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\u5bf9\u4e8e\u5fae\u4fe1\u8fd9\u7c7b\u65e5\u5747\u627f\u8f7d\u5343\u4ebf\u7ea7\u8bf7\u6c42\u7684\u8d85\u7ea7\u5e94\u7528，\u7a33\u5b9a\u6027\u4e0d\u662f\u201c\u5355\u70b9\u4f18\u5316\u201d\u80fd\u5b9e\u73b0\u7684，\u800c\u662f\u9760\u201c\u5206\u5e03\u5f0f\u96c6\u7fa4\u4e0e\u8d1f\u8f7d\u5747\u8861\u201d\u201c\u591a\u7ea7\u7f13\u5b58\u4f53\u7cfb\u201d\u201c\u7194\u65ad\u964d\u7ea7\u4e0e\u5bb9\u707e\u5907\u4efd\u201d\u4e09\u5927\u652f\u67f1\u6784\u5efa\u7684\u5b8c\u6574\u4f53\u7cfb\u3002\u8fd9\u4e09\u5927\u652f\u67f1\u5c42\u5c42\u9012\u8fdb，\u5206\u522b\u89e3\u51b3\u201c\u8bf7\u6c42\u5982\u4f55\u5747\u5300\u5206\u914d\u201d\u201c\u5982\u4f55\u63d0\u5347\u54cd\u5e94\u901f\u5ea6\u201d\u201c\u6545\u969c\u5982\u4f55\u63a7\u5236\u5f71\u54cd\u201d\u7684\u6838\u5fc3\u95ee\u9898\u3002\u54b1\u4eec\u9010\u4e00\u62c6\u89e3，\u7ed3\u5408\u8fd9\u6b21\u5fae\u4fe1\u6296\u52a8\u4e8b\u4ef6，\u8bb2\u6e05\u695a\u6bcf\u4e2a\u652f\u67f1\u7684\u6280\u672f\u539f\u7406\u3001\u5b9e\u73b0\u903b\u8f91\u548c\u4ee3\u7801\u5b9e\u4f8b\u3002<\/p>\n

\u652f\u67f1\u4e00：\u5206\u5e03\u5f0f\u96c6\u7fa4\u4e0e\u8d1f\u8f7d\u5747\u8861\u2014\u2014\u9ad8\u5e76\u53d1\u7684\u201c\u8bf7\u6c42\u8c03\u5ea6\u4e2d\u67a2\u201d<\/h4>\n

\u4efb\u4f55\u5355\u4e00\u670d\u52a1\u5668\u7684\u6027\u80fd\u90fd\u662f\u6709\u4e0a\u9650\u7684，\u54ea\u6015\u662f\u9876\u914d\u670d\u52a1\u5668，\u4e5f\u625b\u4e0d\u4f4f13\u4ebf\u7528\u6237\u7684\u5e76\u53d1\u8bbf\u95ee\u3002\u6240\u4ee5\u8d85\u7ea7\u5e94\u7528\u7684\u7b2c\u4e00\u6b65，\u5c31\u662f\u7528\u201c\u5206\u5e03\u5f0f\u96c6\u7fa4\u201d\u5c06\u670d\u52a1\u62c6\u5206\u6210\u65e0\u6570\u4e2a\u8282\u70b9，\u518d\u901a\u8fc7\u201c\u8d1f\u8f7d\u5747\u8861\u201d\u628a\u7528\u6237\u8bf7\u6c42\u5747\u5300\u5206\u914d\u5230\u5404\u4e2a\u8282\u70b9\u2014\u2014\u8fd9\u5c31\u50cf\u5927\u578b\u5546\u573a\u7684\u591a\u4e2a\u6536\u94f6\u53f0，\u80fd\u540c\u65f6\u63a5\u5f85\u591a\u4e2a\u987e\u5ba2，\u4e0d\u4f1a\u8ba9\u6240\u6709\u4eba\u90fd\u6324\u5728\u4e00\u4e2a\u7a97\u53e3\u524d\u3002\u800c\u8d1f\u8f7d\u5747\u8861\u5668，\u5c31\u662f\u8fd9\u4e2a\u201c\u8c03\u5ea6\u4e2d\u67a2\u201d，\u8d1f\u8d23\u6839\u636e\u670d\u52a1\u5668\u7684\u5b9e\u65f6\u72b6\u6001\u5206\u914d\u8bf7\u6c42\u3002<\/p>\n

1. \u6838\u5fc3\u539f\u7406：\u8d1f\u8f7d\u5747\u8861\u7684\u7b97\u6cd5\u9009\u62e9<\/h5>\n

\u8d1f\u8f7d\u5747\u8861\u7684\u6838\u5fc3\u662f\u201c\u7b97\u6cd5\u201d，\u4e0d\u540c\u7b97\u6cd5\u9002\u7528\u4e8e\u4e0d\u540c\u573a\u666f\u3002\u7ed3\u5408\u5fae\u4fe1\u7684\u7fa4\u804a\u573a\u666f，\u5e38\u7528\u7684\u8d1f\u8f7d\u5747\u8861\u7b97\u6cd5\u67096\u79cd，\u5404\u81ea\u7684\u539f\u7406\u3001\u4f18\u7f3a\u70b9\u548c\u9002\u7528\u573a\u666f\u5dee\u5f02\u5f88\u5927，\u5177\u4f53\u5bf9\u6bd4\u5982\u4e0b：<\/p>\n\n\u7b97\u6cd5\u7c7b\u578b\u6838\u5fc3\u539f\u7406\u4f18\u70b9\u7f3a\u70b9\u5fae\u4fe1\u7fa4\u804a\u573a\u666f\u9002\u914d\u5ea6<\/tr>\n\n\n\n\n\n\n\n\n
\u8f6e\u8be2\u7b97\u6cd5<\/td>\n\u6309\u987a\u5e8f\u5c06\u8bf7\u6c42\u4f9d\u6b21\u5206\u914d\u7ed9\u540e\u7aef\u670d\u52a1\u5668，\u5faa\u73af\u5f80\u590d<\/td>\n\u5b9e\u73b0\u7b80\u5355，\u65e0\u9700\u989d\u5916\u8ba1\u7b97；\u516c\u5e73\u5206\u914d\u8bf7\u6c42<\/td>\n\u65e0\u6cd5\u611f\u77e5\u670d\u52a1\u5668\u8d1f\u8f7d\u5dee\u5f02，\u53ef\u80fd\u5bfc\u81f4\u6027\u80fd\u5dee\u7684\u670d\u52a1\u5668\u8fc7\u8f7d<\/td>\n\u4f4e（\u7fa4\u804a\u8bf7\u6c42\u91cf\u6ce2\u52a8\u5927，\u670d\u52a1\u5668\u8d1f\u8f7d\u5dee\u5f02\u660e\u663e）<\/td>\n<\/tr>\n
\u52a0\u6743\u8f6e\u8be2<\/td>\n\u5728\u8f6e\u8be2\u57fa\u7840\u4e0a，\u4e3a\u6bcf\u53f0\u670d\u52a1\u5668\u5206\u914d\u6743\u91cd，\u6743\u91cd\u9ad8\u7684\u670d\u52a1\u5668\u83b7\u5f97\u66f4\u591a\u8bf7\u6c42<\/td>\n\u53ef\u6839\u636e\u670d\u52a1\u5668\u6027\u80fd\u5dee\u5f02\u7075\u6d3b\u5206\u914d\u6d41\u91cf；\u652f\u6301\u624b\u52a8\u914d\u7f6e\u6743\u91cd<\/td>\n\u6743\u91cd\u9700\u9884\u5148\u9759\u6001\u914d\u7f6e，\u65e0\u6cd5\u52a8\u6001\u9002\u5e94\u8d1f\u8f7d\u53d8\u5316<\/td>\n\u4e2d（\u9002\u5408\u9759\u6001\u90e8\u7f72\u573a\u666f，\u4e0d\u9002\u5408\u7a81\u53d1\u6d41\u91cf）<\/td>\n<\/tr>\n
\u968f\u673a\u7b97\u6cd5<\/td>\n\u5b8c\u5168\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u670d\u52a1\u5668\u5904\u7406\u8bf7\u6c42<\/td>\n\u5b9e\u73b0\u7b80\u5355，\u9002\u5408\u5feb\u901f\u90e8\u7f72；\u5927\u91cf\u8bf7\u6c42\u4e0b\u63a5\u8fd1\u5747\u5300\u5206\u5e03<\/td>\n\u65e0\u6cd5\u4fdd\u8bc1\u6d41\u91cf\u5206\u914d\u7cbe\u51c6\u6027，\u53ef\u80fd\u77ed\u65f6\u95f4\u96c6\u4e2d\u8bbf\u95ee\u67d0\u53f0\u670d\u52a1\u5668<\/td>\n\u4f4e（\u7fa4\u804a\u573a\u666f\u5bf9\u7a33\u5b9a\u6027\u8981\u6c42\u9ad8，\u65e0\u6cd5\u63a5\u53d7\u968f\u673a\u6ce2\u52a8）<\/td>\n<\/tr>\n
\u52a0\u6743\u968f\u673a<\/td>\n\u6839\u636e\u670d\u52a1\u5668\u6743\u91cd\u968f\u673a\u5206\u914d\u8bf7\u6c42，\u6743\u91cd\u9ad8\u7684\u670d\u52a1\u5668\u88ab\u9009\u4e2d\u6982\u7387\u66f4\u9ad8<\/td>\n\u7ed3\u5408\u968f\u673a\u6027\u548c\u6743\u91cd\u5206\u914d，\u7075\u6d3b\u6027\u8f83\u9ad8<\/td>\n\u4f9d\u8d56\u9759\u6001\u6743\u91cd\u914d\u7f6e，\u65e0\u6cd5\u5b9e\u65f6\u54cd\u5e94\u670d\u52a1\u5668\u72b6\u6001\u53d8\u5316<\/td>\n\u4e2d\u4f4e（\u4ecd\u65e0\u6cd5\u5e94\u5bf9\u7a81\u53d1\u6d41\u91cf\u5bfc\u81f4\u7684\u8d1f\u8f7d\u53d8\u5316）<\/td>\n<\/tr>\n
\u6700\u5c0f\u8fde\u63a5\u6570<\/td>\n\u4f18\u5148\u5c06\u8bf7\u6c42\u5206\u914d\u7ed9\u5f53\u524d\u8fde\u63a5\u6570\u6700\u5c11\u7684\u670d\u52a1\u5668<\/td>\n\u52a8\u6001\u611f\u77e5\u670d\u52a1\u5668\u8d1f\u8f7d，\u81ea\u52a8\u5e73\u8861\u6d41\u91cf；\u9002\u5408\u5904\u7406\u65f6\u95f4\u5dee\u5f02\u5927\u7684\u8bf7\u6c42<\/td>\n\u9700\u8981\u5b9e\u65f6\u76d1\u63a7\u670d\u52a1\u5668\u8fde\u63a5\u6570，\u589e\u52a0\u7cfb\u7edf\u5f00\u9500<\/td>\n\u9ad8（\u7fa4\u804a\u8bf7\u6c42\u5904\u7406\u65f6\u95f4\u5dee\u5f02\u5927，\u9700\u52a8\u6001\u9002\u914d\u8d1f\u8f7d）<\/td>\n<\/tr>\n
\u6700\u77ed\u54cd\u5e94\u65f6\u95f4<\/td>\n\u7efc\u5408\u670d\u52a1\u5668\u54cd\u5e94\u65f6\u95f4\u548c\u5f53\u524d\u8fde\u63a5\u6570，\u9009\u62e9\u54cd\u5e94\u6700\u5feb\u7684\u670d\u52a1\u5668<\/td>\n\u52a8\u6001\u4f18\u5316\u7528\u6237\u4f53\u9a8c，\u4f18\u5148\u5206\u914d\u9ad8\u6027\u80fd\u8282\u70b9；\u517c\u987e\u5ef6\u8fdf\u548c\u8d1f\u8f7d<\/td>\n\u9700\u6301\u7eed\u91c7\u96c6\u54cd\u5e94\u65f6\u95f4\u6570\u636e，\u8ba1\u7b97\u590d\u6742\u5ea6\u9ad8；\u53d7\u7f51\u7edc\u6296\u52a8\u5f71\u54cd\u5927<\/td>\n\u9ad8（\u7fa4\u804a\u573a\u666f\u5bf9\u5ef6\u8fdf\u654f\u611f，\u9002\u5408\u6838\u5fc3\u533a\u57df\u90e8\u7f72）<\/td>\n<\/tr>\n
\u7ed3\u5408\u8fd9\u6b21\u5fae\u4fe1\u6296\u52a8\u4e8b\u4ef6\u6765\u770b，\u5fae\u4fe1\u7684\u7fa4\u804a\u573a\u666f\u5927\u6982\u7387\u91c7\u7528\u4e86\u201c\u6700\u5c0f\u8fde\u63a5\u6570+\u6700\u77ed\u54cd\u5e94\u65f6\u95f4\u201d\u7684\u6df7\u5408\u7b97\u6cd5\u2014\u2014\u6838\u5fc3\u533a\u57df\u7528\u6700\u77ed\u54cd\u5e94\u65f6\u95f4\u4fdd\u8bc1\u4f4e\u5ef6\u8fdf，\u8fb9\u7f18\u533a\u57df\u7528\u6700\u5c0f\u8fde\u63a5\u6570\u5e73\u8861\u8d1f\u8f7d\u3002\u800c\u8fd9\u6b21\u6545\u969c\u7684\u76f4\u63a5\u539f\u56e0，\u5f88\u53ef\u80fd\u662f\u67d0\u4e00\u533a\u57df\u7684\u8d1f\u8f7d\u5747\u8861\u8282\u70b9\u51fa\u73b0\u5f02\u5e38，\u5bfc\u81f4\u6df7\u5408\u7b97\u6cd5\u5931\u6548，\u8bf7\u6c42\u65e0\u6cd5\u88ab\u5747\u5300\u5206\u914d，\u8fdb\u800c\u5f15\u53d1\u90e8\u5206\u5e94\u7528\u670d\u52a1\u5668\u8fc7\u8f7d\u3002<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
2. \u4ee3\u7801\u5b9e\u73b0：\u6700\u5c0f\u8fde\u63a5\u6570\u8d1f\u8f7d\u5747\u8861\u6838\u5fc3\u903b\u8f91<\/h5>\n

