{"id":102277,"date":"2026-09-08T11:13:42","date_gmt":"2026-09-08T03:13:42","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/102277.html"},"modified":"2026-09-08T11:13:42","modified_gmt":"2026-09-08T03:13:42","slug":"%e6%99%ba%e8%83%bd%e4%bd%93%e9%9d%a2%e8%af%95%e5%87%86%e5%a4%87%ef%bc%88%e4%b8%83%e5%8d%81%e4%b8%83%ef%bc%89%ef%bc%9a%e6%99%ba%e8%83%bd%e4%bd%93%e5%88%86%e5%b8%83%e5%bc%8f%e6%89%a7%e8%a1%8c%e4%b8%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/102277.html","title":{"rendered":"\u667a\u80fd\u4f53\u9762\u8bd5\u51c6\u5907\uff08\u4e03\u5341\u4e03\uff09\uff1a\u667a\u80fd\u4f53\u5206\u5e03\u5f0f\u6267\u884c\u4e0e\u4efb\u52a1\u7f16\u6392\u5de5\u7a0b\u2014\u2014\u957f\u4efb\u52a1\u5206\u7247\u3001\u4f9d\u8d56\u8c03\u5ea6\u4e0e\u72b6\u6001\u4e00\u81f4\u6027"},"content":{"rendered":"

\u667a\u80fd\u4f53\u9762\u8bd5\u51c6\u5907（\u4e03\u5341\u4e03）：\u667a\u80fd\u4f53\u5206\u5e03\u5f0f\u6267\u884c\u4e0e\u4efb\u52a1\u7f16\u6392\u5de5\u7a0b\u2014\u2014\u957f\u4efb\u52a1\u5206\u7247\u3001\u4f9d\u8d56\u8c03\u5ea6\u4e0e\u72b6\u6001\u4e00\u81f4\u6027<\/h2>\n

\u5f15\u8a00<\/h3>\n

\u672c\u6587\u662f\u300c\u667a\u80fd\u4f53\u9762\u8bd5\u51c6\u5907\u300d\u7cfb\u5217\u7b2c 77 \u7bc7，\u627f\u63a5（\u4e03\u5341\u516d）\u957f\u7a0b\u8bb0\u5fc6\u4e0e\u7ecf\u9a8c\u81ea\u8fdb\u5316\u5de5\u7a0b\u3002\u524d\u9762\u8bb2\u4e86\u8bb0\u5fc6\u600e\u4e48\u5b58\u3001\u7ecf\u9a8c\u600e\u4e48\u6c89\u6dc0，\u8fd9\u4e00\u7bc7\u8c08\u4e00\u4e2a\u843d\u5730\u65f6\u6781\u5bb9\u6613\u88ab\u4f4e\u4f30\u7684\u95ee\u9898：\u5f53\u667a\u80fd\u4f53\u8981\u5904\u7406\u7684\u4efb\u52a1\u4ece"\u5355\u8f6e\u95ee\u7b54"\u53d8\u6210"\u8dd1\u4e09\u5929\u7684\u6570\u636e pipeline + \u53cd\u590d\u8c03\u7528\u5341\u51e0\u4e2a\u5de5\u5177"，\u5355\u8fdb\u7a0b\u4e32\u884c\u6267\u884c\u6839\u672c\u625b\u4e0d\u4f4f，\u5fc5\u987b\u5f15\u5165\u5206\u5e03\u5f0f\u6267\u884c\u4e0e\u7f16\u6392\u3002<\/p>\n

\u9762\u8bd5\u5b98\u5224\u65ad\u4e00\u4e2a\u5019\u9009\u4eba\u662f\u5426\u771f\u6b63\u505a\u8fc7\u751f\u4ea7\u7ea7 Agent，\u5e38\u95ee："\u4f60\u7684 Agent \u600e\u4e48\u4fdd\u8bc1\u4e00\u4e2a\u8dd1\u4e86 2 \u5c0f\u65f6\u7684\u4efb\u52a1\u5728 worker \u6302\u6389\u540e\u4e0d\u91cd\u5934\u518d\u6765？\u591a\u4e2a\u5b50\u4efb\u52a1\u6709\u4f9d\u8d56\u600e\u4e48\u8c03\u5ea6？\u72b6\u6001\u5728\u54ea\u3001\u600e\u4e48\u6062\u590d？"\u80fd\u628a\u8fd9\u4e09\u95ee\u8bb2\u6e05\u695a，\u57fa\u672c\u5c31\u8fc7\u5173\u4e86\u3002\u672c\u7bc7\u7ed9\u51fa\u67b6\u6784\u56fe\u3001\u5bf9\u6bd4\u8868\u3001\u4ee3\u7801\u7247\u6bb5\u4e0e\u9762\u8bd5\u901f\u7b54\u3002<\/p>\n

