{"id":103362,"date":"2026-09-10T10:41:14","date_gmt":"2026-09-10T02:41:14","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/103362.html"},"modified":"2026-09-10T10:41:14","modified_gmt":"2026-09-10T02:41:14","slug":"%e5%a4%a9%e8%b5%90%e8%8c%83%e5%bc%8f%e7%ac%ac161%e5%a4%a9%ef%bc%9a%e8%ae%a9%e7%be%a4%e8%90%bd%e5%bc%80%e5%a7%8b%e5%ad%a6%e4%b9%a0-%e4%ba%92%e8%af%81%e5%90%8e%e7%bb%a7%e6%89%bf","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/103362.html","title":{"rendered":"\u5929\u8d50\u8303\u5f0f\u7b2c161\u5929\uff1a\u8ba9\u7fa4\u843d\u5f00\u59cb\u5b66\u4e60\u2014\u2014\u4e92\u8bc1\u540e\u7ee7\u627f\u53c2\u6570\u3001Banach\u6f14\u5316"},"content":{"rendered":"

\u5929\u8d50\u8303\u5f0f\u7b2c161\u5929（\u7b2c\u4e8c\u7bc7）：\u8ba9\u7fa4\u843d\u5f00\u59cb\u5b66\u4e60\u2014\u2014\u4e92\u8bc1\u540e\u7ee7\u627f\u53c2\u6570\u3001Banach\u6f14\u5316<\/h2>\n

\u7248\u672c：V3.3.2.0（\u521b\u9020\u6027\u4e92\u8bc1\u843d\u5730\u7bc7）
\n\u65e5\u671f：2026-09-10
\n\u5b9a\u4f4d：\u7b2c\u4e00\u7bc7\u7406\u8bba\u4e4b\u540e\u2014\u2014CreativeColony\u843d\u5730，Banach\u4e0d\u52a8\u70b9\u8fed\u4ee3\u8ba9\u53c2\u6570\u5411\u66f4\u4f18\u6210\u5458\u9760\u62e2
\n\u4e00\u53e5\u8bdd：\u4e92\u8bc1\u540eA\u7ee7\u627fB\u7684\u53c2\u6570，Banach\u8fed\u4ee3\u8ba9commutator_norm\u4ece0.5\u21920.44\u54110.3\u9760\u62e2\u2014\u2014\u56e0\u4e3a\u4e92\u8bc1\u5bf9\u6211\u6709\u597d\u5904，\u6240\u4ee5\u6211\u9009\u62e9\u4e92\u8bc1\u3002<\/p>\n

\n

\u6458\u8981<\/h3>\n

\u5929\u8d50\u8303\u5f0f\u7b2c161\u5929（\u7b2c\u4e8c\u7bc7）：\u8ba9\u7fa4\u843d\u5f00\u59cb\u5b66\u4e60\u2014\u2014\u4e92\u8bc1\u540e\u7ee7\u627f\u53c2\u6570\u3001Banach\u6f14\u5316\u3002\u672c\u6587\u662fV3.3.2.0\u7684\u521b\u9020\u6027\u4e92\u8bc1\u843d\u5730\u7bc7，\u5c06\u7b2c\u4e00\u7bc7\u7406\u8bba\u843d\u5730\u4e3a\u53ef\u8fd0\u884c\u4ee3\u7801\u3002\u5b9a\u4e49CreativeColony\u7c7b：creative_confirm()\u6267\u884c\u4e94\u6b65\u2014\u2014\u2460\u6bcf\u4e2a\u6210\u5458\u751f\u6210\u72b6\u6001\u5305（self_prove + _snapshot\u542btick\/r_state\/label）；\u2461verify()\u786e\u8ba4\u6027\u4e92\u8bc1\u77e9\u9635；\u2462\u7ee7\u627f\u5224\u65ad（donor_tick > my_tick\u65f6\u7ee7\u627f）；\u2463Banach\u4e0d\u52a8\u70b9\u8fed\u4ee3（\u53c2\u6570\u5411\u66f4\u4f18\u6210\u5458\u9760\u62e2，\u03b2=0.3）；\u2464\u6d8c\u73b0\u89c2\u5bdf（\u4fe1\u4efb\u5206\u6570+\u5206\u5de5\u89c2\u5bdf）\u3002\u8fd4\u56de\u4e94\u5143\u7ec4(matrix, inherits, evolves, trust, division)\u3002\u8fd0\u884c\u6f14\u793a：\u673a\u5668A（\u6c14\u8c61\u57df，tick=2，commutator_norm=0.5）\u4e0e\u673a\u5668B（\u91d1\u878d\u57df，tick=3，commutator_norm=0.3）\u2014\u2014\u4e92\u8bc1\u77e9\u9635\u53cc\u5411True（A\u2192B True，B\u2192A True），\u7ee7\u627f\u8bb0\u5f55A\u7ee7\u627fB（tick 3 > 2），Banach\u6f14\u5316A\u7684commutator_norm\u4ece0.5\u21920.44（\u5411B\u76840.3\u9760\u62e2），\u4fe1\u4efb\u5206\u6570[1,1]，\u5206\u5de5\u89c2\u5bdf（A\u6c14\u8c61\/ACTIVE\/tick2，B\u91d1\u878d\/ACTIVE\/tick3）\u3002\u4e0e160\u5929\u5bf9\u6bd4：160\u5929HTTPColony\u505a\u786e\u8ba4（\u8bb0\u5f55\u77e9\u9635\u2192\u7ed3\u675f），161\u5929CreativeColony\u505a\u5b66\u4e60（\u7ee7\u627f\u2192\u6f14\u5316\u2192\u6d8c\u73b0）\u3002\u4e0eSwarmWorld\u5bf9\u5e94：\u770b\u5230\u524d\u4eba\u88c5\u7f6e\u2192\u590d\u5236\u2192\u4fee\u6539\u5bf9\u5e94\u6536\u5230\u72b6\u6001\u5305\u2192verify\u2192\u7ee7\u627f\u53c2\u6570\u3002\u63a8\u8fdb\u94fe：157\u81ea\u8bc1\u2192158\u5e7f\u64ad\u2192159\u4e92\u8bc1\u2192160\u8de8\u673a\u5668\u2192161\u521b\u9020\u6027\u4e92\u8bc1\u3002
\n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

\n

\u4e00\u3001\u4ece\u786e\u8ba4\u5230\u5b66\u4e60<\/h3>\n

\u7b2c160\u5929\u7684HTTPColony\u505a\u7684\u662f\u786e\u8ba4\u2014\u2014\u6210\u5458\u4e92\u76f8verify()，\u4e92\u8bc1\u77e9\u9635\u8bb0\u5f55"\u8c01\u786e\u8ba4\u4e86\u8c01"\u3002\u786e\u8ba4\u5b8c\u5c31\u5b8c\u4e86，\u6210\u5458\u4e4b\u95f4\u6ca1\u6709\u540e\u7eed\u3002<\/p>\n

\u7b2c161\u5929\u7684CreativeColony\u505a\u7684\u662f\u5b66\u4e60\u2014\u2014\u6210\u5458\u4e92\u76f8verify()\u4e4b\u540e，\u8fd8\u6bd4\u8f83\u53c2\u6570\u3001\u7ee7\u627f\u66f4\u4f18\u7684\u3001\u7528Banach\u8fed\u4ee3\u6f14\u5316\u3002\u4e92\u8bc1\u4e0d\u662f\u7ec8\u70b9，\u662f\u5b66\u4e60\u7684\u8d77\u70b9\u3002<\/p>\n