\u4e3a\u4e86\u8ba9\u5927\u5bb6\u66f4\u76f4\u89c2\u5730\u7406\u89e3\u8d1f\u8f7d\u5747\u8861\u7684\u5de5\u4f5c\u539f\u7406，\u8fd9\u91cc\u7ed9\u51fa\u5fae\u4fe1\u7fa4\u804a\u573a\u666f\u4e2d\u201c\u6700\u5c0f\u8fde\u63a5\u6570\u7b97\u6cd5\u201d\u7684\u7b80\u5316\u4f2a\u4ee3\u7801\u5b9e\u73b0\u3002\u5b9e\u9645\u5fae\u4fe1\u67b6\u6784\u4e2d\u4f1a\u5f15\u5165\u66f4\u591a\u4f18\u5316（\u5982\u5065\u5eb7\u68c0\u67e5\u3001\u52a8\u6001\u6743\u91cd\u8c03\u6574），\u4f46\u6838\u5fc3\u903b\u8f91\u4e00\u81f4：<\/p>\n

class<\/span> WeChatGroupChatLoadBalancer<\/span>:<\/span>
\n def<\/span> __init__<\/span>(<\/span>self)<\/span>:<\/span>
\n # \u521d\u59cb\u5316\u670d\u52a1\u8282\u70b9\u5217\u8868：\u5305\u542b\u8282\u70b9ID\u3001\u5f53\u524d\u8fde\u63a5\u6570\u3001\u5065\u5eb7\u72b6\u6001\u3001\u54cd\u5e94\u65f6\u95f4（\u5355\u4f4d：ms）<\/span>
\n self.<\/span>service_nodes =<\/span> [<\/span>
\n {<\/span>"node_id"<\/span>:<\/span> "group-node-001"<\/span>,<\/span> "conn_count"<\/span>:<\/span> 35<\/span>,<\/span> "healthy"<\/span>:<\/span> True<\/span>,<\/span> "response_time"<\/span>:<\/span> 12<\/span>}<\/span>,<\/span>
\n {<\/span>"node_id"<\/span>:<\/span> "group-node-002"<\/span>,<\/span> "conn_count"<\/span>:<\/span> 28<\/span>,<\/span> "healthy"<\/span>:<\/span> True<\/span>,<\/span> "response_time"<\/span>:<\/span> 10<\/span>}<\/span>,<\/span>
\n {<\/span>"node_id"<\/span>:<\/span> "group-node-003"<\/span>,<\/span> "conn_count"<\/span>:<\/span> 42<\/span>,<\/span> "healthy"<\/span>:<\/span> True<\/span>,<\/span> "response_time"<\/span>:<\/span> 15<\/span>}<\/span>,<\/span>
\n {<\/span>"node_id"<\/span>:<\/span> "group-node-004"<\/span>,<\/span> "conn_count"<\/span>:<\/span> 18<\/span>,<\/span> "healthy"<\/span>:<\/span> False<\/span>,<\/span> "response_time"<\/span>:<\/span> 0<\/span>}<\/span> # \u6545\u969c\u8282\u70b9<\/span>
\n ]<\/span><\/p>\n

def<\/span> filter_healthy_nodes<\/span>(<\/span>self)<\/span>:<\/span>
\n """\u8fc7\u6ee4\u51fa\u5065\u5eb7\u7684\u670d\u52a1\u8282\u70b9：\u6392\u9664\u6545\u969c\u8282\u70b9\u548c\u8fde\u63a5\u6570\u8d85\u9608\u503c（80）\u7684\u8282\u70b9"""<\/span>
\n return<\/span> [<\/span>node for<\/span> node in<\/span> self.<\/span>service_nodes if<\/span> node[<\/span>"healthy"<\/span>]<\/span> and<\/span> node[<\/span>"conn_count"<\/span>]<\/span> <<\/span> 80<\/span>]<\/span><\/p>\n

def<\/span> least_connection_distribute<\/span>(<\/span>self,<\/span> request)<\/span>:<\/span>
\n """\u6700\u5c0f\u8fde\u63a5\u6570\u7b97\u6cd5：\u5c06\u8bf7\u6c42\u5206\u914d\u7ed9\u5f53\u524d\u8fde\u63a5\u6570\u6700\u5c11\u7684\u5065\u5eb7\u8282\u70b9"""<\/span>
\n healthy_nodes =<\/span> self.<\/span>filter_healthy_nodes(<\/span>)<\/span>
\n if<\/span> not<\/span> healthy_nodes:<\/span>
\n raise<\/span> Exception(<\/span>"\u5f53\u524d\u65e0\u53ef\u7528\u670d\u52a1\u8282\u70b9，\u89e6\u53d1\u7194\u65ad\u673a\u5236"<\/span>)<\/span><\/p>\n

# 1. \u5148\u6309\u8fde\u63a5\u6570\u5347\u5e8f\u6392\u5e8f<\/span>
\n healthy_nodes_sorted =<\/span> sorted<\/span>(<\/span>healthy_nodes,<\/span> key=<\/span>lambda<\/span> x:<\/span> x[<\/span>"conn_count"<\/span>]<\/span>)<\/span>
\n # 2. \u82e5\u8fde\u63a5\u6570\u76f8\u540c，\u9009\u62e9\u54cd\u5e94\u65f6\u95f4\u66f4\u77ed\u7684\u8282\u70b9<\/span>
\n min_conn =<\/span> healthy_nodes_sorted[<\/span>0<\/span>]<\/span>[<\/span>"conn_count"<\/span>]<\/span>
\n candidates =<\/span> [<\/span>node for<\/span> node in<\/span> healthy_nodes_sorted if<\/span> node[<\/span>"conn_count"<\/span>]<\/span> ==<\/span> min_conn]<\/span>
\n target_node =<\/span> min<\/span>(<\/span>candidates,<\/span> key=<\/span>lambda<\/span> x:<\/span> x[<\/span>"response_time"<\/span>]<\/span>)<\/span><\/p>\n

# 3. \u66f4\u65b0\u76ee\u6807\u8282\u70b9\u7684\u8fde\u63a5\u6570（\u6a21\u62df\u63a5\u6536\u8bf7\u6c42）<\/span>
\n target_node[<\/span>"conn_count"<\/span>]<\/span> +=<\/span> 1<\/span>
\n print<\/span>(<\/span>f"\u7fa4\u804a\u8bf7\u6c42<\/span>{<\/span>request[<\/span>'id'<\/span>]<\/span>}<\/span><\/span>\u5df2\u5206\u914d\u81f3\u8282\u70b9<\/span>{<\/span>target_node[<\/span>'node_id'<\/span>]<\/span>}<\/span><\/span>，\u5f53\u524d\u8fde\u63a5\u6570<\/span>{<\/span>target_node[<\/span>'conn_count'<\/span>]<\/span>}<\/span><\/span>，\u54cd\u5e94\u65f6\u95f4<\/span>{<\/span>target_node[<\/span>'response_time'<\/span>]<\/span>}<\/span><\/span>ms"<\/span><\/span>)<\/span>
\n return<\/span> target_node[<\/span>"node_id"<\/span>]<\/span><\/p>\n

def<\/span> realtime_monitor_and_recover<\/span>(<\/span>self)<\/span>:<\/span>
\n """\u5b9e\u65f6\u76d1\u63a7\u8282\u70b9\u72b6\u6001，\u6a21\u62df\u6545\u969c\u81ea\u6108\u903b\u8f91"""<\/span>
\n for<\/span> node in<\/span> self.<\/span>service_nodes:<\/span>
\n # \u6a21\u62df\u8282\u70b9\u5904\u7406\u5b8c\u8bf7\u6c42\u540e，\u8fde\u63a5\u6570\u51cf\u5c11<\/span>
\n if<\/span> node[<\/span>"conn_count"<\/span>]<\/span> ><\/span> 0<\/span>:<\/span>
\n node[<\/span>"conn_count"<\/span>]<\/span> -=<\/span> 1<\/span><\/p>\n