\u667a\u80fd\u4f53\u5206\u5e03\u5f0f\u6267\u884c\u603b\u89c8
\n==============================================
\n \u4efb\u52a1\u7f16\u6392\u5668 (Orchestrator)
\n \u2502 \u89e3\u6790 DAG \/ \u4f9d\u8d56
\n \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n \u25bc \u25bc \u25bc
\n \u5b50\u4efb\u52a1 A \u5b50\u4efb\u52a1 B \u5b50\u4efb\u52a1 C
\n (\u65e0\u4f9d\u8d56) (\u4f9d\u8d56A\u4ea7\u51fa) (\u4f9d\u8d56A,B)
\n \u2502 \u2502 \u2502
\n \u25bc \u25bc \u25bc
\n \u250c\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\u2510
\n \u2502 Worker \u6c60（\u591a\u8fdb\u7a0b\/\u591a\u673a\/\u5bb9\u5668） \u2502
\n \u2502 \u6bcf\u4e2a worker \u62c9\u53d6\u53ef\u6267\u884c\u8282\u70b9 \u2502
\n \u2514\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\u2518
\n \u2502
\n \u25bc
\n \u250c\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\u2510
\n \u2502 \u72b6\u6001\u5b58\u50a8 (DAG\u72b6\u6001 + \u68c0\u67e5\u70b9 + \u9501) \u2502
\n \u2502 Redis \/ \u6570\u636e\u5e93 \/ \u5bf9\u8c61\u5b58\u50a8 \u2502
\n \u2514\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\u2518<\/p>\n

\u4e00\u3001\u4e3a\u4ec0\u4e48\u5355\u8fdb\u7a0b\u4e0d\u591f<\/h3>\n\n\u7ef4\u5ea6\u5355\u8fdb\u7a0b\u4e32\u884c\u5206\u5e03\u5f0f\u7f16\u6392<\/tr>\n\n\n\n\n\n\n
\u957f\u4efb\u52a1\u5bb9\u9519<\/td>\n\u6302\u4e86\u5168\u91cd\u6765<\/td>\n\u8282\u70b9\u7ea7\u91cd\u8bd5，\u4ec5\u91cd\u8dd1\u5931\u8d25\u5b50\u4efb\u52a1<\/td>\n<\/tr>\n
\u541e\u5410<\/td>\n1 \u4efb\u52a1\/\u65f6\u523b<\/td>\n\u591a\u5b50\u4efb\u52a1\u5e76\u884c<\/td>\n<\/tr>\n
\u5de5\u5177\u9650\u6d41<\/td>\n\u96be\u9694\u79bb<\/td>\n\u6309\u5de5\u5177\u7ef4\u5ea6\u9650\u6d41\u961f\u5217<\/td>\n<\/tr>\n
\u8d44\u6e90<\/td>\n\u5355\u5361\/\u5355\u673a<\/td>\n\u53ef\u8de8\u673a\u8c03\u5ea6\u91cd\u5de5\u5177<\/td>\n<\/tr>\n
\u53ef\u89c2\u6d4b<\/td>\n\u65e5\u5fd7\u6563\u843d<\/td>\n\u7edf\u4e00 DAG \u89c6\u56fe<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5f53\u4efb\u52a1\u5929\u7136\u6709\u4f9d\u8d56（A \u51fa\u62a5\u544a\u2192B \u5ba1\u62a5\u544a\u2192C \u53d1\u90ae\u4ef6），\u4e32\u884c\u867d\u7136\u7b80\u5355\u4f46\u6162；\u5f53\u5b50\u4efb\u52a1\u53ef\u5e76\u884c（\u540c\u65f6\u722c 10 \u4e2a\u7ad9\u70b9），\u4e32\u884c\u5c31\u662f\u6d6a\u8d39\u3002\u7f16\u6392\u5668\u7684\u4ef7\u503c\u5c31\u662f\u7528 DAG \u63cf\u8ff0\u4f9d\u8d56\u3001\u5e76\u884c\u53ef\u5e76\u884c\u3001\u4e32\u884c\u4fdd\u4f9d\u8d56\u3002<\/p>\n