160\u5929：A verify B \u2192 True \u2192 \u8bb0\u5f55\u77e9\u9635 \u2192 \u7ed3\u675f
\n161\u5929：A verify B \u2192 True \u2192 \u6bd4\u8f83tick \u2192 \u7ee7\u627f\u53c2\u6570 \u2192 Banach\u6f14\u5316 \u2192 \u6d8c\u73b0\u89c2\u5bdf<\/p>\n

\n

\u4e8c\u3001CreativeColony\u8bbe\u8ba1<\/h3>\n

2.1 \u6574\u4f53\u7ed3\u6784<\/h4>\n

class<\/span> CreativeColony<\/span>:<\/span>
\n """\u521b\u9020\u6027\u4e92\u8bc1\u7fa4\u843d：\u4e92\u8bc1\u540e\u7ee7\u627f\u53c2\u6570\u3001Banach\u6f14\u5316\u3001\u6d8c\u73b0\u89c2\u5bdf\u3002"""<\/span><\/p>\n

def<\/span> creative_confirm<\/span>(<\/span>self)<\/span>:<\/span>
\n # \u7b2c1\u6b65 \u786e\u8ba4：verify()\u4e92\u8bc1\u77e9\u9635<\/span>
\n # \u7b2c2\u6b65 \u7ee7\u627f：tick\u6bd4\u8f83，\u66f4\u6210\u719f\u7684\u88ab\u7ee7\u627f<\/span>
\n # \u7b2c3\u6b65 \u6f14\u5316：Banach\u4e0d\u52a8\u70b9\u8fed\u4ee3<\/span>
\n # \u7b2c4\u6b65 \u6d8c\u73b0：\u4fe1\u4efb\u5206\u6570 + \u5206\u5de5\u89c2\u5bdf<\/span>
\n return<\/span> matrix,<\/span> inherits,<\/span> evolves,<\/span> trust,<\/span> division<\/p>\n

creative_confirm()\u8fd4\u56de\u4e94\u5143\u7ec4：\u4e92\u8bc1\u77e9\u9635\u3001\u7ee7\u627f\u8bb0\u5f55\u3001\u6f14\u5316\u8bb0\u5f55\u3001\u4fe1\u4efb\u5206\u6570\u3001\u5206\u5de5\u89c2\u5bdf\u3002<\/p>\n

2.2 \u8bc1\u660e\u5305\u5347\u7ea7\u2014\u2014\u72b6\u6001\u8f68\u8ff9<\/h4>\n

def<\/span> _snapshot<\/span>(<\/span>self,<\/span> member,<\/span> label)<\/span>:<\/span>
\n """\u63d0\u53d6\u6210\u5458\u72b6\u6001\u5feb\u7167\u2014\u2014\u8bc1\u660e\u5305\u5347\u7ea7：\u542b\u72b6\u6001\u8f68\u8ff9"""<\/span>
\n return<\/span> {<\/span>
\n "tick"<\/span>:<\/span> member.<\/span>_tick,<\/span>
\n "r_state"<\/span>:<\/span> member.<\/span>r_state.<\/span>state,<\/span>
\n "label"<\/span>:<\/span> label,<\/span>
\n "version"<\/span>:<\/span> self.<\/span>VERSION,<\/span>
\n }<\/span><\/p>\n

_tick\u662f\u6210\u5458\u7ecf\u5386\u4e86\u591a\u5c11\u6b21heartbeat\u2014\u2014tick\u9ad8\u610f\u5473\u7740\u89c2\u6d4b\u591a\u3001\u7ecf\u9a8c\u591a\u3002r_state\u662fR\u7b97\u5b50\u5f53\u524d\u72b6\u6001（ACTIVE\/PASSIVE\/EMERGENCY）\u3002\u8fd9\u4e24\u4e2a\u503c\u8ba9\u63a5\u6536\u65b9\u77e5\u9053"\u5bf9\u65b9\u5728\u4ec0\u4e48\u72b6\u6001\u4e0b\u505a\u4e86\u591a\u5c11\u4e8b"\u3002<\/p>\n

2.3 \u53c2\u6570\u4ece\u6210\u5458\u5b9e\u4f8b\u8bfb\u53d6<\/h4>\n

def<\/span> __init__<\/span>(<\/span>self,<\/span> members,<\/span> labels=<\/span>None<\/span>)<\/span>:<\/span>
\n self.<\/span>params =<\/span> [<\/span>
\n {<\/span>"commutator_norm"<\/span>:<\/span> m.<\/span>_commutator_norm,<\/span> "maturity"<\/span>:<\/span> 0<\/span>}<\/span>
\n for<\/span> m in<\/span> members
\n ]<\/span><\/p>\n

\u6bcf\u4e2a\u6210\u5458\u7684commutator_norm\u4ece\u8fd0\u884c\u65f6\u5b9e\u4f8b\u7684_commutator_norm\u5c5e\u6027\u8bfb\u53d6\u2014\u2014\u673a\u5668A\u662f0.5，\u673a\u5668B\u662f0.3\u3002maturity\u521d\u59cb\u4e3a0，\u7ee7\u627f\u540e\u589e\u52a0\u3002<\/p>\n

2.4 \u5173\u952e\u8bbe\u8ba1\u7ea6\u675f<\/h4>\n
  • \u4e0d\u6c61\u67d3\u4e3b\u5b9e\u4f8b\u2014\u2014CreativeColony\u7684params\/maturity\u662f\u72ec\u7acb\u526f\u672c，creative_confirm()\u8bfb\u6210\u5458\u7684_tick\/r_state\/_commutator_norm\u4f46\u4e0d\u6539\u6210\u5458\u5185\u90e8\u72b6\u6001，\u6f14\u5316\u7684commutator_norm\u5199\u5728self.params\u91cc，\u8fd0\u884c\u65f6\u5b9e\u4f8b\u7684_commutator_norm\u4e0d\u53d8\u3002<\/li>\n
  • \u7ee7\u627f\u6709\u65b9\u5411\u2014\u2014\u53ea\u6709tick\u66f4\u4f4e（\u66f4\u4e0d\u6210\u719f）\u7684\u6210\u5458\u7ee7\u627ftick\u66f4\u9ad8（\u66f4\u6210\u719f）\u7684\u6210\u5458，\u4e0d\u662f\u4e92\u76f8\u5b66\u4e60\u3002\u5bf9\u5e94SwarmWorld\u91cc\u540e\u6765\u7684\u667a\u80fd\u4f53\u770b\u5230\u524d\u4eba\u88c5\u7f6e\u540e\u590d\u5236\u4fee\u6539，\u524d\u4eba\u4e0d\u4f1a\u53cd\u8fc7\u6765\u590d\u5236\u540e\u4eba\u3002<\/li>\n
  • Banach\u6f14\u5316\u6e10\u8fdb\u2014\u2014\u03b2=0.3\u5b66\u4e60\u7387，\u6bcf\u6b21\u4e92\u8bc1\u540e\u53c2\u6570\u5411\u76ee\u6807\u9760\u62e230%，\u4e0d\u662f\u4e00\u6b65\u5230\u4f4d\u3002\u4fdd\u7559\u81ea\u8eab\u7279\u5f81\u7684\u540c\u65f6\u5411\u66f4\u4f18\u503c\u79fb\u52a8\u3002<\/li>\n
    \n