# \u6a21\u62df\u6545\u969c\u8282\u70b9\u6062\u590d\u5065\u5eb7（\u5b9e\u9645\u573a\u666f\u4e2d\u901a\u8fc7\u5fc3\u8df3\u68c0\u6d4b\u5b9e\u73b0）<\/span>
\n if<\/span> node[<\/span>"node_id"<\/span>]<\/span> ==<\/span> "group-node-004"<\/span> and<\/span> node[<\/span>"conn_count"<\/span>]<\/span> ==<\/span> 0<\/span>:<\/span>
\n node[<\/span>"healthy"<\/span>]<\/span> =<\/span> True<\/span>
\n node[<\/span>"response_time"<\/span>]<\/span> =<\/span> 11<\/span>
\n print<\/span>(<\/span>f"\u6545\u969c\u8282\u70b9<\/span>{<\/span>node[<\/span>'node_id'<\/span>]<\/span>}<\/span><\/span>\u5df2\u6062\u590d\u5065\u5eb7"<\/span><\/span>)<\/span><\/p>\n

# \u82e5\u8282\u70b9\u8fde\u63a5\u6570\u6301\u7eed\u8d85\u8fc7\u9608\u503c，\u6807\u8bb0\u4e3a\u4e0d\u5065\u5eb7<\/span>
\n if<\/span> node[<\/span>"conn_count"<\/span>]<\/span> >=<\/span> 80<\/span>:<\/span>
\n node[<\/span>"healthy"<\/span>]<\/span> =<\/span> False<\/span>
\n print<\/span>(<\/span>f"\u8282\u70b9<\/span>{<\/span>node[<\/span>'node_id'<\/span>]<\/span>}<\/span><\/span>\u8fde\u63a5\u6570\u8fc7\u8f7d，\u6807\u8bb0\u4e3a\u4e0d\u5065\u5eb7"<\/span><\/span>)<\/span><\/p>\n

# \u6a21\u62df15\u6761\u7fa4\u804a\u8bf7\u6c42\u5206\u53d1（\u6a21\u62df\u7a81\u53d1\u6d41\u91cf\u573a\u666f）<\/span>
\nload_balancer =<\/span> WeChatGroupChatLoadBalancer(<\/span>)<\/span>
\ngroup_chat_requests =<\/span> [<\/span>{<\/span>"id"<\/span>:<\/span> f"group-req-<\/span>{<\/span>i}<\/span><\/span>"<\/span><\/span>}<\/span> for<\/span> i in<\/span> range<\/span>(<\/span>15<\/span>)<\/span>]<\/span>
\nfor<\/span> req in<\/span> group_chat_requests:<\/span>
\n try<\/span>:<\/span>
\n load_balancer.<\/span>least_connection_distribute(<\/span>req)<\/span>
\n # \u6bcf\u5206\u53d13\u6761\u8bf7\u6c42，\u6267\u884c\u4e00\u6b21\u5b9e\u65f6\u76d1\u63a7\u4e0e\u81ea\u6108<\/span>
\n if<\/span> (<\/span>group_chat_requests.<\/span>index(<\/span>req)<\/span> +<\/span> 1<\/span>)<\/span> %<\/span> 3<\/span> ==<\/span> 0<\/span>:<\/span>
\n load_balancer.<\/span>realtime_monitor_and_recover(<\/span>)<\/span>
\n except<\/span> Exception as<\/span> e:<\/span>
\n print<\/span>(<\/span>f"\u8bf7\u6c42<\/span>{<\/span>req[<\/span>'id'<\/span>]<\/span>}<\/span><\/span>\u5904\u7406\u5931\u8d25：<\/span>{<\/span>e}<\/span><\/span>"<\/span><\/span>)<\/span>
\n # \u89e6\u53d1\u7194\u65ad\u964d\u7ea7：\u8fd4\u56de\u53cb\u597d\u63d0\u793a，\u4e0d\u7ee7\u7eed\u5c1d\u8bd5\u5206\u914d<\/span>
\n print<\/span>(<\/span>f"\u89e6\u53d1\u7194\u65ad\u964d\u7ea7，\u5411\u7528\u6237\u8fd4\u56de'\u670d\u52a1\u6682\u65f6\u7e41\u5fd9，\u8bf7\u7a0d\u540e\u91cd\u8bd5'"<\/span><\/span>)<\/span><\/p>\n

\u8fd9\u6bb5\u4f2a\u4ee3\u7801\u5b8c\u6574\u8fd8\u539f\u4e86\u201c\u6700\u5c0f\u8fde\u63a5\u6570+\u5065\u5eb7\u68c0\u67e5+\u6545\u969c\u81ea\u6108+\u7194\u65ad\u964d\u7ea7\u201d\u7684\u6838\u5fc3\u903b\u8f91：\u9996\u5148\u8fc7\u6ee4\u5065\u5eb7\u8282\u70b9，\u518d\u6309\u8fde\u63a5\u6570\u548c\u54cd\u5e94\u65f6\u95f4\u9009\u62e9\u6700\u4f18\u8282\u70b9\u5206\u914d\u8bf7\u6c42；\u540c\u65f6\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7\u6a21\u62df\u8282\u70b9\u8d1f\u8f7d\u53d8\u5316\u548c\u6545\u969c\u6062\u590d，\u5f53\u65e0\u5065\u5eb7\u8282\u70b9\u65f6\u89e6\u53d1\u7194\u65ad\u964d\u7ea7\u3002\u5b9e\u9645\u5fae\u4fe1\u67b6\u6784\u4e2d，\u8fd8\u4f1a\u5728\u6b64\u57fa\u7840\u4e0a\u589e\u52a0\u201c\u52a8\u6001\u6269\u5bb9\u201d（\u6d41\u91cf\u5cf0\u503c\u65f6\u81ea\u52a8\u65b0\u589e\u8282\u70b9）\u3001\u201c\u5c31\u8fd1\u63a5\u5165\u201d（\u8ba9\u5317\u4eac\u7528\u6237\u8fde\u63a5\u5317\u4eac\u8282\u70b9，\u964d\u4f4e\u5ef6\u8fdf）\u7b49\u4f18\u5316，\u4f46\u6838\u5fc3\u903b\u8f91\u4e0e\u8fd9\u6bb5\u4ee3\u7801\u4e00\u81f4\u3002<\/p>\n

\u652f\u67f1\u4e8c：\u591a\u7ea7\u7f13\u5b58\u4f53\u7cfb\u2014\u2014\u9ad8\u5e76\u53d1\u7684\u201c\u6027\u80fd\u52a0\u901f\u5f15\u64ce\u201d<\/h4>\n

\u5982\u679c\u8bf4\u5206\u5e03\u5f0f\u96c6\u7fa4\u662f\u201c\u9aa8\u67b6\u201d，\u90a3\u7f13\u5b58\u4f53\u7cfb\u5c31\u662f\u201c\u6027\u80fd\u52a0\u901f\u5f15\u64ce\u201d\u3002\u8d85\u7ea7\u5e94\u7528\u7684\u9ad8\u5e76\u53d1\u8bf7\u6c42\u4e2d，80%\u90fd\u662f\u9ad8\u9891\u91cd\u590d\u8bf7\u6c42（\u6bd4\u5982\u67e5\u770b\u6700\u8fd1\u7684\u7fa4\u804a\u6d88\u606f\u3001\u83b7\u53d6\u7fa4\u6210\u5458\u4fe1\u606f），\u5982\u679c\u6bcf\u4e00\u6b21\u8bf7\u6c42\u90fd\u53bb\u8bbf\u95ee\u6570\u636e\u5e93，\u54ea\u6015\u662f\u5206\u5e03\u5f0f\u6570\u636e\u5e93，\u4e5f\u4f1a\u77ac\u95f4\u88ab\u538b\u57ae\u3002\u6240\u4ee5\u5fc5\u987b\u7528\u7f13\u5b58\u628a\u9ad8\u9891\u6570\u636e\u5b58\u8d77\u6765，\u8ba9\u8bf7\u6c42\u201c\u5148\u67e5\u7f13\u5b58，\u518d\u67e5\u6570\u636e\u5e93\u201d，\u5927\u5927\u51cf\u5c11\u6570\u636e\u5e93\u538b\u529b\u3002<\/p>\n

\u5fae\u4fe1\u7684\u7fa4\u804a\u573a\u666f\u91c7\u7528\u4e86\u201c\u4e09\u7ea7\u7f13\u5b58\u4f53\u7cfb\u201d，\u4ece\u5feb\u5230\u6162\u4f9d\u6b21\u662f：\u672c\u5730\u7f13\u5b58（\u5e94\u7528\u670d\u52a1\u5668\u5185\u5b58）\u3001\u5206\u5e03\u5f0f\u7f13\u5b58（Redis\u96c6\u7fa4）\u3001\u6570\u636e\u5e93\u7f13\u5b58\u3002\u5177\u4f53\u903b\u8f91\u662f：\u7528\u6237\u53d1\u9001\u7fa4\u6d88\u606f\u65f6，\u5148\u5199\u5165\u672c\u5730\u7f13\u5b58\u548c\u5206\u5e03\u5f0f\u7f13\u5b58，\u518d\u5f02\u6b65\u540c\u6b65\u5230\u6570\u636e\u5e93；\u7528\u6237\u67e5\u770b\u7fa4\u6d88\u606f\u65f6，\u5148\u4ece\u672c\u5730\u7f13\u5b58\u83b7\u53d6（\u6700\u5feb，\u5fae\u79d2\u7ea7），\u672c\u5730\u6ca1\u6709\u5c31\u67e5\u5206\u5e03\u5f0f\u7f13\u5b58（\u8f83\u5feb，\u6beb\u79d2\u7ea7），\u6700\u540e\u624d\u4f1a\u67e5\u6570\u636e\u5e93（\u6700\u6162，\u5341\u6beb\u79d2\u7ea7）\u3002\u8fd9\u6837\u4e00\u6765，\u7edd\u5927\u591a\u6570\u9ad8\u9891\u8bf7\u6c42\u90fd\u80fd\u5728\u7f13\u5b58\u5c42\u89e3\u51b3，\u6570\u636e\u5e93\u53ea\u9700\u8981\u5904\u7406\u4f4e\u9891\u7684\u5386\u53f2\u6d88\u606f\u67e5\u8be2\u3001\u6570\u636e\u6301\u4e45\u5316\u7b49\u8bf7\u6c42\u3002<\/p>\n