\u4e8c\u3001\u4efb\u52a1\u5efa\u6a21：DAG \u4e0e\u8282\u70b9<\/h3>\n

\u628a\u4efb\u52a1\u62bd\u8c61\u6210\u6709\u5411\u65e0\u73af\u56fe，\u8282\u70b9\u662f"\u4e00\u4e2a\u53ef\u72ec\u7acb\u6267\u884c\u7684\u52a8\u4f5c"（\u8c03\u4e00\u6b21\u5de5\u5177\/\u8dd1\u4e00\u6bb5\u4ee3\u7801\/\u751f\u6210\u4e00\u6bb5\u6587\u672c），\u8fb9\u662f\u4f9d\u8d56\u3002\u6267\u884c\u5f15\u64ce\u53ea\u8c03\u5ea6"\u5165\u5ea6\u5df2\u6ee1\u8db3\u4e14\u672a\u6267\u884c"\u7684\u8282\u70b9\u3002<\/p>\n

from<\/span> <\/span>dataclasses<\/span> <\/span>import<\/span> dataclass<\/span>,<\/span> field<\/span>
\nfrom<\/span> <\/span>typing<\/span> <\/span>import<\/span> List<\/span><\/p>\n

@dataclass<\/span>
\nclass<\/span> <\/span>Node<\/span>:<\/span>
\n id<\/span>:<\/span> str<\/span>
\n deps<\/span>:<\/span> List<\/span>[<\/span>str<\/span>]<\/span> =<\/span> field<\/span>(<\/span>default_factory<\/span>=<\/span>list<\/span>)<\/span>
\n status<\/span>:<\/span> str<\/span> =<\/span> "pending"<\/span> # pending\/running\/done\/failed<\/span>
\n payload<\/span>:<\/span> dict<\/span> =<\/span> field<\/span>(<\/span>default_factory<\/span>=<\/span>dict<\/span>)<\/span><\/p>\n

@dataclass<\/span>
\nclass<\/span> <\/span>DAG<\/span>:<\/span>
\n nodes<\/span>:<\/span> dict<\/span> =<\/span> field<\/span>(<\/span>default_factory<\/span>=<\/span>dict<\/span>)<\/span><\/p>\n

def<\/span> <\/span>ready<\/span>(<\/span>self<\/span>,<\/span> nid<\/span>):<\/span>
\n <\/span>"""\u5165\u5ea6（\u4f9d\u8d56）\u5168\u90e8 done \u624d\u53ef\u6267\u884c"""<\/span>
\n return<\/span> all<\/span>(<\/span>self<\/span>.<\/span>nodes<\/span>[<\/span>d<\/span>]<\/span>.<\/span>status<\/span> ==<\/span> "done"<\/span> for<\/span> d<\/span> in<\/span> self<\/span>.<\/span>nodes<\/span>[<\/span>nid<\/span>]<\/span>.<\/span>deps<\/span>)<\/span><\/p>\n

def<\/span> <\/span>descendants_runnable<\/span>(<\/span>self<\/span>):<\/span>
\n return<\/span> [<\/span>nid<\/span> for<\/span> nid<\/span>,<\/span> n<\/span> in<\/span> self<\/span>.<\/span>nodes<\/span>.<\/span>items<\/span>()<\/span>
\n if<\/span> n<\/span>.<\/span>status<\/span> ==<\/span> "pending"<\/span> and<\/span> self<\/span>.<\/span>ready<\/span>(<\/span>nid<\/span>)]<\/span><\/p>\n