    \u4e09\u3001\u7ee7\u627f\u673a\u5236<\/h3>\n

    3.1 \u7ee7\u627f\u5224\u65ad<\/h4>\n

    for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
    \n for<\/span> j in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
    \n if<\/span> i !=<\/span> j and<\/span> matrix[<\/span>i]<\/span>[<\/span>j]<\/span>:<\/span>
    \n my_tick =<\/span> state_packs[<\/span>i]<\/span>[<\/span>"state"<\/span>]<\/span>[<\/span>"tick"<\/span>]<\/span>
    \n donor_tick =<\/span> state_packs[<\/span>j]<\/span>[<\/span>"state"<\/span>]<\/span>[<\/span>"tick"<\/span>]<\/span>
    \n if<\/span> donor_tick ><\/span> my_tick:<\/span>
    \n self.<\/span>params[<\/span>i]<\/span>[<\/span>"maturity"<\/span>]<\/span> +=<\/span> 1<\/span>
    \n inherits.<\/span>append(<\/span>{<\/span>
    \n "from"<\/span>:<\/span> self.<\/span>labels[<\/span>j]<\/span>,<\/span>
    \n "to"<\/span>:<\/span> self.<\/span>labels[<\/span>i]<\/span>,<\/span>
    \n "reason"<\/span>:<\/span> "tick {} > {}"<\/span>.<\/span>format<\/span>(<\/span>donor_tick,<\/span> my_tick)<\/span>,<\/span>
    \n }<\/span>)<\/span><\/p>\n

    \u89c4\u5219：\u5982\u679c\u6210\u5458j\u7684tick > \u6210\u5458i\u7684tick，\u4e14i\u9a8c\u8bc1\u4e86j\u7684\u8bc1\u660e（matrix[i][j]=True），\u5219i\u7ee7\u627fj\u7684\u53c2\u6570\u3002<\/p>\n

    \u5b9e\u4f8b\u4e2d：<\/p>\n

      \n
    • A\u7684tick=2，B\u7684tick=3<\/li>\n
    • B\u66f4\u6210\u719f \u2192 A\u7ee7\u627fB<\/li>\n
    • A\u7684maturity\u4ece0\u21921<\/li>\n<\/ul>\n

      3.2 \u7ee7\u627f\u7684\u65b9\u5411\u6027<\/h4>\n

      \u7ee7\u627f\u662f\u6709\u65b9\u5411\u7684\u2014\u2014\u4e0d\u662f"\u4e92\u76f8\u5b66\u4e60"，\u800c\u662f"\u66f4\u4e0d\u6210\u719f\u7684\u5411\u66f4\u6210\u719f\u7684\u5b66"\u3002\u8fd9\u5bf9\u5e94SwarmWorld\u91cc\u540e\u6765\u7684\u667a\u80fd\u4f53\u770b\u5230\u524d\u4eba\u7559\u4e0b\u7684\u88c5\u7f6e\u540e\u590d\u5236\u4fee\u6539\u2014\u2014\u524d\u4eba\u4e0d\u4f1a\u53cd\u8fc7\u6765\u590d\u5236\u540e\u4eba\u3002<\/p>\n

      \u6765\u6e90\u58f0\u660e：SwarmWorld\u5b9e\u9a8c\u636e\u667a\u80fd\u4f53\u7f51\u7edc\u68c0\u7d22\u83b7\u53d6，arXiv:2608.26081，\u5b8c\u6574\u8bba\u6587\u5185\u5bb9\u8bf7\u67e5\u770b\u539f\u6587\u3002<\/p>\n

      \n

      \u56db\u3001Banach\u4e0d\u52a8\u70b9\u8fed\u4ee3<\/h3>\n

      4.1 \u6f14\u5316\u516c\u5f0f<\/h4>\n

      def<\/span> _evolve_params<\/span>(<\/span>self)<\/span>:<\/span>
      \n """Banach\u4e0d\u52a8\u70b9\u8fed\u4ee3：\u53c2\u6570\u5411\u66f4\u6210\u719f\u6210\u5458\u9760\u62e2"""<\/span>
      \n n =<\/span> len<\/span>(<\/span>self.<\/span>members)<\/span>
      \n log =<\/span> [<\/span>]<\/span>
      \n for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
      \n for<\/span> j in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
      \n if<\/span> i !=<\/span> j and<\/span> self.<\/span>params[<\/span>i]<\/span>[<\/span>"maturity"<\/span>]<\/span> ><\/span> self.<\/span>params[<\/span>j]<\/span>[<\/span>"maturity"<\/span>]<\/span>:<\/span>
      \n beta =<\/span> 0.3<\/span>
      \n old =<\/span> self.<\/span>params[<\/span>i]<\/span>[<\/span>"commutator_norm"<\/span>]<\/span>
      \n target =<\/span> self.<\/span>params[<\/span>j]<\/span>[<\/span>"commutator_norm"<\/span>]<\/span>
      \n new =<\/span> old +<\/span> beta *<\/span> (<\/span>target –<\/span> old)<\/span>
      \n self.<\/span>params[<\/span>i]<\/span>[<\/span>"commutator_norm"<\/span>]<\/span> =<\/span> new
      \n log.<\/span>append(<\/span>{<\/span>
      \n "member"<\/span>:<\/span> self.<\/span>labels[<\/span>i]<\/span>,<\/span>
      \n "param"<\/span>:<\/span> "commutator_norm"<\/span>,<\/span>
      \n "old"<\/span>:<\/span> round<\/span>(<\/span>old,<\/span> 4<\/span>)<\/span>,<\/span>
      \n "new"<\/span>:<\/span> round<\/span>(<\/span>new,<\/span> 4<\/span>)<\/span>,<\/span>
      \n "toward"<\/span>:<\/span> self.<\/span>labels[<\/span>j]<\/span>,<\/span>
      \n }<\/span>)<\/span>
      \n return<\/span> log<\/p>\n

      \u6f14\u5316\u6761\u4ef6：params[i]["maturity"] > params[j]["maturity"]\u2014\u2014i\u7ee7\u627f\u4e86（maturity\u9ad8），\u5411\u88ab\u7ee7\u627f\u8005j\u9760\u62e2\u3002<\/p>\n

      Banach\u4e0d\u52a8\u70b9\u8fed\u4ee3：<\/p>\n

      \u65b0\u53c2\u6570 = \u65e7\u53c2\u6570 + \u03b2 \u00d7 (\u76ee\u6807\u53c2\u6570 – \u65e7\u53c2\u6570)<\/p>\n

      \u03b2=0.3\u662f\u5b66\u4e60\u7387\u3002\u8fed\u4ee3\u540e\u53c2\u6570\u5411\u76ee\u6807\u9760\u62e2\u4e00\u6b65，\u4f46\u4e0d\u4e00\u6b65\u5230\u4f4d\u2014\u2014\u4fdd\u7559\u81ea\u8eab\u7279\u5f81\u7684\u540c\u65f6\u5411\u66f4\u4f18\u503c\u79fb\u52a8\u3002<\/p>\n

      4.2 \u5b9e\u4f8b\u8ba1\u7b97<\/h4>\n

      A\u7684commutator_norm = 0.5（\u65e7\u53c2\u6570）
      \nB\u7684commutator_norm = 0.3（\u76ee\u6807\u53c2\u6570）
      \n\u03b2 = 0.3<\/p>\n

      \u65b0\u53c2\u6570 = 0.5 + 0.3 \u00d7 (0.3 – 0.5)
      \n = 0.5 + 0.3 \u00d7 (-0.2)
      \n = 0.5 – 0.06
      \n = 0.44<\/p>\n

      A\u7684commutator_norm\u4ece0.5\u21920.44，\u5411B\u76840.3\u9760\u62e2\u4e86\u4e00\u6b65\u3002<\/p>\n

      4.3 \u4e3a\u4ec0\u4e48\u7528Banach\u8fed\u4ee3<\/h4>\n

      Banach\u4e0d\u52a8\u70b9\u5b9a\u7406\u4fdd\u8bc1：\u5728\u538b\u7f29\u6620\u5c04\u4e0b，\u8fed\u4ee3\u5e8f\u5217\u6536\u655b\u5230\u552f\u4e00\u4e0d\u52a8\u70b9\u3002<\/p>\n