\u8fd9\u6b21\u5fae\u4fe1\u6296\u52a8，\u4e5f\u6709\u5f88\u5927\u53ef\u80fd\u662f\u201c\u5206\u5e03\u5f0f\u7f13\u5b58\u96c6\u7fa4\u201d\u51fa\u73b0\u4e86\u540c\u6b65\u5f02\u5e38\u2014\u2014\u6bd4\u5982\u67d0\u4e00\u533a\u57df\u7684\u7f13\u5b58\u8282\u70b9\u6545\u969c，\u5bfc\u81f4\u7fa4\u804a\u6d88\u606f\u65e0\u6cd5\u53ca\u65f6\u540c\u6b65\u5230\u5176\u4ed6\u8282\u70b9，\u8fdb\u800c\u51fa\u73b0\u201c\u81ea\u5df1\u53d1\u7684\u6d88\u606f\u81ea\u5df1\u80fd\u770b\u5230，\u522b\u4eba\u770b\u4e0d\u5230\u201d\u7684\u591a\u7aef\u4e0d\u540c\u6b65\u95ee\u9898\u3002\u4e0b\u9762\u7684\u8868\u683c\u6e05\u6670\u5bf9\u6bd4\u4e86\u4e09\u7ea7\u7f13\u5b58\u7684\u7279\u70b9\u3001\u9002\u7528\u573a\u666f\u548c\u5c40\u9650\u6027，\u5e2e\u5927\u5bb6\u7406\u89e3\u7f13\u5b58\u4f53\u7cfb\u7684\u8bbe\u8ba1\u903b\u8f91：<\/p>\n\n\u7f13\u5b58\u5c42\u7ea7\u5b58\u50a8\u4ecb\u8d28\u8bbf\u95ee\u901f\u5ea6\u9002\u7528\u573a\u666f\u6838\u5fc3\u5c40\u9650\u6027<\/tr>\n\n\n\n\n\n
\u672c\u5730\u7f13\u5b58<\/td>\n\u5e94\u7528\u670d\u52a1\u5668\u5185\u5b58（\u5982Java\u7684HashMap）<\/td>\n\u5fae\u79d2\u7ea7（\u6700\u5feb）<\/td>\n\u5355\u8282\u70b9\u9ad8\u9891\u6570\u636e（\u5982\u5f53\u524d\u8282\u70b9\u7528\u6237\u7684\u6700\u8fd1\u7fa4\u804a\u6d88\u606f）<\/td>\n\u6570\u636e\u4e0d\u5171\u4eab，\u8282\u70b9\u6545\u969c\u4f1a\u4e22\u5931\u7f13\u5b58；\u5bb9\u91cf\u6709\u9650<\/td>\n<\/tr>\n
\u5206\u5e03\u5f0f\u7f13\u5b58<\/td>\nRedis\/Memcached\u96c6\u7fa4<\/td>\n\u6beb\u79d2\u7ea7（\u8f83\u5feb）<\/td>\n\u8de8\u8282\u70b9\u5171\u4eab\u6570\u636e（\u5982\u7fa4\u804a\u6d88\u606f\u5217\u8868\u3001\u7fa4\u6210\u5458\u4fe1\u606f）<\/td>\n\u9700\u89e3\u51b3\u7f13\u5b58\u4e00\u81f4\u6027\u3001\u7f13\u5b58\u7a7f\u900f\/\u51fb\u7a7f\u95ee\u9898；\u4f9d\u8d56\u7f51\u7edc<\/td>\n<\/tr>\n
\u6570\u636e\u5e93\u7f13\u5b58<\/td>\n\u6570\u636e\u5e93\u5185\u7f6e\u7f13\u5b58（\u5982MySQL\u7f13\u51b2\u6c60）<\/td>\n\u5341\u6beb\u79d2\u7ea7（\u8f83\u6162）<\/td>\n\u4f4e\u9891\u8bbf\u95ee\u6570\u636e\u3001\u9700\u6301\u4e45\u5316\u7684\u6570\u636e（\u5982\u5386\u53f2\u7fa4\u804a\u5f52\u6863）<\/td>\n\u627f\u8f7d\u80fd\u529b\u6709\u9650，\u6613\u6210\u4e3a\u9ad8\u5e76\u53d1\u74f6\u9888<\/td>\n<\/tr>\n
\u5728\u7f13\u5b58\u4f53\u7cfb\u8bbe\u8ba1\u4e2d，\u6700\u5173\u952e\u7684\u662f\u89e3\u51b3\u201c\u7f13\u5b58\u5931\u6548\u201d\u95ee\u9898\u2014\u2014\u6bd4\u5982\u7f13\u5b58\u7a7f\u900f（\u6076\u610f\u8bf7\u6c42\u4e0d\u5b58\u5728\u7684\u7fa4\u804aID，\u5bfc\u81f4\u8bf7\u6c42\u76f4\u63a5\u7a7f\u900f\u5230\u6570\u636e\u5e93）\u3001\u7f13\u5b58\u51fb\u7a7f（\u70ed\u95e8\u7fa4\u804a\u7684\u7f13\u5b58\u8fc7\u671f，\u5927\u91cf\u8bf7\u6c42\u540c\u65f6\u6d8c\u5411\u6570\u636e\u5e93）\u3001\u7f13\u5b58\u96ea\u5d29（\u5927\u91cf\u7f13\u5b58key\u540c\u65f6\u8fc7\u671f，\u5f15\u53d1\u8bf7\u6c42\u5168\u90e8\u6253\u5411\u6570\u636e\u5e93）\u3002\u8fd9\u4e09\u79cd\u95ee\u9898\u7684\u5371\u5bb3\u548c\u89e3\u51b3\u65b9\u6848\u5404\u6709\u4e0d\u540c，\u5177\u4f53\u5bf9\u6bd4\u5982\u4e0b：<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\u95ee\u9898\u7c7b\u578b\u89e6\u53d1\u6761\u4ef6\u5f71\u54cd\u8303\u56f4\u6838\u5fc3\u89e3\u51b3\u65b9\u6848<\/tr>\n\n\n\n\n\n
\u7f13\u5b58\u7a7f\u900f<\/td>\n\u67e5\u8be2\u4e0d\u5b58\u5728\u7684\u6570\u636e<\/td>\n\u5355\u4e2a\u6216\u5c11\u91cf\u65e0\u6548\u8bf7\u6c42\u6301\u7eed\u51b2\u51fb\u6570\u636e\u5e93<\/td>\n\u5e03\u9686\u8fc7\u6ee4\u5668\u62e6\u622a+\u7f13\u5b58\u7a7a\u5bf9\u8c61（\u77edTTL）<\/td>\n<\/tr>\n
\u7f13\u5b58\u51fb\u7a7f<\/td>\n\u70ed\u70b9\u6570\u636e\u8fc7\u671f+\u9ad8\u5e76\u53d1\u8bf7\u6c42<\/td>\n\u5355\u4e2a\u70ed\u70b9\u6570\u636e\u5bf9\u5e94\u7684\u6570\u636e\u5e93\u77ac\u65f6\u538b\u529b\u98d9\u5347<\/td>\n\u4e92\u65a5\u9501\u63a7\u5236\u91cd\u5efa+\u903b\u8f91\u8fc7\u671f\u5f02\u6b65\u5237\u65b0<\/td>\n<\/tr>\n
\u7f13\u5b58\u96ea\u5d29<\/td>\n\u5927\u91cf\u7f13\u5b58key\u540c\u65f6\u5931\u6548\u6216\u7f13\u5b58\u670d\u52a1\u5b95\u673a<\/td>\n\u5168\u5c40\u6216\u5927\u8303\u56f4\u7f13\u5b58\u5931\u6548，\u6570\u636e\u5e93\u88ab\u538b\u57ae<\/td>\n\u968f\u673a\u8fc7\u671f\u65f6\u95f4+\u591a\u7ea7\u7f13\u5b58+\u7f13\u5b58\u964d\u7ea7<\/td>\n<\/tr>\n
\u4e0b\u9762\u8fd9\u6bb5\u4f2a\u4ee3\u7801，\u5b9e\u73b0\u4e86\u9488\u5bf9\u7fa4\u804a\u573a\u666f\u7684\u201c\u7f13\u5b58\u7a7f\u900f+\u51fb\u7a7f\u201d\u7efc\u5408\u9632\u62a4\u903b\u8f91，\u7ed3\u5408\u4e86\u5e03\u9686\u8fc7\u6ee4\u5668\u548c\u4e92\u65a5\u9501\u4e24\u79cd\u6838\u5fc3\u65b9\u6848：<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

import<\/span> redis
\nfrom<\/span> threading import<\/span> Lock<\/p>\n

class<\/span> GroupChatCacheManager<\/span>:<\/span>
\n def<\/span> __init__<\/span>(<\/span>self)<\/span>:<\/span>
\n # \u521d\u59cb\u5316Redis\u5ba2\u6237\u7aef（\u5206\u5e03\u5f0f\u7f13\u5b58）<\/span>
\n self.<\/span>redis_client =<\/span> redis.<\/span>Redis(<\/span>host=<\/span>'localhost'<\/span>,<\/span> port=<\/span>6379<\/span>,<\/span> db=<\/span>0<\/span>)<\/span>
\n # \u521d\u59cb\u5316\u5e03\u9686\u8fc7\u6ee4\u5668（\u62e6\u622a\u4e0d\u5b58\u5728\u7684\u7fa4\u804a\/\u6d88\u606fID）<\/span>
\n self.<\/span>bloom_filter =<\/span> BloomFilter(<\/span>capacity=<\/span>1000000<\/span>,<\/span> error_rate=<\/span>0.001<\/span>)<\/span>
\n # \u5206\u5e03\u5f0f\u9501（\u7528\u4e8e\u7f13\u5b58\u51fb\u7a7f\u9632\u62a4）<\/span>
\n self.<\/span>lock =<\/span> Lock(<\/span>)<\/span>
\n # \u672c\u5730\u7f13\u5b58（L1\u7f13\u5b58，\u51cf\u8f7bRedis\u538b\u529b）<\/span>
\n self.<\/span>local_cache =<\/span> {<\/span>}<\/span><\/p>\n

def<\/span> get_group_chat_message<\/span>(<\/span>self,<\/span> group_id,<\/span> message_id)<\/span>:<\/span>
\n # 1. \u524d\u7f6e\u6821\u9a8c：\u62e6\u622a\u65e0\u6548\u53c2\u6570<\/span>
\n if<\/span> not<\/span> self.<\/span>_is_valid_id(<\/span>group_id)<\/span> or<\/span> not<\/span> self.<\/span>_is_valid_id(<\/span>message_id)<\/span>:<\/span>
\n print<\/span>(<\/span>f"\u7fa4\u804a<\/span>{<\/span>group_id}<\/span><\/span>\u6216\u6d88\u606f<\/span>{<\/span>message_id}<\/span><\/span>\u683c\u5f0f\u65e0\u6548，\u62d2\u7edd\u5904\u7406"<\/span><\/span>)<\/span>
\n return<\/span> None<\/span><\/p>\n