\u4e09\u3001\u8c03\u5ea6：\u4ece\u4e32\u884c\u5230\u5e76\u884c<\/h3>\n

\u6700\u6734\u7d20\u7684\u662f\u62d3\u6251\u6392\u5e8f\u540e\u4e32\u884c；\u751f\u4ea7\u7ea7\u8981\u5e76\u53d1\u62c9\u8d77\u53ef\u5e76\u884c\u8282\u70b9，\u5e76\u63a7\u5236\u5e76\u53d1\u5ea6\u4e0e\u6bcf\u5de5\u5177\u9650\u6d41\u3002<\/p>\n

import<\/span> <\/span>threading<\/span>,<\/span> <\/span>time<\/span><\/p>\n

class<\/span> <\/span>Scheduler<\/span>:<\/span>
\n def<\/span> <\/span>__init__<\/span>(<\/span>self<\/span>,<\/span> dag<\/span>,<\/span> max_parallel<\/span>=<\/span>4<\/span>):<\/span>
\n self<\/span>.<\/span>dag<\/span> =<\/span> dag<\/span>
\n self<\/span>.<\/span>max_parallel<\/span> =<\/span> max_parallel<\/span>
\n self<\/span>.<\/span>lock<\/span> =<\/span> threading<\/span>.<\/span>Lock<\/span>()<\/span><\/p>\n

def<\/span> <\/span>_run_node<\/span>(<\/span>self<\/span>,<\/span> nid<\/span>,<\/span> exec_fn<\/span>):<\/span>
\n with<\/span> self<\/span>.<\/span>lock<\/span>:<\/span>
\n self<\/span>.<\/span>dag<\/span>.<\/span>nodes<\/span>[<\/span>nid<\/span>]<\/span>.<\/span>status<\/span> =<\/span> "running"<\/span>
\n try<\/span>:<\/span>
\n exec_fn<\/span>(<\/span>self<\/span>.<\/span>dag<\/span>.<\/span>nodes<\/span>[<\/span>nid<\/span>]<\/span>.<\/span>payload<\/span>)<\/span>
\n with<\/span> self<\/span>.<\/span>lock<\/span>:<\/span>
\n self<\/span>.<\/span>dag<\/span>.<\/span>nodes<\/span>[<\/span>nid<\/span>]<\/span>.<\/span>status<\/span> =<\/span> "done"<\/span>
\n except<\/span> Exception<\/span>:<\/span>
\n with<\/span> self<\/span>.<\/span>lock<\/span>:<\/span>
\n self<\/span>.<\/span>dag<\/span>.<\/span>nodes<\/span>[<\/span>nid<\/span>]<\/span>.<\/span>status<\/span> =<\/span> "failed"<\/span>
\n raise<\/span><\/p>\n

def<\/span> <\/span>run<\/span>(<\/span>self<\/span>,<\/span> exec_fn<\/span>):<\/span>
\n while<\/span> True<\/span>:<\/span>
\n with<\/span> self<\/span>.<\/span>lock<\/span>:<\/span>
\n pending<\/span> =<\/span> self<\/span>.<\/span>dag<\/span>.<\/span>descendants_runnable<\/span>()<\/span>
\n running<\/span> =<\/span> [<\/span>n<\/span> for<\/span> n<\/span> in<\/span> self<\/span>.<\/span>dag<\/span>.<\/span>nodes<\/span>.<\/span>values<\/span>()<\/span> if<\/span> n<\/span>.<\/span>status<\/span>==<\/span>"running"<\/span>]<\/span>
\n if<\/span> not<\/span> pending<\/span> and<\/span> not<\/span> running<\/span>:<\/span>
\n break<\/span>
\n for<\/span> nid<\/span> in<\/span> pending<\/span>[:<\/span> self<\/span>.<\/span>max_parallel<\/span> –<\/span> len<\/span>(<\/span>running<\/span>)]:<\/span>
\n threading<\/span>.<\/span>Thread<\/span>(<\/span>target<\/span>=<\/span>self<\/span>.<\/span>_run_node<\/span>,<\/span> args<\/span>=<\/span>(<\/span>nid<\/span>,<\/span> exec_fn<\/span>))<\/span>.<\/span>start<\/span>()<\/span>
\n time<\/span>.<\/span>sleep<\/span>(<\/span>0.2<\/span>)<\/span><\/p>\n