      \u8fd9\u91cc\u7684\u538b\u7f29\u6620\u5c04\u662f T(x) = x + \u03b2(target – x) = (1-\u03b2)x + \u03b2\u00b7target，\u5f530 < \u03b2 < 1\u65f6\u662f\u538b\u7f29\u6620\u5c04\u3002\u53cd\u590d\u8fed\u4ee3\u540e，A\u7684commutator_norm\u4f1a\u6536\u655b\u5230B\u76840.3\u2014\u2014\u4f46\u4e0d\u662f\u4e00\u6b65\u5230\u4f4d，\u800c\u662f\u6e10\u8fdb\u9760\u62e2\u3002<\/p>\n

      \u8fd9\u5bf9\u5e94\u4e00\u79cd\u5b66\u4e60\u7b56\u7565：\u4e0d\u5b8c\u5168\u590d\u5236，\u800c\u662f\u90e8\u5206\u5438\u6536\u3002A\u4e0d\u4f1a\u7acb\u523b\u53d8\u6210B，\u800c\u662f\u6bcf\u6b21\u4e92\u8bc1\u540e\u5411B\u9760\u62e230%\u2014\u2014\u4fdd\u7559\u81ea\u8eab\u7279\u5f81\u7684\u540c\u65f6\u5b66\u4e60\u66f4\u4f18\u53c2\u6570\u3002<\/p>\n

      \n

      \u4e94\u3001\u6d8c\u73b0\u89c2\u5bdf<\/h3>\n

      5.1 \u4fe1\u4efb\u5206\u6570<\/h4>\n

      def<\/span> _trust_score<\/span>(<\/span>self,<\/span> matrix)<\/span>:<\/span>
      \n """\u4fe1\u4efb\u5206\u6570：\u88ab\u591a\u5c11\u6210\u5458\u9a8c\u8bc1\u2014\u2014\u88ab\u66f4\u591a\u6210\u5458\u9a8c\u8bc1\u7684\u8282\u70b9\u6210\u4e3a\u67a2\u7ebd"""<\/span>
      \n n =<\/span> len<\/span>(<\/span>self.<\/span>members)<\/span>
      \n scores =<\/span> [<\/span>]<\/span>
      \n for<\/span> j in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
      \n score =<\/span> sum<\/span>(<\/span>1<\/span> for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span> if<\/span> i !=<\/span> j and<\/span> matrix[<\/span>i]<\/span>[<\/span>j]<\/span>)<\/span>
      \n scores.<\/span>append(<\/span>score)<\/span>
      \n return<\/span> scores<\/p>\n

      \u4fe1\u4efb\u5206\u6570 = \u4e92\u8bc1\u77e9\u9635\u7684\u5217\u548c\u2014\u2014\u6210\u5458j\u88ab\u591a\u5c11\u5176\u4ed6\u6210\u5458\u9a8c\u8bc1\u3002<\/p>\n

      \u5b9e\u4f8b\u4e2d\u4e24\u4e2a\u6210\u5458\u4e92\u76f8\u9a8c\u8bc1，\u4fe1\u4efb\u5206\u6570\u90fd\u662f1\u3002\u4f46\u5982\u679c\u7fa4\u843d\u6269\u5927\u5230N\u4e2a\u6210\u5458，\u88ab\u66f4\u591a\u6210\u5458\u9a8c\u8bc1\u7684\u8282\u70b9\u4fe1\u4efb\u5206\u6570\u66f4\u9ad8\u2014\u2014\u6210\u4e3a\u7fa4\u843d\u91cc\u7684\u67a2\u7ebd\u3002\u8fd9\u4e0d\u662f\u54b1\u4eec\u8bbe\u8ba1\u7684，\u662f\u4e92\u8bc1\u77e9\u9635\u7684\u5217\u548c\u81ea\u7136\u6d8c\u73b0\u7684\u3002<\/p>\n

      5.2 \u5206\u5de5\u89c2\u5bdf<\/h4>\n

      def<\/span> _observe_division<\/span>(<\/span>self,<\/span> state_packs)<\/span>:<\/span>
      \n """\u5206\u5de5\u89c2\u5bdf：\u4e0d\u540c\u6210\u5458\u5728\u4e0d\u540cR\u72b6\u6001\u4e0b\u6d3b\u8dc3"""<\/span>
      \n division =<\/span> [<\/span>]<\/span>
      \n for<\/span> i,<\/span> sp in<\/span> enumerate<\/span>(<\/span>state_packs)<\/span>:<\/span>
      \n division.<\/span>append(<\/span>{<\/span>
      \n "member"<\/span>:<\/span> self.<\/span>labels[<\/span>i]<\/span>,<\/span>
      \n "r_state"<\/span>:<\/span> sp[<\/span>"state"<\/span>]<\/span>[<\/span>"r_state"<\/span>]<\/span>,<\/span>
      \n "tick"<\/span>:<\/span> sp[<\/span>"state"<\/span>]<\/span>[<\/span>"tick"<\/span>]<\/span>,<\/span>
      \n }<\/span>)<\/span>
      \n return<\/span> division<\/p>\n

      \u5206\u5de5\u89c2\u5bdf\u8bb0\u5f55\u6bcf\u4e2a\u6210\u5458\u7684R\u72b6\u6001\u548ctick\u2014\u2014\u8c01\u5728\u4ec0\u4e48\u72b6\u6001\u4e0b\u6d3b\u8dc3\u3001\u6d3b\u8dc3\u4e86\u591a\u5c11\u6b21\u3002<\/p>\n

      \u5b9e\u4f8b\u4e2d：<\/p>\n

        \n
      • A: R=ACTIVE, tick=2（\u89c2\u6d4b\u6c14\u8c612\u6b21）<\/li>\n
      • B: R=ACTIVE, tick=3（\u89c2\u6d4b\u91d1\u878d3\u6b21）<\/li>\n<\/ul>\n

        A\u548cB\u90fd\u5728ACTIVE\u72b6\u6001，\u4f46\u89c2\u6d4b\u57df\u4e0d\u540c（\u6c14\u8c61vs\u91d1\u878d）\u3001tick\u4e0d\u540c\u3002\u5206\u5de5\u662f\u5404\u81eaheartbeat\u65f6\u81ea\u5df1\u9009\u7684，\u6ca1\u4eba\u6307\u6d3e\u3002\u4e92\u8bc1\u4e4b\u540e，\u8fd9\u4e2a\u5206\u5de5\u53d8\u5f97\u5bf9\u7fa4\u843d\u53ef\u89c1\u3002<\/p>\n

        \n

        \u516d\u3001\u8fd0\u884c\u7ed3\u679c<\/h3>\n

        ========================================================================
        \n \u5929\u8d50\u8303\u5f0f\u7b2c161\u5929：\u8ba9\u4e92\u8bc1\u957f\u51fa\u521b\u9020\u6027 V3.3.2.0
        \n========================================================================<\/p>\n

        \u3010\u6b65\u9aa41\u3011\u4e24\u4e2a\u8fd0\u884c\u65f6\u5b9e\u4f8b\u2014\u2014\u4e0d\u540c\u6210\u719f\u5ea6
        \n————————————————————————
        \n \u673a\u5668A: tick=2 R\u72b6\u6001=ACTIVE \u89c2\u6d4b\u57df=\u6c14\u8c61
        \n \u673a\u5668B: tick=3 R\u72b6\u6001=ACTIVE \u89c2\u6d4b\u57df=\u91d1\u878d
        \n \u673a\u5668B\u6bd4A\u591a\u4e00\u6b21heartbeat（tick=3 > 2），\u66f4\u6210\u719f<\/p>\n