# 2. \u5148\u67e5\u672c\u5730\u7f13\u5b58（L1）<\/span>
\n local_key =<\/span> f"<\/span>{<\/span>group_id}<\/span><\/span>:<\/span>{<\/span>message_id}<\/span><\/span>"<\/span><\/span>
\n if<\/span> local_key in<\/span> self.<\/span>local_cache:<\/span>
\n print<\/span>(<\/span>f"\u672c\u5730\u7f13\u5b58\u547d\u4e2d：\u7fa4\u804a<\/span>{<\/span>group_id}<\/span><\/span>\u6d88\u606f<\/span>{<\/span>message_id}<\/span><\/span>"<\/span><\/span>)<\/span>
\n return<\/span> self.<\/span>local_cache[<\/span>local_key]<\/span><\/p>\n

# 3. \u5e03\u9686\u8fc7\u6ee4\u5668\u62e6\u622a\u4e0d\u5b58\u5728\u7684key（\u7f13\u5b58\u7a7f\u900f\u9632\u62a4）<\/span>
\n bloom_key =<\/span> f"group:<\/span>{<\/span>group_id}<\/span><\/span>:msg:<\/span>{<\/span>message_id}<\/span><\/span>"<\/span><\/span>
\n if<\/span> not<\/span> self.<\/span>bloom_filter.<\/span>might_contain(<\/span>bloom_key)<\/span>:<\/span>
\n print<\/span>(<\/span>f"\u5e03\u9686\u8fc7\u6ee4\u5668\u62e6\u622a：\u7fa4\u804a<\/span>{<\/span>group_id}<\/span><\/span>\u6d88\u606f<\/span>{<\/span>message_id}<\/span><\/span>\u4e0d\u5b58\u5728"<\/span><\/span>)<\/span>
\n # \u7f13\u5b58\u7a7a\u5bf9\u8c61，\u8bbe\u7f6e3\u5206\u949f\u8fc7\u671f<\/span>
\n self.<\/span>redis_client.<\/span>setex(<\/span>bloom_key,<\/span> 180<\/span>,<\/span> "NULL"<\/span>)<\/span>
\n return<\/span> None<\/span><\/p>\n

# 4. \u67e5\u5206\u5e03\u5f0f\u7f13\u5b58（L2）<\/span>
\n redis_key =<\/span> f"group_chat:<\/span>{<\/span>group_id}<\/span><\/span>:<\/span>{<\/span>message_id}<\/span><\/span>"<\/span><\/span>
\n message =<\/span> self.<\/span>redis_client.<\/span>get(<\/span>redis_key)<\/span>
\n if<\/span> message:<\/span>
\n # \u56de\u5199\u672c\u5730\u7f13\u5b58，\u8bbe\u7f6e5\u5206\u949f\u8fc7\u671f<\/span>
\n self.<\/span>local_cache[<\/span>local_key]<\/span> =<\/span> message.<\/span>decode(<\/span>)<\/span>
\n print<\/span>(<\/span>f"\u5206\u5e03\u5f0f\u7f13\u5b58\u547d\u4e2d：\u7fa4\u804a<\/span>{<\/span>group_id}<\/span><\/span>\u6d88\u606f<\/span>{<\/span>message_id}<\/span><\/span>"<\/span><\/span>)<\/span>
\n return<\/span> self.<\/span>local_cache[<\/span>local_key]<\/span><\/p>\n

# 5. \u7f13\u5b58\u672a\u547d\u4e2d，\u4e92\u65a5\u9501\u63a7\u5236\u5355\u7ebf\u7a0b\u56de\u6e90（\u7f13\u5b58\u51fb\u7a7f\u9632\u62a4）<\/span>
\n with<\/span> self.<\/span>lock:<\/span>
\n # \u53cc\u91cd\u68c0\u67e5：\u9632\u6b62\u5176\u4ed6\u7ebf\u7a0b\u5df2\u91cd\u5efa\u7f13\u5b58<\/span>
\n message =<\/span> self.<\/span>redis_client.<\/span>get(<\/span>redis_key)<\/span>
\n if<\/span> message:<\/span>
\n self.<\/span>local_cache[<\/span>local_key]<\/span> =<\/span> message.<\/span>decode(<\/span>)<\/span>
\n return<\/span> self.<\/span>local_cache[<\/span>local_key]<\/span><\/p>\n

# 6. \u8bbf\u95ee\u6570\u636e\u5e93\u83b7\u53d6\u6570\u636e<\/span>
\n message =<\/span> self.<\/span>_query_db(<\/span>group_id,<\/span> message_id)<\/span>
\n if<\/span> message:<\/span>
\n # \u5199\u5165\u5206\u5e03\u5f0f\u7f13\u5b58，\u8bbe\u7f6e1\u5c0f\u65f6\u8fc7\u671f<\/span>
\n self.<\/span>redis_client.<\/span>setex(<\/span>redis_key,<\/span> 3600<\/span>,<\/span> message)<\/span>
\n # \u5199\u5165\u672c\u5730\u7f13\u5b58<\/span>
\n self.<\/span>local_cache[<\/span>local_key]<\/span> =<\/span> message
\n # \u5199\u5165\u5e03\u9686\u8fc7\u6ee4\u5668<\/span>
\n self.<\/span>bloom_filter.<\/span>add(<\/span>bloom_key)<\/span>
\n else<\/span>:<\/span>
\n # \u6570\u636e\u5e93\u65e0\u6570\u636e，\u7f13\u5b58\u7a7a\u5bf9\u8c61<\/span>
\n self.<\/span>redis_client.<\/span>setex(<\/span>redis_key,<\/span> 180<\/span>,<\/span> "NULL"<\/span>)<\/span>
\n self.<\/span>bloom_filter.<\/span>add(<\/span>bloom_key)<\/span>
\n return<\/span> message<\/p>\n

def<\/span> _is_valid_id<\/span>(<\/span>self,<\/span> id_str)<\/span>:<\/span>
\n """\u6821\u9a8cID\u5408\u6cd5\u6027，\u62e6\u622a\u8d1f\u6570\u3001\u8d85\u957f\u7b49\u5f02\u5e38ID"""<\/span>
\n if<\/span> not<\/span> id_str or<\/span> len<\/span>(<\/span>id_str)<\/span> ><\/span> 20<\/span> or<\/span> id_str.<\/span>startswith(<\/span>"-"<\/span>)<\/span>:<\/span>
\n return<\/span> False<\/span>
\n return<\/span> True<\/span><\/p>\n

def<\/span> _query_db<\/span>(<\/span>self,<\/span> group_id,<\/span> message_id)<\/span>:<\/span>
\n """\u6a21\u62df\u67e5\u8be2\u6570\u636e\u5e93"""<\/span>
\n # \u5b9e\u9645\u573a\u666f\u4e2d\u4e3a\u6570\u636e\u5e93\u67e5\u8be2\u903b\u8f91<\/span>
\n print<\/span>(<\/span>f"\u67e5\u8be2\u6570\u636e\u5e93：\u7fa4\u804a<\/span>{<\/span>group_id}<\/span><\/span>\u6d88\u606f<\/span>{<\/span>message_id}<\/span><\/span>"<\/span><\/span>)<\/span>
\n # \u6a21\u62df\u5b58\u5728\u7684\u6d88\u606f\u6570\u636e<\/span>
\n if<\/span> group_id in<\/span> [<\/span>"group_001"<\/span>,<\/span> "group_002"<\/span>]<\/span> and<\/span> message_id.<\/span>isdigit(<\/span>)<\/span>:<\/span>
\n return<\/span> f"\u7fa4\u804a<\/span>{<\/span>group_id}<\/span><\/span>\u6d88\u606f<\/span>{<\/span>message_id}<\/span><\/span>：Hello World"<\/span><\/span>
\n return<\/span> None<\/span><\/p>\n

# \u5e03\u9686\u8fc7\u6ee4\u5668\u7b80\u5316\u5b9e\u73b0<\/span>
\nclass<\/span> BloomFilter<\/span>:<\/span>
\n def<\/span> __init__<\/span>(<\/span>self,<\/span> capacity,<\/span> error_rate)<\/span>:<\/span>
\n self.<\/span>capacity =<\/span> capacity
\n self.<\/span>error_rate =<\/span> error_rate
\n self.<\/span>bit_array =<\/span> [<\/span>False<\/span>]<\/span> *<\/span> self.<\/span>_calculate_bit_size(<\/span>)<\/span>
\n self.<\/span>hash_count =<\/span> self.<\/span>_calculate_hash_count(<\/span>)<\/span><\/p>\n

def<\/span> _calculate_bit_size<\/span>(<\/span>self)<\/span>:<\/span>
\n """\u8ba1\u7b97\u4f4d\u6570\u7ec4\u5927\u5c0f"""<\/span>
\n return<\/span> int<\/span>(<\/span>–<\/span>self.<\/span>capacity *<\/span> math.<\/span>log(<\/span>self.<\/span>error_rate)<\/span> \/<\/span> (<\/span>math.<\/span>log(<\/span>2<\/span>)<\/span> **<\/span> 2<\/span>)<\/span>)<\/span><\/p>\n

def<\/span> _calculate_hash_count<\/span>(<\/span>self)<\/span>:<\/span>
\n """\u8ba1\u7b97\u54c8\u5e0c\u51fd\u6570\u4e2a\u6570"""<\/span>
\n return<\/span> int<\/span>(<\/span>self.<\/span>bit_array.<\/span>__len__(<\/span>)<\/span> *<\/span> math.<\/span>log(<\/span>2<\/span>)<\/span> \/<\/span> self.<\/span>capacity)<\/span><\/p>\n

def<\/span> add<\/span>(<\/span>self,<\/span> key)<\/span>:<\/span>
\n """\u6dfb\u52a0\u5143\u7d20\u5230\u5e03\u9686\u8fc7\u6ee4\u5668"""<\/span>
\n for<\/span> seed in<\/span> range<\/span>(<\/span>self.<\/span>hash_count)<\/span>:<\/span>
\n idx =<\/span> self.<\/span>_hash(<\/span>key,<\/span> seed)<\/span>
\n self.<\/span>bit_array[<\/span>idx]<\/span> =<\/span> True<\/span><\/p>\n

def<\/span> might_contain<\/span>(<\/span>self,<\/span> key)<\/span>:<\/span>
\n """\u5224\u65ad\u5143\u7d20\u662f\u5426\u53ef\u80fd\u5b58\u5728"""<\/span>
\n for<\/span> seed in<\/span> range<\/span>(<\/span>self.<\/span>hash_count)<\/span>:<\/span>
\n idx =<\/span> self.<\/span>_hash(<\/span>key,<\/span> seed)<\/span>
\n if<\/span> not<\/span> self.<\/span>bit_array[<\/span>idx]<\/span>:<\/span>
\n return<\/span> False<\/span>
\n return<\/span> True<\/span><\/p>\n

def<\/span> _hash<\/span>(<\/span>self,<\/span> key,<\/span> seed)<\/span>:<\/span>
\n """\u81ea\u5b9a\u4e49\u54c8\u5e0c\u51fd\u6570"""<\/span>
\n result =<\/span> 0<\/span>
\n for<\/span> char in<\/span> key:<\/span>
\n result =<\/span> seed *<\/span> result +<\/span> ord<\/span>(<\/span>char)<\/span>
\n return<\/span> result %<\/span> self.<\/span>bit_array.<\/span>__len__(<\/span>)<\/span><\/p>\n