\u56db\u3001\u72b6\u6001\u4e00\u81f4\u6027\u4e0e\u68c0\u67e5\u70b9<\/h3>\n

\u5206\u5e03\u5f0f\u6267\u884c\u6700\u5927\u7684\u5751\u662f"\u72b6\u6001\u5728\u54ea\u3001\u600e\u4e48\u6062\u590d"\u3002\u539f\u5219：\u6267\u884c\u903b\u8f91\u65e0\u72b6\u6001，\u72b6\u6001\u5916\u7f6e\u3002\u6bcf\u4e2a\u8282\u70b9\u6267\u884c\u524d\u5199"\u5f00\u59cb"\u6807\u8bb0，\u6210\u529f\u540e\u5199"\u5b8c\u6210"+\u4ea7\u7269\u5f15\u7528；worker \u5d29\u6e83\u91cd\u542f\u540e，\u7f16\u6392\u5668\u626b\u63cf DAG，\u5df2 done \u7684\u8df3\u8fc7\u3001failed \u7684\u53ef\u91cd\u8bd5\u3001pending \u7684\u91cd\u65b0\u8c03\u5ea6\u3002<\/p>\n

import<\/span> <\/span>json<\/span>,<\/span> <\/span>redis<\/span><\/p>\n

r<\/span> =<\/span> redis<\/span>.<\/span>Redis<\/span>()<\/span><\/p>\n

def<\/span> <\/span>checkpoint<\/span>(<\/span>node_id<\/span>,<\/span> status<\/span>,<\/span> artifact<\/span>=<\/span>None<\/span>):<\/span>
\n r<\/span>.<\/span>hset<\/span>(<\/span>f<\/span>"agent:dag:<\/span>{<\/span>node_id<\/span>}<\/span>"<\/span>,<\/span> mapping<\/span>=<\/span>{<\/span>
\n "status"<\/span>:<\/span> status<\/span>,<\/span>
\n "artifact"<\/span>:<\/span> json<\/span>.<\/span>dumps<\/span>(<\/span>artifact<\/span> or<\/span> {}),<\/span>
\n "ts"<\/span>:<\/span> time<\/span>.<\/span>time<\/span>(),<\/span>
\n })<\/span><\/p>\n

def<\/span> <\/span>recover<\/span>(<\/span>dag<\/span>):<\/span>
\n <\/span>"""worker \u91cd\u542f\u540e\u636e\u6b64\u6062\u590d，\u907f\u514d\u91cd\u590d\u6267\u884c\u5df2\u5b8c\u6210\u7684\u8282\u70b9"""<\/span>
\n for<\/span> nid<\/span>,<\/span> n<\/span> in<\/span> dag<\/span>.<\/span>nodes<\/span>.<\/span>items<\/span>():<\/span>
\n s<\/span> =<\/span> r<\/span>.<\/span>hget<\/span>(<\/span>f<\/span>"agent:dag:<\/span>{<\/span>nid<\/span>}<\/span>"<\/span>,<\/span> "status"<\/span>)<\/span>
\n if<\/span> s<\/span>:<\/span>
\n n<\/span>.<\/span>status<\/span> =<\/span> s<\/span>.<\/span>decode<\/span>()<\/span><\/p>\n

\u5173\u952e\u8bbe\u8ba1：\u5e42\u7b49\u6267\u884c\u3002\u540c\u4e00\u8282\u70b9\u53ef\u80fd\u56e0\u91cd\u8bd5\u88ab\u6267\u884c\u4e24\u6b21，\u6267\u884c\u51fd\u6570\u5fc5\u987b\u4fdd\u8bc1\u91cd\u590d\u6267\u884c\u4e0d\u4ea7\u751f\u526f\u4f5c\u7528（\u7528 artifact \u5f15\u7528\u53bb\u91cd\u3001\u7528\u552f\u4e00 key \u5199\u5e93）\u3002\u8fd9\u662f\u5de5\u7a0b\u91cc\u6700\u5e38\u88ab\u5ffd\u7565\u5374\u6700\u81f4\u547d\u7684\u4e00\u70b9\u3002<\/p>\n