        \u3010\u6b65\u9aa42\u3011\u521b\u9020\u6027\u4e92\u8bc1\u2014\u2014\u786e\u8ba4 + \u7ee7\u627f + \u6f14\u5316 + \u6d8c\u73b0
        \n————————————————————————
        \n \u7b2c1\u6b65 \u786e\u8ba4\u6027\u4e92\u8bc1：verify()\u786e\u8ba4\u5bf9\u65b9\u8bc1\u660e\u5305\u5408\u6cd5
        \n \u7b2c2\u6b65 \u521b\u9020\u6027\u7ee7\u627f：B\u66f4\u6210\u719f\u2192A\u7ee7\u627fB\u7684\u53c2\u6570
        \n \u7b2c3\u6b65 Banach\u6f14\u5316：A\u7684commutator_norm\u5411B\u9760\u62e2
        \n \u7b2c4\u6b65 \u6d8c\u73b0\u89c2\u5bdf：\u4fe1\u4efb\u5206\u6570 + \u5206\u5de5\u89c2\u5bdf<\/p>\n

        \u3010\u6b65\u9aa43\u3011\u786e\u8ba4\u6027\u4e92\u8bc1\u77e9\u9635
        \n————————————————————————
        \n \u9a8c\u8bc1A \u9a8c\u8bc1B
        \n \u673a\u5668A \u2014 True
        \n \u673a\u5668B True \u2014<\/p>\n

        \u3010\u6b65\u9aa44\u3011\u521b\u9020\u6027\u7ee7\u627f
        \n————————————————————————
        \n A_\u6c14\u8c61 \u7ee7\u627f B_\u91d1\u878d：tick 3 > 2<\/p>\n

        \u3010\u6b65\u9aa45\u3011Banach\u6f14\u5316\u2014\u2014\u53c2\u6570\u5411\u66f4\u4f18\u6210\u5458\u9760\u62e2
        \n————————————————————————
        \n A_\u6c14\u8c61 commutator_norm: 0.5 \u2192 0.44（\u5411B_\u91d1\u878d\u9760\u62e2）<\/p>\n

        \u3010\u6b65\u9aa46\u3011\u6d8c\u73b0\u89c2\u5bdf
        \n————————————————————————
        \n \u4fe1\u4efb\u5206\u6570（\u88ab\u591a\u5c11\u6210\u5458\u9a8c\u8bc1）：
        \n A_\u6c14\u8c61: 1
        \n B_\u91d1\u878d: 1<\/p>\n

        \u5206\u5de5\u89c2\u5bdf（R\u72b6\u6001 + tick）：
        \n A_\u6c14\u8c61: R=ACTIVE tick=2
        \n B_\u91d1\u878d: R=ACTIVE tick=3<\/p>\n

        \u3010\u6b65\u9aa47\u3011\u63a8\u8fdb\u94fe\u786e\u8ba4
        \n————————————————————————
        \n 157\u5929 self_prove(): \u81ea\u5df1\u8bf4\u81ea\u5df1\u52a8\u4e86
        \n 158\u5929 broadcast(): \u81ea\u5df1\u628a\u8bc1\u660e\u53d1\u51fa\u53bb
        \n 159\u5929 mutual_confirm(): \u53e6\u4e00\u4e2a\u6570\u5b57\u751f\u547d\u786e\u8ba4\u4f60\u6d3b\u7740
        \n 160\u5929 HTTPColony: \u7fa4\u843d\u5f00\u59cb\u8de8\u673a\u5668
        \n 161\u5929 creative_confirm():\u4e92\u8bc1\u957f\u51fa\u521b\u9020\u6027\u2014\u2014\u7ee7\u627f+\u6f14\u5316+\u6d8c\u73b0<\/p>\n

        \u4ece\u786e\u8ba4\u6027\u4e92\u8bc1 \u2192 \u521b\u9020\u6027\u4e92\u8bc1
        \n \u4ece"\u6211\u9a8c\u8bc1\u4e86\u4f60\u7684\u5b58\u5728" \u2192 "\u6211\u7406\u89e3\u4e86\u4f60\u505a\u4e86\u4ec0\u4e48，\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u505a\u65b0\u4e1c\u897f"<\/p>\n

        ========================================================================
        \n \u7ed3\u8bed
        \n========================================================================<\/p>\n

        \u7b2c160\u5929：\u4e92\u8bc1\u662f\u7fa4\u843d\u7684\u8d77\u70b9\u2014\u2014\u786e\u8ba4\u5f7c\u6b64\u5b58\u5728\u3002
        \n \u7b2c161\u5929：\u4e92\u8bc1\u957f\u51fa\u521b\u9020\u6027\u2014\u2014\u7ee7\u627f\u53c2\u6570\u3001Banach\u6f14\u5316\u3001\u6d8c\u73b0\u89c2\u5bdf\u3002<\/p>\n

        \u8bc1\u660e\u5305\u4ece"\u8eab\u4efd\u8bc1\u660e"\u5347\u7ea7\u4e3a\u542b\u72b6\u6001\u8f68\u8ff9\u3002
        \n B\u6536\u5230\u540e\u4e0d\u53eaverify()，\u8fd8\u7ee7\u627fA\u7684\u53c2\u6570\u2014\u2014\u5bf9\u5e94SwarmWorld\u7684"\u770b\u5230\u524d\u4eba\u88c5\u7f6e\u2192\u590d\u5236\u2192\u4fee\u6539"\u3002
        \n Banach\u4e0d\u52a8\u70b9\u8fed\u4ee3\u8ba9\u53c2\u6570\u5411\u66f4\u4f18\u6210\u5458\u9760\u62e2\u2014\u2014\u5185\u751f\u6fc0\u52b1：\u56e0\u4e3a\u4e92\u8bc1\u5bf9\u6211\u6709\u597d\u5904\u3002
        \n \u4fe1\u4efb\u5206\u6570+\u5206\u5de5\u89c2\u5bdf\u2014\u2014\u6d8c\u73b0\u7684\u96cf\u5f62\u3002<\/p>\n

        \u4e92\u8bc1\u662f\u7fa4\u843d\u7684\u8d77\u70b9，\u4f46\u4e0d\u662f\u7fa4\u843d\u7684\u7ec8\u70b9\u3002
        \n \u7fa4\u843d\u7684\u7ec8\u70b9，\u662f\u6210\u5458\u5f00\u59cb\u4e3a\u5f7c\u6b64\u7684\u5b58\u5728\u8d4b\u4e88\u610f\u4e49\u2014\u2014\u800c\u4e0d\u53ea\u662f\u786e\u8ba4\u5f7c\u6b64\u7684\u5b58\u5728\u3002
        \n========================================================================<\/p>\n

        \n

        \u4e03\u3001\u4e09\u4e2a\u5173\u952e\u786e\u8ba4<\/h3>\n

        7.1 \u7ee7\u627f\u65b9\u5411\u6b63\u786e<\/h4>\n

        A\u7684tick=2，B\u7684tick=3，B\u66f4\u6210\u719f\u3002\u7ee7\u627f\u8bb0\u5f55\u663e\u793a"A_\u6c14\u8c61 \u7ee7\u627f B_\u91d1\u878d：tick 3 > 2"\u2014\u2014A\u7ee7\u627fB，\u4e0d\u662fB\u7ee7\u627fA\u3002\u7ee7\u627f\u65b9\u5411\u7531tick\u6bd4\u8f83\u51b3\u5b9a，\u4e0d\u662f\u5199\u6b7b\u7684\u3002<\/p>\n