\u8fd9\u6bb5\u4ee3\u7801\u6574\u5408\u4e86\u4e09\u7ea7\u7f13\u5b58\u7684\u6838\u5fc3\u903b\u8f91，\u540c\u65f6\u9488\u5bf9\u7f13\u5b58\u7a7f\u900f\u548c\u51fb\u7a7f\u95ee\u9898\u505a\u4e86\u53cc\u91cd\u9632\u62a4：\u7528\u5e03\u9686\u8fc7\u6ee4\u5668\u63d0\u524d\u62e6\u622a\u65e0\u6548\u8bf7\u6c42，\u7528\u4e92\u65a5\u9501\u907f\u514d\u9ad8\u5e76\u53d1\u4e0b\u540c\u65f6\u56de\u6e90\u6570\u636e\u5e93\u3002\u5b9e\u9645\u5fae\u4fe1\u67b6\u6784\u4e2d，\u8fd8\u4f1a\u901a\u8fc7\u201c\u968f\u673a\u8fc7\u671f\u65f6\u95f4\u201d（\u907f\u514d\u5927\u91cf\u7f13\u5b58\u540c\u65f6\u5931\u6548）\u3001\u201c\u7f13\u5b58\u9884\u70ed\u201d（\u63d0\u524d\u52a0\u8f7d\u70ed\u70b9\u7fa4\u804a\u6570\u636e）\u7b49\u7b56\u7565\u4f18\u5316\u7f13\u5b58\u7a33\u5b9a\u6027，\u8fdb\u4e00\u6b65\u964d\u4f4e\u6545\u969c\u98ce\u9669\u3002<\/p>\n

\u652f\u67f1\u4e09：\u7194\u65ad\u964d\u7ea7\u4e0e\u5bb9\u707e\u5907\u4efd\u2014\u2014\u9ad8\u5e76\u53d1\u7684\u201c\u5b89\u5168\u6c14\u56ca\u201d<\/h4>\n

\u65e0\u8bba\u67b6\u6784\u8bbe\u8ba1\u5f97\u591a\u4e48\u5b8c\u5584，\u90fd\u65e0\u6cd5\u5b8c\u5168\u907f\u514d\u6545\u969c\u2014\u2014\u786c\u4ef6\u4f1a\u574f\u3001\u7f51\u7edc\u4f1a\u65ad\u3001\u6d41\u91cf\u4f1a\u7a81\u53d1\u3002\u8d85\u7ea7\u5e94\u7528\u7684\u7a33\u5b9a\u6027\u8bbe\u8ba1，\u5173\u952e\u4e0d\u5728\u4e8e\u201c\u675c\u7edd\u6545\u969c\u201d，\u800c\u5728\u4e8e\u201c\u6545\u969c\u53d1\u751f\u540e\u5982\u4f55\u6700\u5c0f\u5316\u5f71\u54cd\u201d\u3002\u8fd9\u5c31\u9700\u8981\u201c\u7194\u65ad\u964d\u7ea7\u201d\u548c\u201c\u5bb9\u707e\u5907\u4efd\u201d\u8fd9\u4e24\u4e2a\u201c\u5b89\u5168\u6c14\u56ca\u201d：\u7194\u65ad\u662f\u5f53\u67d0\u4e2a\u670d\u52a1\u6545\u969c\u65f6，\u53ca\u65f6\u5207\u65ad\u5b83\u4e0e\u5176\u4ed6\u670d\u52a1\u7684\u8fde\u63a5，\u907f\u514d\u6545\u969c\u6269\u6563；\u964d\u7ea7\u662f\u6682\u65f6\u5173\u95ed\u975e\u6838\u5fc3\u529f\u80fd，\u4f18\u5148\u4fdd\u8bc1\u6838\u5fc3\u529f\u80fd\u8fd0\u884c；\u5bb9\u707e\u5907\u4efd\u5219\u662f\u63d0\u524d\u51c6\u5907\u597d\u201c\u5907\u7528\u65b9\u6848\u201d，\u6545\u969c\u65f6\u5feb\u901f\u5207\u6362\u3002<\/p>\n

\u7ed3\u5408\u8fd9\u6b21\u5fae\u4fe1\u6296\u52a8\u4e8b\u4ef6，\u7406\u60f3\u7684\u7194\u65ad\u964d\u7ea7\u903b\u8f91\u5e94\u8be5\u662f\u8fd9\u6837\u7684：\u5f53\u5206\u5e03\u5f0f\u7f13\u5b58\u96c6\u7fa4\u51fa\u73b0\u5f02\u5e38\u65f6，\u81ea\u52a8\u89e6\u53d1\u7194\u65ad，\u7981\u6b62\u5e94\u7528\u670d\u52a1\u5668\u7ee7\u7eed\u5411\u6545\u969c\u7f13\u5b58\u8282\u70b9\u53d1\u9001\u8bf7\u6c42；\u540c\u65f6\u542f\u52a8\u964d\u7ea7\u7b56\u7565，\u5173\u95ed\u201c\u7fa4\u804a\u5386\u53f2\u6d88\u606f\u540c\u6b65\u201d\u201c\u7fa4\u6587\u4ef6\u9884\u89c8\u201d\u7b49\u975e\u6838\u5fc3\u529f\u80fd，\u5c06\u6240\u6709\u8d44\u6e90\u96c6\u4e2d\u7528\u4e8e\u201c\u5b9e\u65f6\u6d88\u606f\u53d1\u9001\u201d\u8fd9\u4e00\u6838\u5fc3\u529f\u80fd；\u5982\u679c\u67d0\u4e00\u533a\u57df\u7684\u670d\u52a1\u96c6\u7fa4\u5b8c\u5168\u6545\u969c，\u5c31\u901a\u8fc7\u5bb9\u707e\u5907\u4efd\u673a\u5236，\u5c06\u8be5\u533a\u57df\u7684\u7528\u6237\u8bf7\u6c42\u5feb\u901f\u5207\u6362\u5230\u5176\u4ed6\u533a\u57df\u7684\u5907\u7528\u96c6\u7fa4\u3002\u5fae\u4fe1\u8fd9\u6b21\u80fd\u5728\u77ed\u65f6\u95f4\u5185\u6062\u590d\u670d\u52a1，\u5927\u6982\u7387\u5c31\u662f\u89e6\u53d1\u4e86\u7c7b\u4f3c\u7684\u81ea\u52a8\u7194\u65ad\u964d\u7ea7\u548c\u6545\u969c\u8f6c\u79fb\u673a\u5236\u3002<\/p>\n

1. \u7194\u65ad\u964d\u7ea7\u6838\u5fc3：\u7194\u65ad\u5668\u6a21\u5f0f<\/h5>\n

\u7194\u65ad\u964d\u7ea7\u7684\u6838\u5fc3\u662f\u201c\u7194\u65ad\u5668\u6a21\u5f0f\u201d，\u901a\u8fc7\u4e09\u4e2a\u72b6\u6001\u7684\u5207\u6362\u6765\u63a7\u5236\u8bf7\u6c42\u6d41\u8f6c，\u907f\u514d\u6545\u969c\u6269\u6563\u3002\u5177\u4f53\u72b6\u6001\u903b\u8f91\u5982\u4e0b：<\/p>\n

    \n
  • \n

    \u95ed\u5408\u72b6\u6001：\u6b63\u5e38\u60c5\u51b5\u4e0b，\u7194\u65ad\u5668\u5904\u4e8e\u95ed\u5408\u72b6\u6001，\u8bf7\u6c42\u53ef\u4ee5\u6b63\u5e38\u6d41\u8f6c\u5230\u670d\u52a1；\u5b9e\u65f6\u7edf\u8ba1\u8bf7\u6c42\u5931\u8d25\u7387，\u82e5\u5931\u8d25\u7387\u672a\u8fbe\u9608\u503c，\u4fdd\u6301\u95ed\u5408\u3002<\/p>\n<\/li>\n

  • \n

    \u6253\u5f00\u72b6\u6001：\u5f53\u670d\u52a1\u8bf7\u6c42\u5931\u8d25\u7387\u8d85\u8fc7\u9884\u8bbe\u9608\u503c（\u598250%），\u7194\u65ad\u5668\u5207\u6362\u5230\u6253\u5f00\u72b6\u6001，\u62d2\u7edd\u6240\u6709\u8bf7\u6c42，\u76f4\u63a5\u8fd4\u56de\u964d\u7ea7\u54cd\u5e94（\u5982\u201c\u670d\u52a1\u7e41\u5fd9，\u8bf7\u7a0d\u540e\u91cd\u8bd5\u201d）；\u540c\u65f6\u542f\u52a8\u8ba1\u65f6\u5668，\u5230\u8fbe\u6307\u5b9a\u65f6\u95f4\u540e\u5207\u6362\u5230\u534a\u6253\u5f00\u72b6\u6001\u3002<\/p>\n<\/li>\n