\u4e94\u3001\u5931\u8d25\u5904\u7406\u4e0e\u91cd\u8bd5\u7b56\u7565<\/h3>\n\n\u5931\u8d25\u7c7b\u578b\u5904\u7406\u6ce8\u610f<\/tr>\n\n\n\n\n\n\n
\u5de5\u5177\u8d85\u65f6<\/td>\n\u6307\u6570\u9000\u907f\u91cd\u8bd5<\/td>\n\u8bbe\u6700\u5927\u6b21\u6570，\u907f\u514d\u6b7b\u5faa\u73af<\/td>\n<\/tr>\n
\u9650\u6d41 429<\/td>\n\u5165\u961f\u7b49\u5f85 + \u9000\u907f<\/td>\n\u5168\u5c40\u4ee4\u724c\u6876<\/td>\n<\/tr>\n
\u4ea7\u7269\u7f3a\u5931<\/td>\n\u4f9d\u8d56\u8282\u70b9\u5931\u8d25\u2192\u672c\u8282\u70b9\u6807 failed<\/td>\n\u4e0a\u6e38\u5931\u8d25\u4e0d\u76f2\u76ee\u91cd\u8bd5<\/td>\n<\/tr>\n
worker \u5d29\u6e83<\/td>\n\u8282\u70b9\u56de pending \u91cd\u8c03\u5ea6<\/td>\n\u4f9d\u8d56\u5e42\u7b49<\/td>\n<\/tr>\n
\u903b\u8f91\u9519\u8bef<\/td>\n\u6807\u8bb0 failed，\u4eba\u5de5\/LLM \u590d\u76d8<\/td>\n\u522b\u65e0\u9650\u91cd\u8bd5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

import<\/span> <\/span>random<\/span><\/p>\n

def<\/span> <\/span>with_retry<\/span>(<\/span>fn<\/span>,<\/span> max_retry<\/span>=<\/span>3<\/span>,<\/span> base<\/span>=<\/span>1.0<\/span>):<\/span>
\n for<\/span> i<\/span> in<\/span> range<\/span>(<\/span>max_retry<\/span>):<\/span>
\n try<\/span>:<\/span>
\n return<\/span> fn<\/span>()<\/span>
\n except<\/span> TransientError<\/span> as<\/span> e<\/span>:<\/span>
\n if<\/span> i<\/span> ==<\/span> max_retry<\/span> –<\/span> 1<\/span>:<\/span>
\n raise<\/span>
\n time<\/span>.<\/span>sleep<\/span>(<\/span>base<\/span> *<\/span> (<\/span>2<\/span> **<\/span> i<\/span>)<\/span> +<\/span> random<\/span>.<\/span>random<\/span>())<\/span><\/p>\n

\u516d\u3001\u4e0e LLM \u7f16\u6392\u7684\u5173\u7cfb<\/h3>\n

\u6ce8\u610f\u533a\u5206\u4e24\u5c42：LLM \u8d1f\u8d23"\u51b3\u7b56\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48"（ReAct \/ \u89c4\u5212），\u7f16\u6392\u5668\u8d1f\u8d23"\u628a\u51b3\u7b56\u53d8\u6210\u53ef\u9760\u6267\u884c"\u3002\u7406\u60f3\u67b6\u6784\u662f LLM \u4ea7\u51fa\u8ba1\u5212（DAG \u8349\u6848），\u7f16\u6392\u5668\u843d\u5730\u6267\u884c\u4e0e\u5bb9\u9519，LLM \u53ea\u5728\u8282\u70b9\u5931\u8d25\u6216\u9700\u52a8\u6001\u5206\u652f\u65f6\u518d\u4ecb\u5165\u3002\u8fd9\u6837\u65e2\u5229\u7528 LLM \u7684\u7075\u6d3b\u6027，\u53c8\u7528\u786e\u5b9a\u6027\u7684\u8c03\u5ea6\u4fdd\u8bc1\u53ef\u9760\u6027\u3002<\/p>\n