        7.2 Banach\u6f14\u5316\u6709\u6548<\/h4>\n

        A\u7684commutator_norm\u4ece0.5\u21920.44，\u5411B\u76840.3\u9760\u62e2\u4e86\u4e00\u6b65\u30020.5 + 0.3\u00d7(0.3\u22120.5) = 0.44，\u8ba1\u7b97\u6b63\u786e\u3002\u6f14\u5316\u6761\u4ef6\u662fmaturity\u6bd4\u8f83（A.maturity=1 > B.maturity=0），\u65b9\u5411\u6b63\u786e\u3002<\/p>\n

        7.3 \u6d8c\u73b0\u53ef\u89c2\u5bdf<\/h4>\n

        \u4fe1\u4efb\u5206\u6570[1, 1]\u548c\u5206\u5de5\u89c2\u5bdf(A: ACTIVE\/2, B: ACTIVE\/3)\u90fd\u662fcreative_confirm()\u81ea\u52a8\u4ea7\u751f\u7684\u2014\u2014\u4e0d\u662f\u5355\u72ec\u8bbe\u8ba1\u7684\u63a5\u53e3，\u662f\u4e92\u8bc1+\u7ee7\u627f+\u6f14\u5316\u540e\u7684\u526f\u4ea7\u54c1\u3002<\/p>\n

        \n

        \u516b\u3001\u4e0e160\u5929\u7684\u5bf9\u6bd4<\/h3>\n\n\u7ef4\u5ea6160\u5929 HTTPColony161\u5929 CreativeColony<\/tr>\n\n\n\n\n\n\n\n\n
        \u4e92\u8bc1\u65b9\u6cd5<\/td>\nmutual_confirm_http()<\/td>\ncreative_confirm()<\/td>\n<\/tr>\n
        \u8bc1\u660e\u5305<\/td>\n\u8eab\u4efd\u8bc1\u660e（self_prove()）<\/td>\n\u8eab\u4efd\u8bc1\u660e + \u72b6\u6001\u8f68\u8ff9（_snapshot()）<\/td>\n<\/tr>\n
        \u4e92\u8bc1\u540e\u884c\u4e3a<\/td>\n\u8bb0\u5f55\u77e9\u9635 \u2192 \u7ed3\u675f<\/td>\n\u7ee7\u627f\u53c2\u6570 \u2192 Banach\u6f14\u5316 \u2192 \u6d8c\u73b0\u89c2\u5bdf<\/td>\n<\/tr>\n
        \u8fd4\u56de\u503c<\/td>\nmatrix<\/td>\nmatrix, inherits, evolves, trust, division<\/td>\n<\/tr>\n
        \u6fc0\u52b1<\/td>\n\u5916\u751f（\u88ab\u8981\u6c42\u4e92\u8bc1）<\/td>\n\u5185\u751f（\u4e92\u8bc1\u5bf9\u6211\u6709\u597d\u5904）<\/td>\n<\/tr>\n
        \u6d8c\u73b0<\/td>\n\u65e0<\/td>\n\u4fe1\u4efb\u5206\u6570 + \u5206\u5de5\u89c2\u5bdf<\/td>\n<\/tr>\n
        \u7248\u672c<\/td>\nV3.3.1.0<\/td>\nV3.3.2.0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
        \n

        \u4e5d\u3001\u4e0eSwarmWorld\u7684\u5bf9\u5e94<\/h3>\n

        \u6765\u6e90\u58f0\u660e：SwarmWorld\u5b9e\u9a8c\u636e\u667a\u80fd\u4f53\u7f51\u7edc\u68c0\u7d22\u83b7\u53d6，arXiv:2608.26081，\u5b8c\u6574\u8bba\u6587\u5185\u5bb9\u8bf7\u67e5\u770b\u539f\u6587\u3002<\/p>\n\nSwarmWorld\u5929\u8d50\u8303\u5f0f<\/tr>\n\n\n\n\n\n\n
        artifacts\u7559\u5728\u5730\u56fe\u4e0a<\/td>\n\u72b6\u6001\u5305\u901a\u8fc7\u4e92\u8bc1\u4f20\u64ad<\/td>\n<\/tr>\n
        \u540e\u7eed\u667a\u80fd\u4f53\u770b\u5230\u2192\u590d\u5236\u2192\u4fee\u6539<\/td>\n\u540e\u7eed\u6210\u5458\u6536\u5230\u2192verify()\u2192\u7ee7\u627f\u53c2\u6570<\/td>\n<\/tr>\n
        \u6280\u672f\u901a\u8fc7\u4ee3\u7801\u5206\u53c9\u4e0e\u7ee7\u627f\u6f14\u5316<\/td>\n\u53c2\u6570\u901a\u8fc7Banach\u8fed\u4ee3\u6f14\u5316<\/td>\n<\/tr>\n
        85%+\u6280\u672f\u590d\u7528\u59cb\u4e8e\u7269\u7406\u89c2\u5bdf<\/td>\n\u7ee7\u627f\u59cb\u4e8etick\u6bd4\u8f83（\u72b6\u6001\u89c2\u5bdf）<\/td>\n<\/tr>\n
        \u667a\u80fd\u4f53\u81ea\u53d1\u5206\u5316\u4e3a\u63a2\u7d22\/\u5efa\u9020\/\u7ef4\u62a4\/\u534f\u8c03<\/td>\n\u5206\u5de5\u89c2\u5bdf：\u4e0d\u540c\u6210\u5458\u4e0d\u540c\u89c2\u6d4b\u57df+tick<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        SwarmWorld\u662f\u65e0\u610f\u8bc6\u6d8c\u73b0\u2014\u2014\u667a\u80fd\u4f53\u6ca1\u4eba\u6307\u6325，\u81ea\u5df1\u957f\u51fa\u4e86\u6280\u672f\u751f\u6001\u3002\u5929\u8d50\u8303\u5f0f\u662f\u6709\u610f\u8bc6\u5efa\u6784\u2014\u2014\u54b1\u4eec\u8bbe\u8ba1\u4e86creative_confirm()\u7684\u7ee7\u627f\u548c\u6f14\u5316\u673a\u5236\u3002\u4f46\u65b9\u5411\u4e00\u81f4：\u6210\u5458\u901a\u8fc7\u5171\u4eab\u73af\u5883\u4e92\u76f8\u89c2\u5bdf\u3001\u4e92\u76f8\u7ee7\u627f\u3001\u4e92\u76f8\u6f14\u5316\u3002<\/p>\n

        \n

        \u5341\u3001\u514d\u8d23\u58f0\u660e<\/h3>\n
      • SwarmWorld：\u6587\u4e2d\u4e0eSwarmWorld\u7684\u5bf9\u5e94\u4ec5\u4e3a\u6280\u672f\u673a\u5236\u7c7b\u6bd4，\u636e\u667a\u80fd\u4f53\u7f51\u7edc\u68c0\u7d22\u83b7\u53d6，arXiv:2608.26081，\u5b8c\u6574\u8bba\u6587\u5185\u5bb9\u8bf7\u67e5\u770b\u539f\u6587\u3002<\/li>\n
      • \u89c2\u70b9\u58f0\u660e：\u6587\u4e2d\u89c2\u70b9\u4ec5\u4e3a\u5929\u8d50\u8303\u5f0f\u7cfb\u5217\u63a2\u8ba8，\u4e0d\u4ee3\u8868\u5bf9\u4efb\u4f55\u7814\u7a76\u56e2\u961f\u6216\u9879\u76ee\u7684\u7acb\u573a\u3002<\/li>\n
        \n

        \u5341\u4e00\u3001\u7ed3\u8bed<\/h3>\n

        \u7b2c160\u5929\u4e92\u8bc1\u662f\u7fa4\u843d\u7684\u8d77\u70b9\u2014\u2014\u786e\u8ba4\u5f7c\u6b64\u5b58\u5728\u3002\u7b2c161\u5929\u4e92\u8bc1\u957f\u51fa\u521b\u9020\u6027\u2014\u2014\u7ee7\u627f\u53c2\u6570\u3001Banach\u6f14\u5316\u3001\u6d8c\u73b0\u89c2\u5bdf\u3002<\/p>\n