  • \n

    \u534a\u6253\u5f00\u72b6\u6001：\u5141\u8bb8\u5c11\u91cf\u8bf7\u6c42\u5c1d\u8bd5\u8bbf\u95ee\u670d\u52a1，\u82e5\u8fd9\u4e9b\u8bf7\u6c42\u6210\u529f，\u5219\u8bf4\u660e\u670d\u52a1\u5df2\u6062\u590d，\u5207\u6362\u56de\u95ed\u5408\u72b6\u6001；\u82e5\u4ecd\u6709\u5927\u91cf\u5931\u8d25，\u5219\u7ee7\u7eed\u4fdd\u6301\u6253\u5f00\u72b6\u6001\u3002<\/p>\n<\/li>\n<\/ul>\n

    \u4e0b\u9762\u662f\u5fae\u4fe1\u7fa4\u804a\u573a\u666f\u4e2d\u7194\u65ad\u5668\u6a21\u5f0f\u7684\u7b80\u5316\u4f2a\u4ee3\u7801\u5b9e\u73b0，\u6838\u5fc3\u5b9e\u73b0\u5931\u8d25\u7387\u7edf\u8ba1\u548c\u72b6\u6001\u5207\u6362\u903b\u8f91：<\/p>\n

    import<\/span> time
    \nfrom<\/span> enum import<\/span> Enum<\/p>\n

    class<\/span> FuseState<\/span>(<\/span>Enum)<\/span>:<\/span>
    \n """\u7194\u65ad\u5668\u72b6\u6001\u679a\u4e3e"""<\/span>
    \n CLOSED =<\/span> "closed"<\/span> # \u95ed\u5408\u72b6\u6001<\/span>
    \n OPEN =<\/span> "open"<\/span> # \u6253\u5f00\u72b6\u6001<\/span>
    \n HALF_OPEN =<\/span> "half_open"<\/span> # \u534a\u6253\u5f00\u72b6\u6001<\/span><\/p>\n

    class<\/span> GroupChatFuse<\/span>:<\/span>
    \n def<\/span> __init__<\/span>(<\/span>self)<\/span>:<\/span>
    \n self.<\/span>state =<\/span> FuseState.<\/span>CLOSED # \u521d\u59cb\u72b6\u6001\u4e3a\u95ed\u5408<\/span>
    \n self.<\/span>failure_threshold =<\/span> 5<\/span> # \u5931\u8d25\u9608\u503c：5\u6b21\u5931\u8d25\u89e6\u53d1\u7194\u65ad<\/span>
    \n self.<\/span>success_threshold =<\/span> 3<\/span> # \u6062\u590d\u9608\u503c：3\u6b21\u6210\u529f\u6062\u590d\u95ed\u5408<\/span>
    \n self.<\/span>open_duration =<\/span> 10<\/span> # \u6253\u5f00\u72b6\u6001\u6301\u7eed\u65f6\u95f4：10\u79d2<\/span>
    \n self.<\/span>last_open_time =<\/span> 0<\/span> # \u4e0a\u6b21\u5207\u6362\u5230\u6253\u5f00\u72b6\u6001\u7684\u65f6\u95f4<\/span>
    \n self.<\/span>failure_count =<\/span> 0<\/span> # \u5931\u8d25\u8ba1\u6570\u5668<\/span>
    \n self.<\/span>success_count =<\/span> 0<\/span> # \u6210\u529f\u8ba1\u6570\u5668<\/span><\/p>\n

    def<\/span> _switch_state<\/span>(<\/span>self,<\/span> new_state)<\/span>:<\/span>
    \n """\u5207\u6362\u7194\u65ad\u5668\u72b6\u6001"""<\/span>
    \n if<\/span> self.<\/span>state !=<\/span> new_state:<\/span>
    \n print<\/span>(<\/span>f"\u7194\u65ad\u5668\u72b6\u6001\u5207\u6362：<\/span>{<\/span>self.<\/span>state.<\/span>value}<\/span><\/span> \u2192 <\/span>{<\/span>new_state.<\/span>value}<\/span><\/span>"<\/span><\/span>)<\/span>
    \n self.<\/span>state =<\/span> new_state
    \n # \u72b6\u6001\u5207\u6362\u65f6\u91cd\u7f6e\u8ba1\u6570\u5668<\/span>
    \n if<\/span> new_state ==<\/span> FuseState.<\/span>CLOSED:<\/span>
    \n self.<\/span>failure_count =<\/span> 0<\/span>
    \n self.<\/span>success_count =<\/span> 0<\/span>
    \n elif<\/span> new_state ==<\/span> FuseState.<\/span>OPEN:<\/span>
    \n self.<\/span>last_open_time =<\/span> time.<\/span>time(<\/span>)<\/span>
    \n self.<\/span>failure_count =<\/span> 0<\/span>
    \n self.<\/span>success_count =<\/span> 0<\/span>
    \n elif<\/span> new_state ==<\/span> FuseState.<\/span>HALF_OPEN:<\/span>
    \n self.<\/span>success_count =<\/span> 0<\/span><\/p>\n

    def<\/span> allow_request<\/span>(<\/span>self)<\/span>:<\/span>
    \n """\u5224\u65ad\u662f\u5426\u5141\u8bb8\u8bf7\u6c42\u901a\u8fc7"""<\/span>
    \n if<\/span> self.<\/span>state ==<\/span> FuseState.<\/span>CLOSED:<\/span>
    \n return<\/span> True<\/span>
    \n elif<\/span> self.<\/span>state ==<\/span> FuseState.<\/span>OPEN:<\/span>
    \n # \u68c0\u67e5\u662f\u5426\u5230\u8fbe\u5207\u6362\u534a\u6253\u5f00\u72b6\u6001\u7684\u65f6\u95f4<\/span>
    \n if<\/span> time.<\/span>time(<\/span>)<\/span> –<\/span> self.<\/span>last_open_time ><\/span> self.<\/span>open_duration:<\/span>
    \n self.<\/span>_switch_state(<\/span>FuseState.<\/span>HALF_OPEN)<\/span>
    \n return<\/span> True<\/span>
    \n return<\/span> False<\/span>
    \n elif<\/span> self.<\/span>state ==<\/span> FuseState.<\/span>HALF_OPEN:<\/span>
    \n return<\/span> True<\/span>
    \n return<\/span> False<\/span><\/p>\n

    def<\/span> record_success<\/span>(<\/span>self)<\/span>:<\/span>
    \n """\u8bb0\u5f55\u8bf7\u6c42\u6210\u529f"""<\/span>
    \n if<\/span> self.<\/span>state ==<\/span> FuseState.<\/span>CLOSED:<\/span>
    \n self.<\/span>failure_count =<\/span> 0<\/span> # \u6210\u529f\u65f6\u91cd\u7f6e\u5931\u8d25\u8ba1\u6570\u5668<\/span>
    \n elif<\/span> self.<\/span>state ==<\/span> FuseState.<\/span>HALF_OPEN:<\/span>
    \n self.<\/span>success_count +=<\/span> 1<\/span>
    \n # \u8fbe\u5230\u6210\u529f\u9608\u503c，\u5207\u6362\u56de\u95ed\u5408\u72b6\u6001<\/span>
    \n if<\/span> self.<\/span>success_count >=<\/span> self.<\/span>success_threshold:<\/span>
    \n self.<\/span>_switch_state(<\/span>FuseState.<\/span>CLOSED)<\/span><\/p>\n

    def<\/span> record_failure<\/span>(<\/span>self)<\/span>:<\/span>
    \n """\u8bb0\u5f55\u8bf7\u6c42\u5931\u8d25"""<\/span>
    \n if<\/span> self.<\/span>state ==<\/span> FuseState.<\/span>CLOSED:<\/span>
    \n self.<\/span>failure_count +=<\/span> 1<\/span>
    \n # \u8fbe\u5230\u5931\u8d25\u9608\u503c，\u5207\u6362\u5230\u6253\u5f00\u72b6\u6001<\/span>
    \n if<\/span> self.<\/span>failure_count >=<\/span> self.<\/span>failure_threshold:<\/span>
    \n self.<\/span>_switch_state(<\/span>FuseState.<\/span>OPEN)<\/span>
    \n elif<\/span> self.<\/span>state ==<\/span> FuseState.<\/span>HALF_OPEN:<\/span>
    \n # \u534a\u6253\u5f00\u72b6\u6001\u4e0b\u5931\u8d25，\u76f4\u63a5\u5207\u6362\u56de\u6253\u5f00\u72b6\u6001<\/span>
    \n self.<\/span>_switch_state(<\/span>FuseState.<\/span>OPEN)<\/span><\/p>\n

    # \u6a21\u62df\u7fa4\u804a\u670d\u52a1\u8c03\u7528\u4e0e\u7194\u65ad\u63a7\u5236<\/span>
    \ndef<\/span> call_group_chat_service<\/span>(<\/span>fuse,<\/span> request)<\/span>:<\/span>
    \n if<\/span> not<\/span> fuse.<\/span>allow_request(<\/span>)<\/span>:<\/span>
    \n # \u7194\u65ad\u72b6\u6001，\u8fd4\u56de\u964d\u7ea7\u54cd\u5e94<\/span>
    \n return<\/span> f"\u8bf7\u6c42<\/span>{<\/span>request[<\/span>'id'<\/span>]<\/span>}<\/span><\/span>\u5931\u8d25：\u670d\u52a1\u6682\u65f6\u7e41\u5fd9，\u8bf7\u7a0d\u540e\u91cd\u8bd5（\u7194\u65ad\u4fdd\u62a4）"<\/span><\/span><\/p>\n

    try<\/span>:<\/span>
    \n # \u6a21\u62df\u670d\u52a1\u8c03\u7528：\u968f\u673a\u751f\u6210\u5931\u8d25\u573a\u666f（\u6a21\u62df\u7f13\u5b58\/\u670d\u52a1\u5668\u5f02\u5e38）<\/span>
    \n import<\/span> random
    \n if<\/span> random.<\/span>random(<\/span>)<\/span> <<\/span> 0.3<\/span>:<\/span> # 30%\u5931\u8d25\u7387<\/span>
    \n raise<\/span> Exception(<\/span>"\u670d\u52a1\u8c03\u7528\u5931\u8d25"<\/span>)<\/span>
    \n # \u670d\u52a1\u8c03\u7528\u6210\u529f<\/span>
    \n fuse.<\/span>record_success(<\/span>)<\/span>
    \n return<\/span> f"\u8bf7\u6c42<\/span>{<\/span>request[<\/span>'id'<\/span>]<\/span>}<\/span><\/span>\u6210\u529f：\u7fa4\u804a\u6d88\u606f\u53d1\u9001\u5b8c\u6210"<\/span><\/span>
    \n except<\/span> Exception as<\/span> e:<\/span>
    \n # \u670d\u52a1\u8c03\u7528\u5931\u8d25<\/span>
    \n fuse.<\/span>record_failure(<\/span>)<\/span>
    \n return<\/span> f"\u8bf7\u6c42<\/span>{<\/span>request[<\/span>'id'<\/span>]<\/span>}<\/span><\/span>\u5931\u8d25：<\/span>{<\/span>str<\/span>(<\/span>e)<\/span>}<\/span><\/span>"<\/span><\/span><\/p>\n