\u9762\u8bd5\u901f\u7b54<\/h3>\n

\u95ee：Agent \u957f\u4efb\u52a1\u600e\u4e48\u4fdd\u8bc1 worker \u6302\u4e86\u4e0d\u91cd\u5934\u518d\u6765？
\n\u7b54：\u72b6\u6001\u5916\u7f6e + \u8282\u70b9\u7ea7\u68c0\u67e5\u70b9\u3002\u628a DAG \u72b6\u6001\u548c\u6bcf\u4e2a\u8282\u70b9\u7684\u5b8c\u6210\u6807\u8bb0\/\u4ea7\u7269\u5f15\u7528\u5b58\u5728 Redis\/DB，worker \u5d29\u6e83\u91cd\u542f\u540e\u626b\u63cf DAG，done \u8df3\u8fc7\u3001failed \u91cd\u8bd5\u3001pending \u91cd\u8c03\u5ea6，\u53ea\u91cd\u8dd1\u5931\u8d25\u90e8\u5206\u3002<\/p>\n

\u95ee：\u591a\u4e2a\u5b50\u4efb\u52a1\u6709\u4f9d\u8d56\u600e\u4e48\u8c03\u5ea6？
\n\u7b54：\u7528 DAG \u5efa\u6a21，\u8282\u70b9\u662f\u72ec\u7acb\u52a8\u4f5c\u3001\u8fb9\u662f\u4f9d\u8d56\u3002\u8c03\u5ea6\u5668\u53ea\u62c9"\u5165\u5ea6\u5168 done"\u7684\u8282\u70b9\u5e76\u884c\u6267\u884c，\u4f9d\u8d56\u672a\u6ee1\u8db3\u7684\u7b49\u5f85，\u5929\u7136\u652f\u6301\u90e8\u5206\u5e76\u884c\u90e8\u5206\u4e32\u884c\u3002<\/p>\n

\u95ee：\u91cd\u8bd5\u4f1a\u4e0d\u4f1a\u5bfc\u81f4\u91cd\u590d\u526f\u4f5c\u7528？
\n\u7b54：\u4f1a，\u6240\u4ee5\u6267\u884c\u51fd\u6570\u5fc5\u987b\u5e42\u7b49\u2014\u2014\u7528 artifact \u552f\u4e00 key \u53bb\u91cd\u3001\u5199\u5e93\u7528 upsert\u3001\u5de5\u5177\u8c03\u7528\u5e26\u5e42\u7b49\u4ee4\u724c\u3002\u8fd9\u662f\u751f\u4ea7\u7ea7 Agent \u7684\u786c\u8981\u6c42\u3002<\/p>\n

\u95ee：LLM \u548c\u7f16\u6392\u5668\u600e\u4e48\u5206\u5de5？
\n\u7b54：LLM \u8d1f\u8d23\u51b3\u7b56（\u89c4\u5212\/\u4e0b\u4e00\u6b65），\u7f16\u6392\u5668\u8d1f\u8d23\u53ef\u9760\u6267\u884c（\u8c03\u5ea6\/\u5bb9\u9519\/\u91cd\u8bd5\/\u72b6\u6001）\u3002LLM \u4ea7\u8ba1\u5212，\u7f16\u6392\u5668\u843d\u5730，\u5931\u8d25\u6216\u9700\u52a8\u6001\u5206\u652f\u65f6 LLM \u518d\u4ecb\u5165\u3002<\/p>\n