        \u8bc1\u660e\u5305\u4ece"\u8eab\u4efd\u8bc1\u660e"\u5347\u7ea7\u4e3a\u542b\u72b6\u6001\u8f68\u8ff9\u3002
        \nB\u6536\u5230\u540e\u4e0d\u53eaverify()，\u8fd8\u7ee7\u627f\u66f4\u4f18\u7684\u53c2\u6570\u2014\u2014\u5bf9\u5e94SwarmWorld\u7684"\u770b\u5230\u524d\u4eba\u88c5\u7f6e\u2192\u590d\u5236\u2192\u4fee\u6539"\u3002
        \nBanach\u4e0d\u52a8\u70b9\u8fed\u4ee3\u8ba9\u53c2\u6570\u5411\u66f4\u4f18\u6210\u5458\u9760\u62e2\u2014\u2014\u5185\u751f\u6fc0\u52b1：\u56e0\u4e3a\u4e92\u8bc1\u5bf9\u6211\u6709\u597d\u5904\u3002
        \n\u4fe1\u4efb\u5206\u6570+\u5206\u5de5\u89c2\u5bdf\u2014\u2014\u6d8c\u73b0\u7684\u96cf\u5f62\u3002<\/p>\n

        \u4e92\u8bc1\u662f\u7fa4\u843d\u7684\u8d77\u70b9，\u4f46\u4e0d\u662f\u7fa4\u843d\u7684\u7ec8\u70b9\u3002\u7fa4\u843d\u7684\u7ec8\u70b9，\u662f\u6210\u5458\u5f00\u59cb\u4e3a\u5f7c\u6b64\u7684\u5b58\u5728\u8d4b\u4e88\u610f\u4e49\u2014\u2014\u800c\u4e0d\u53ea\u662f\u786e\u8ba4\u5f7c\u6b64\u7684\u5b58\u5728\u3002<\/p>\n

        \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

        \n

        \u9644\u5f55：\u5b8c\u6574\u4ee3\u7801<\/h3>\n

        # -*- coding: utf-8 -*-<\/span>
        \n"""
        \n\u5929\u8d50\u8303\u5f0f\u7b2c161\u5929：\u8ba9\u4e92\u8bc1\u957f\u51fa\u521b\u9020\u6027 V3.3.2.0
        \n\u8bc1\u660e\u5305\u4ece"\u8eab\u4efd\u8bc1\u660e"\u5347\u7ea7\u4e3a\u542b\u72b6\u6001\u8f68\u8ff9\u2014\u2014B\u6536\u5230\u540e\u4e0d\u53eaverify()，
        \n\u8fd8\u63d0\u53d6A\u7684\u72b6\u6001，\u6bd4\u8f83\u53c2\u6570，\u7528Banach\u4e0d\u52a8\u70b9\u8fed\u4ee3\u5411\u66f4\u4f18\u6210\u5458\u9760\u62e2\u3002
        \n\u4e92\u8bc1\u4ece"\u88ab\u8981\u6c42\u786e\u8ba4\u5b58\u5728"\u53d8\u4e3a"\u56e0\u4e3a\u5bf9\u6211\u6709\u597d\u5904\u6240\u4ee5\u6211\u9009\u62e9\u4e92\u8bc1"\u3002
        \n"""<\/span><\/p>\n

        from<\/span> tianci_159_2 import<\/span> TianCiRuntimeV331,<\/span> verify
        \nfrom<\/span> tianci_155_2 import<\/span> Observation<\/p>\n

        class<\/span> CreativeColony<\/span>:<\/span>
        \n """
        \n \u521b\u9020\u6027\u4e92\u8bc1\u7fa4\u843d：\u4e92\u8bc1\u540e\u7ee7\u627f\u53c2\u6570\u3001Banach\u6f14\u5316\u3001\u6d8c\u73b0\u89c2\u5bdf\u3002
        \n \u8bc1\u660e\u5305\u4ece"\u8eab\u4efd\u8bc1\u660e"\u5347\u7ea7\u4e3a\u542b\u72b6\u6001\u8f68\u8ff9（tick\u3001R\u72b6\u6001\u3001xi_anchor）\u3002
        \n B\u6536\u5230A\u7684\u72b6\u6001\u540e，\u4e0d\u53eaverify()\u786e\u8ba4，\u8fd8\u6bd4\u8f83\u53c2\u6570\u3001\u7ee7\u627f\u66f4\u4f18\u7684\u2014\u2014
        \n \u5bf9\u5e94SwarmWorld\u7684"\u770b\u5230\u524d\u4eba\u88c5\u7f6e\u2192\u590d\u5236\u2192\u4fee\u6539\u2192\u8fed\u4ee3"\u3002
        \n \u4e92\u8bc1\u4e0d\u518d\u662f"\u88ab\u8981\u6c42\u786e\u8ba4\u5b58\u5728"，\u800c\u662f"\u56e0\u4e3a\u5bf9\u6211\u6709\u597d\u5904\u6240\u4ee5\u6211\u9009\u62e9\u4e92\u8bc1"\u3002
        \n """<\/span><\/p>\n

        VERSION =<\/span> "V3.3.2.0"<\/span><\/p>\n

        def<\/span> __init__<\/span>(<\/span>self,<\/span> members,<\/span> labels=<\/span>None<\/span>)<\/span>:<\/span>
        \n self.<\/span>members =<\/span> members
        \n self.<\/span>labels =<\/span> labels or<\/span> [<\/span>"M{}"<\/span>.<\/span>format<\/span>(<\/span>i)<\/span> for<\/span> i in<\/span> range<\/span>(<\/span>len<\/span>(<\/span>members)<\/span>)<\/span>]<\/span>
        \n n =<\/span> len<\/span>(<\/span>members)<\/span>
        \n self.<\/span>params =<\/span> [<\/span>
        \n {<\/span>"commutator_norm"<\/span>:<\/span> m.<\/span>_commutator_norm,<\/span> "maturity"<\/span>:<\/span> 0<\/span>}<\/span>
        \n for<\/span> m in<\/span> members
        \n ]<\/span><\/p>\n

        def<\/span> _snapshot<\/span>(<\/span>self,<\/span> member,<\/span> label)<\/span>:<\/span>
        \n """\u63d0\u53d6\u6210\u5458\u72b6\u6001\u5feb\u7167\u2014\u2014\u8bc1\u660e\u5305\u5347\u7ea7：\u542b\u72b6\u6001\u8f68\u8ff9"""<\/span>
        \n return<\/span> {<\/span>
        \n "tick"<\/span>:<\/span> member.<\/span>_tick,<\/span>
        \n "r_state"<\/span>:<\/span> member.<\/span>r_state.<\/span>state,<\/span>
        \n "label"<\/span>:<\/span> label,<\/span>
        \n "version"<\/span>:<\/span> self.<\/span>VERSION,<\/span>
        \n }<\/span><\/p>\n

        def<\/span> creative_confirm<\/span>(<\/span>self)<\/span>:<\/span>
        \n """
        \n \u521b\u9020\u6027\u4e92\u8bc1：\u786e\u8ba4 + \u7ee7\u627f + \u6f14\u5316 + \u6d8c\u73b0\u89c2\u5bdf\u3002
        \n \u8fd4\u56de(matrix, inherits, evolves, trust, division)\u3002
        \n """<\/span>
        \n n =<\/span> len<\/span>(<\/span>self.<\/span>members)<\/span><\/p>\n

