\u6301\u4e45\u5316 Checkpointer：\u751f\u4ea7\u73af\u5883\u5fc5\u987b\u7528 Postgres\/Redis，\u5185\u5b58\u5b58\u50a8\u5728 Pod \u9a71\u9010\u65f6\u4e22\u5931\u72b6\u6001\u3002<\/p>\n

\u8fd0\u7ef4\u672c\u8d28\u5dee\u5f02：\u4f20\u7edf\u5fae\u670d\u52a1\u8fd0\u7ef4\u786e\u5b9a\u6027\u8fdb\u7a0b，Agent \u8fd0\u7ef4\u6982\u7387\u6027\u51b3\u7b56\u7cfb\u7edf\u3002\u53ef\u89c2\u6d4b\u6027\u548c\u8bc4\u4f30\u662f\u8fd0\u7ef4\u7684\u4e00\u90e8\u5206\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u5728\u4e0a\u4e00\u7bc7\u6587\u7ae0\u4e2d，\u6211\u4eec\u5efa\u7acb\u4e86 Agent \u7684\u53ef\u89c2\u6d4b\u6027\u4e0e\u8bc4\u4f30\u4f53\u7cfb\u2014\u2014\u4f60\u80fd\u770b\u5230\u63a8\u7406\u94fe\u7684\u6bcf\u4e00\u6b65，\u80fd\u91cf\u5316 Agent \u7684\u884c\u4e3a\u8d28\u91cf\u3002\u4f46\u6240\u6709\u8fd9\u4e9b\u80fd\u529b\u7684\u524d\u63d0\u662f：Agent \u5df2\u7ecf\u4f5c\u4e3a\u4e00\u4e2a\u751f\u4ea7\u7ea7\u670d\u52a1\u5728\u8fd0\u884c\u3002\u4e00\u4e2a\u5728\u7b14\u8bb0\u672c\u4e0a python main.py \u8dd1\u901a\u7684 Agent，\u548c\u4e00\u4e2a\u80fd\u627f\u53d7\u771f\u5b9e\u6d41\u91cf\u3001\u5728\u6545\u969c\u65f6\u81ea\u52a8\u6062\u590d\u3001\u6210\u672c\u53ef\u63a7\u7684\u670d\u52a1\u4e4b\u95f4，\u9694\u7740\u5de5\u7a0b\u5316\u7684\u6700\u540e\u4e00\u516c\u91cc\u3002Agent \u670d\u52a1\u4e0e\u4f20\u7edf\u5fae\u670d\u52a1\u5728\u8fd0\u7ef4\u4e0a\u6709\u672c\u8d28\u533a\u522b：Agent <\/p>\n","protected":false},"author":2,"featured_media":117102,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,44],"topic":[],"class_list":["post-117105","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-50","tag-44"],"yoast_head":"\n\u7b2c\u5341\u56db\u7bc7\uff1a\u300aAgent \u90e8\u7f72\u4e0e\u8fd0\u7ef4\uff1a\u4ece\u672c\u5730\u811a\u672c\u5230\u751f\u4ea7\u7ea7\u670d\u52a1\u300b - 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