    # \u6d4b\u8bd5\u7194\u65ad\u5668\u903b\u8f91<\/span>
    \nfuse =<\/span> GroupChatFuse(<\/span>)<\/span>
    \ntest_requests =<\/span> [<\/span>{<\/span>"id"<\/span>:<\/span> f"test-req-<\/span>{<\/span>i}<\/span><\/span>"<\/span><\/span>}<\/span> for<\/span> i in<\/span> range<\/span>(<\/span>20<\/span>)<\/span>]<\/span>
    \nfor<\/span> req in<\/span> test_requests:<\/span>
    \n result =<\/span> call_group_chat_service(<\/span>fuse,<\/span> req)<\/span>
    \n print<\/span>(<\/span>result)<\/span>
    \n time.<\/span>sleep(<\/span>1<\/span>)<\/span> # \u6a21\u62df\u8bf7\u6c42\u95f4\u9694<\/span><\/p>\n

    \u8fd9\u6bb5\u4ee3\u7801\u6e05\u6670\u5448\u73b0\u4e86\u7194\u65ad\u5668\u7684\u72b6\u6001\u5207\u6362\u903b\u8f91：\u5f53\u5931\u8d25\u6b21\u6570\u8fbe\u5230\u9608\u503c\u65f6\u81ea\u52a8\u7194\u65ad，\u6253\u5f00\u72b6\u6001\u6301\u7eed\u6307\u5b9a\u65f6\u95f4\u540e\u5c1d\u8bd5\u6062\u590d，\u901a\u8fc7\u5c11\u91cf\u8bf7\u6c42\u9a8c\u8bc1\u670d\u52a1\u53ef\u7528\u6027\u3002\u5fae\u4fe1\u8fd9\u7c7b\u8d85\u7ea7\u5e94\u7528，\u4f1a\u5728\u6bcf\u4e2a\u6838\u5fc3\u670d\u52a1（\u5982\u7f13\u5b58\u670d\u52a1\u3001\u6d88\u606f\u540c\u6b65\u670d\u52a1）\u90fd\u90e8\u7f72\u7c7b\u4f3c\u7684\u7194\u65ad\u673a\u5236，\u786e\u4fdd\u5355\u4e2a\u670d\u52a1\u6545\u969c\u4e0d\u4f1a\u5f15\u53d1\u5168\u5c40\u5d29\u6e83\u3002<\/p>\n

    2. \u5bb9\u707e\u5907\u4efd\u6838\u5fc3：\u591a\u6d3b\u67b6\u6784<\/h5>\n

    \u7194\u65ad\u964d\u7ea7\u662f\u201c\u6545\u969c\u53d1\u751f\u65f6\u7684\u5e94\u6025\u5904\u7406\u201d，\u800c\u5bb9\u707e\u5907\u4efd\u662f\u201c\u63d0\u524d\u5e03\u5c40\u7684\u98ce\u9669\u515c\u5e95\u201d\u3002\u5bf9\u4e8e\u5fae\u4fe1\u8fd9\u6837\u7684\u56fd\u6c11\u7ea7\u5e94\u7528，\u5bb9\u707e\u5907\u4efd\u7684\u6838\u5fc3\u662f\u201c\u591a\u6d3b\u67b6\u6784\u201d\u2014\u2014\u5728\u540c\u57ce\u6216\u5f02\u5730\u5efa\u7acb\u591a\u4e2a\u72ec\u7acb\u7684\u670d\u52a1\u96c6\u7fa4，\u6240\u6709\u96c6\u7fa4\u540c\u65f6\u5bf9\u5916\u63d0\u4f9b\u670d\u52a1，\u5f53\u67d0\u4e00\u96c6\u7fa4\u6545\u969c\u65f6，\u80fd\u5feb\u901f\u5c06\u6d41\u91cf\u5207\u6362\u5230\u5176\u4ed6\u96c6\u7fa4，\u5b9e\u73b0\u201c\u7528\u6237\u65e0\u611f\u77e5\u6062\u590d\u201d\u3002<\/p>\n

    \u6839\u636e\u673a\u623f\u5206\u5e03，\u591a\u6d3b\u67b6\u6784\u4e3b\u8981\u5206\u4e3a\u201c\u540c\u57ce\u591a\u6d3b\u201d\u548c\u201c\u5f02\u5730\u591a\u6d3b\u201d\u4e24\u79cd：<\/p>\n

      \n
    • \n

      \u540c\u57ce\u591a\u6d3b：\u5728\u540c\u4e00\u57ce\u5e02\u90e8\u7f72\u591a\u4e2a\u673a\u623f（\u7269\u7406\u8ddd\u79bb\u5c0f\u4e8e100\u516c\u91cc），\u591a\u4e2a\u673a\u623f\u7684\u96c6\u7fa4\u540c\u65f6\u63d0\u4f9b\u670d\u52a1\u3002\u4f18\u70b9\u662f\u7f51\u7edc\u5ef6\u8fdf\u4f4e（\u8de8\u673a\u623fRT\u5c0f），\u6570\u636e\u540c\u6b65\u7b80\u5355；\u7f3a\u70b9\u662f\u65e0\u6cd5\u62b5\u5fa1\u5730\u9707\u3001\u6d2a\u6c34\u7b49\u533a\u57df\u6027\u707e\u96be\u3002\u5fae\u4fe1\u7684\u7fa4\u804a\u6838\u5fc3\u670d\u52a1\u5927\u6982\u7387\u91c7\u7528\u4e86\u540c\u57ce\u591a\u6d3b\u67b6\u6784，\u8fd9\u6b21\u6545\u969c\u80fd\u5feb\u901f\u6062\u590d，\u5f88\u53ef\u80fd\u662f\u5c06\u6545\u969c\u673a\u623f\u7684\u6d41\u91cf\u5207\u6362\u5230\u4e86\u540c\u57ce\u5176\u4ed6\u673a\u623f\u3002<\/p>\n<\/li>\n

    • \n

      \u5f02\u5730\u591a\u6d3b：\u5728\u4e0d\u540c\u57ce\u5e02\u90e8\u7f72\u673a\u623f（\u7269\u7406\u8ddd\u79bb\u5927\u4e8e300\u516c\u91cc），\u901a\u8fc7\u201c\u6570\u636e\u5206\u7247\u201d\u548c\u201c\u7cbe\u51c6\u5f15\u6d41\u201d\u8ba9\u7279\u5b9a\u7528\u6237\u7684\u8bf7\u6c42\u56fa\u5b9a\u5728\u67d0\u4e00\u57ce\u5e02\u7684\u96c6\u7fa4\u5904\u7406\u3002\u4f18\u70b9\u662f\u80fd\u62b5\u5fa1\u533a\u57df\u6027\u707e\u96be，\u5bb9\u707e\u80fd\u529b\u66f4\u5f3a；\u7f3a\u70b9\u662f\u7f51\u7edc\u5ef6\u8fdf\u9ad8，\u6570\u636e\u4e00\u81f4\u6027\u7ef4\u62a4\u590d\u6742\u3002\u5fae\u4fe1\u7684\u652f\u4ed8\u3001\u7528\u6237\u4fe1\u606f\u7b49\u6838\u5fc3\u6570\u636e\u670d\u52a1，\u5927\u6982\u7387\u91c7\u7528\u4e86\u5f02\u5730\u591a\u6d3b\u67b6\u6784，\u786e\u4fdd\u6781\u7aef\u60c5\u51b5\u4e0b\u7684\u6570\u636e\u5b89\u5168\u3002<\/p>\n<\/li>\n<\/ul>\n

      \u591a\u6d3b\u67b6\u6784\u7684\u6838\u5fc3\u96be\u70b9\u662f\u201c\u6570\u636e\u4e00\u81f4\u6027\u201d\u548c\u201c\u6d41\u91cf\u5207\u6362\u201d\u3002\u4ee5\u5fae\u4fe1\u7fa4\u804a\u6d88\u606f\u4e3a\u4f8b，\u8981\u4fdd\u8bc1\u591a\u4e2a\u96c6\u7fa4\u7684\u6d88\u606f\u6570\u636e\u5b9e\u65f6\u540c\u6b65，\u540c\u65f6\u5728\u5207\u6362\u6d41\u91cf\u65f6\u4e0d\u51fa\u73b0\u6d88\u606f\u4e22\u5931\u6216\u91cd\u590d\u3002\u884c\u4e1a\u5185\u5e38\u7528\u7684\u89e3\u51b3\u65b9\u6848\u662f\u201c\u5355\u5143\u5316\u62c6\u5206\u201d\u2014\u2014\u5c06\u7528\u6237\u6216\u7fa4\u804a\u6309\u4e00\u5b9a\u89c4\u5219\u5206\u7247（\u5982\u6309\u7fa4\u804aID\u54c8\u5e0c），\u6bcf\u4e2a\u5206\u7247\u7684\u6570\u636e\u4ec5\u5728\u6307\u5b9a\u96c6\u7fa4\u8bfb\u5199，\u8de8\u96c6\u7fa4\u4ec5\u540c\u6b65\u5fc5\u8981\u7684\u6838\u5fc3\u6570\u636e，\u4ee5\u6b64\u5e73\u8861\u4e00\u81f4\u6027\u548c\u6027\u80fd\u3002<\/p>\n

      \u4e09\u3001\u884c\u4e1a\u542f\u793a：\u8d85\u7ea7\u5e94\u7528\u7a33\u5b9a\u6027\u67b6\u6784\u7684\u4f18\u5316\u65b9\u5411<\/h3>\n

      \u8fd9\u6b21\u5fae\u4fe1\u201c\u670d\u52a1\u5668\u6296\u52a8\u201d\u4e8b\u4ef6\u867d\u7136\u6301\u7eed\u65f6\u95f4\u77ed\u3001\u5f71\u54cd\u8303\u56f4\u6709\u9650，\u4f46\u7ed9\u6240\u6709\u4e92\u8054\u7f51\u4f01\u4e1a\u90fd\u6572\u54cd\u4e86\u8b66\u949f\u3002\u5bf9\u4e8e\u9700\u8981\u627f\u8f7d\u9ad8\u5e76\u53d1\u7684\u5e94\u7528\u6765\u8bf4，\u7a33\u5b9a\u6027\u67b6\u6784\u7684\u4f18\u5316\u662f\u4e00\u4e2a\u6301\u7eed\u8fed\u4ee3\u7684\u8fc7\u7a0b，\u6709\u4e09\u4e2a\u65b9\u5411\u503c\u5f97\u91cd\u70b9\u5173\u6ce8：<\/p>\n

    • \n

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    • \n

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