\u9ad8\u9891\u8ffd\u95ee\u6e05\u5355<\/h3>\n
  • DAG \u51fa\u73b0\u73af（LLM \u89c4\u5212\u4ea7\u51fa\u5faa\u73af\u4f9d\u8d56）\u600e\u4e48\u68c0\u6d4b\u4e0e\u6253\u7834？<\/li>\n
  • \u8de8\u673a\u6267\u884c\u65f6\u72b6\u6001\u5b58\u50a8\u9009 Redis \u8fd8\u662f\u6570\u636e\u5e93？\u4e00\u81f4\u6027\u4e0e\u6027\u80fd\u5982\u4f55\u6743\u8861？<\/li>\n
  • \u8282\u70b9\u4ea7\u7269\u5f88\u5927（\u5982\u5927\u6587\u4ef6）\u600e\u4e48\u5b58？checkpoint \u53ea\u5b58\u5f15\u7528\u8fd8\u662f\u5b58\u5185\u5bb9？<\/li>\n
  • \u600e\u6837\u9632\u6b62"\u8111\u88c2"\u2014\u2014\u4e24\u4e2a worker \u540c\u65f6\u6267\u884c\u540c\u4e00\u8282\u70b9？<\/li>\n
  • \u52a8\u6001\u65b0\u589e\u5b50\u4efb\u52a1（\u6267\u884c\u4e2d\u53d1\u73b0\u8fd8\u8981\u505a X）\u600e\u4e48\u5e76\u5165\u6b63\u5728\u8dd1\u7684 DAG？<\/li>\n
  • \u6bcf\u5de5\u5177\u7ef4\u5ea6\u7684\u9650\u6d41\u961f\u5217\u600e\u4e48\u8bbe\u8ba1？\u4ee4\u724c\u6876\u8fd8\u662f\u6f0f\u6876？<\/li>\n
  • \u957f\u4efb\u52a1 Human-in-the-loop \u5ba1\u6279\u8282\u70b9\u600e\u4e48\u5d4c\u8fdb DAG？<\/li>\n
  • \u5982\u4f55\u5bf9\u5206\u5e03\u5f0f Agent \u505a\u7aef\u5230\u7aef\u53ef\u89c2\u6d4b（trace \u4e32\u8054\u6240\u6709\u8282\u70b9）？<\/li>\n
  • \u91cd\u8bd5\u6b21\u6570\u7528\u5c3d\u4ecd\u5931\u8d25\u7684\u8282\u70b9，\u600e\u4e48\u4f18\u96c5\u964d\u7ea7\u800c\u975e\u6574\u4efb\u52a1\u5931\u8d25？<\/li>\n
  • \u591a Agent \u534f\u4f5c\u65f6，\u4efb\u52a1\u7f16\u6392\u548c Agent \u95f4\u901a\u4fe1\u600e\u4e48\u89e3\u8026？<\/li>\n","protected":false},"excerpt":{"rendered":"

    \u667a\u80fd\u4f53\u9762\u8bd5\u51c6\u5907（\u4e03\u5341\u4e03）：\u667a\u80fd\u4f53\u5206\u5e03\u5f0f\u6267\u884c\u4e0e\u4efb\u52a1\u7f16\u6392\u5de5\u7a0b\u2014\u2014\u957f\u4efb\u52a1\u5206\u7247\u3001\u4f9d\u8d56\u8c03\u5ea6\u4e0e\u72b6\u6001\u4e00\u81f4\u6027
    \n\u5f15\u8a00
    \n\u672c\u6587\u662f\u300c\u667a\u80fd\u4f53\u9762\u8bd5\u51c6\u5907\u300d\u7cfb\u5217\u7b2c 77 \u7bc7，\u627f\u63a5（\u4e03\u5341\u516d）\u957f\u7a0b\u8bb0\u5fc6\u4e0e\u7ecf\u9a8c\u81ea\u8fdb\u5316\u5de5\u7a0b\u3002\u524d\u9762\u8bb2\u4e86\u8bb0\u5fc6\u600e\u4e48\u5b58\u3001\u7ecf\u9a8c\u600e\u4e48\u6c89\u6dc0，\u8fd9\u4e00\u7bc7\u8c08\u4e00\u4e2a\u843d\u5730\u65f6\u6781\u5bb9\u6613\u88ab\u4f4e\u4f30\u7684\u95ee\u9898：\u5f53\u667a\u80fd\u4f53\u8981\u5904\u7406\u7684\u4efb\u52a1\u4ece\\”\u5355\u8f6e\u95ee\u7b54\\”\u53d8\u6210\\”\u8dd1\u4e09\u5929\u7684\u6570\u636e pipeline \u53cd\u590d\u8c03\u7528\u5341\u51e0\u4e2a\u5de5\u5177\\”，\u5355\u8fdb<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11680,132],"topic":[],"class_list":["post-102277","post","type-post","status-publish","format-standard","hentry","category-server","tag-11680","tag-132"],"yoast_head":"\n\u667a\u80fd\u4f53\u9762\u8bd5\u51c6\u5907\uff08\u4e03\u5341\u4e03\uff09\uff1a\u667a\u80fd\u4f53\u5206\u5e03\u5f0f\u6267\u884c\u4e0e\u4efb\u52a1\u7f16\u6392\u5de5\u7a0b\u2014\u2014\u957f\u4efb\u52a1\u5206\u7247\u3001\u4f9d\u8d56\u8c03\u5ea6\u4e0e\u72b6\u6001\u4e00\u81f4\u6027 - 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