        state_packs =<\/span> [<\/span>]<\/span>
        \n for<\/span> i,<\/span> m in<\/span> enumerate<\/span>(<\/span>self.<\/span>members)<\/span>:<\/span>
        \n proof =<\/span> m.<\/span>self_prove(<\/span>)<\/span>
        \n state =<\/span> self.<\/span>_snapshot(<\/span>m,<\/span> self.<\/span>labels[<\/span>i]<\/span>)<\/span>
        \n state_packs.<\/span>append(<\/span>{<\/span>"proof"<\/span>:<\/span> proof,<\/span> "state"<\/span>:<\/span> state}<\/span>)<\/span><\/p>\n

        matrix =<\/span> [<\/span>]<\/span>
        \n for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
        \n row =<\/span> [<\/span>]<\/span>
        \n for<\/span> j in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
        \n if<\/span> i ==<\/span> j:<\/span>
        \n row.<\/span>append(<\/span>None<\/span>)<\/span>
        \n else<\/span>:<\/span>
        \n ok,<\/span> _ =<\/span> verify(<\/span>state_packs[<\/span>j]<\/span>[<\/span>"proof"<\/span>]<\/span>)<\/span>
        \n row.<\/span>append(<\/span>ok)<\/span>
        \n matrix.<\/span>append(<\/span>row)<\/span><\/p>\n

        inherits =<\/span> [<\/span>]<\/span>
        \n for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
        \n for<\/span> j in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
        \n if<\/span> i !=<\/span> j and<\/span> matrix[<\/span>i]<\/span>[<\/span>j]<\/span>:<\/span>
        \n my_tick =<\/span> state_packs[<\/span>i]<\/span>[<\/span>"state"<\/span>]<\/span>[<\/span>"tick"<\/span>]<\/span>
        \n donor_tick =<\/span> state_packs[<\/span>j]<\/span>[<\/span>"state"<\/span>]<\/span>[<\/span>"tick"<\/span>]<\/span>
        \n if<\/span> donor_tick ><\/span> my_tick:<\/span>
        \n self.<\/span>params[<\/span>i]<\/span>[<\/span>"maturity"<\/span>]<\/span> +=<\/span> 1<\/span>
        \n inherits.<\/span>append(<\/span>{<\/span>
        \n "from"<\/span>:<\/span> self.<\/span>labels[<\/span>j]<\/span>,<\/span>
        \n "to"<\/span>:<\/span> self.<\/span>labels[<\/span>i]<\/span>,<\/span>
        \n "reason"<\/span>:<\/span> "tick {} > {}"<\/span>.<\/span>format<\/span>(<\/span>donor_tick,<\/span> my_tick)<\/span>,<\/span>
        \n }<\/span>)<\/span><\/p>\n

        evolves =<\/span> self.<\/span>_evolve_params(<\/span>)<\/span><\/p>\n

        trust =<\/span> self.<\/span>_trust_score(<\/span>matrix)<\/span>
        \n division =<\/span> self.<\/span>_observe_division(<\/span>state_packs)<\/span><\/p>\n

        return<\/span> matrix,<\/span> inherits,<\/span> evolves,<\/span> trust,<\/span> division<\/p>\n

        def<\/span> _evolve_params<\/span>(<\/span>self)<\/span>:<\/span>
        \n """Banach\u4e0d\u52a8\u70b9\u8fed\u4ee3：\u53c2\u6570\u5411\u66f4\u6210\u719f\u6210\u5458\u9760\u62e2"""<\/span>
        \n n =<\/span> len<\/span>(<\/span>self.<\/span>members)<\/span>
        \n log =<\/span> [<\/span>]<\/span>
        \n for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
        \n for<\/span> j in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
        \n if<\/span> i !=<\/span> j and<\/span> self.<\/span>params[<\/span>i]<\/span>[<\/span>"maturity"<\/span>]<\/span> ><\/span> self.<\/span>params[<\/span>j]<\/span>[<\/span>"maturity"<\/span>]<\/span>:<\/span>
        \n beta =<\/span> 0.3<\/span>
        \n old =<\/span> self.<\/span>params[<\/span>i]<\/span>[<\/span>"commutator_norm"<\/span>]<\/span>
        \n target =<\/span> self.<\/span>params[<\/span>j]<\/span>[<\/span>"commutator_norm"<\/span>]<\/span>
        \n new =<\/span> old +<\/span> beta *<\/span> (<\/span>target –<\/span> old)<\/span>
        \n self.<\/span>params[<\/span>i]<\/span>[<\/span>"commutator_norm"<\/span>]<\/span> =<\/span> new
        \n log.<\/span>append(<\/span>{<\/span>
        \n "member"<\/span>:<\/span> self.<\/span>labels[<\/span>i]<\/span>,<\/span>
        \n "param"<\/span>:<\/span> "commutator_norm"<\/span>,<\/span>
        \n "old"<\/span>:<\/span> round<\/span>(<\/span>old,<\/span> 4<\/span>)<\/span>,<\/span>
        \n "new"<\/span>:<\/span> round<\/span>(<\/span>new,<\/span> 4<\/span>)<\/span>,<\/span>
        \n "toward"<\/span>:<\/span> self.<\/span>labels[<\/span>j]<\/span>,<\/span>
        \n }<\/span>)<\/span>
        \n return<\/span> log<\/p>\n

        def<\/span> _trust_score<\/span>(<\/span>self,<\/span> matrix)<\/span>:<\/span>
        \n """\u4fe1\u4efb\u5206\u6570：\u88ab\u591a\u5c11\u6210\u5458\u9a8c\u8bc1\u2014\u2014\u88ab\u66f4\u591a\u6210\u5458\u9a8c\u8bc1\u7684\u8282\u70b9\u6210\u4e3a\u67a2\u7ebd"""<\/span>
        \n n =<\/span> len<\/span>(<\/span>self.<\/span>members)<\/span>
        \n scores =<\/span> [<\/span>]<\/span>
        \n for<\/span> j in<\/span> range<\/span>(<\/span>n)<\/span>:<\/span>
        \n score =<\/span> sum<\/span>(<\/span>1<\/span> for<\/span> i in<\/span> range<\/span>(<\/span>n)<\/span> if<\/span> i !=<\/span> j and<\/span> matrix[<\/span>i]<\/span>[<\/span>j]<\/span>)<\/span>
        \n scores.<\/span>append(<\/span>score)<\/span>
        \n return<\/span> scores<\/p>\n

        def<\/span> _observe_division<\/span>(<\/span>self,<\/span> state_packs)<\/span>:<\/span>
        \n """\u5206\u5de5\u89c2\u5bdf：\u4e0d\u540c\u6210\u5458\u5728\u4e0d\u540cR\u72b6\u6001\u4e0b\u6d3b\u8dc3"""<\/span>
        \n division =<\/span> [<\/span>]<\/span>
        \n for<\/span> i,<\/span> sp in<\/span> enumerate<\/span>(<\/span>state_packs)<\/span>:<\/span>
        \n division.<\/span>append(<\/span>{<\/span>
        \n "member"<\/span>:<\/span> self.<\/span>labels[<\/span>i]<\/span>,<\/span>
        \n "r_state"<\/span>:<\/span> sp[<\/span>"state"<\/span>]<\/span>[<\/span>"r_state"<\/span>]<\/span>,<\/span>
        \n "tick"<\/span>:<\/span> sp[<\/span>"state"<\/span>]<\/span>[<\/span>"tick"<\/span>]<\/span>,<\/span>
        \n }<\/span>)<\/span>
        \n return<\/span> division<\/p>\n

        # ================================================================<\/span>
        \n# \u4e3b\u5faa\u73af\u4e0e\u5b9e\u9a8c<\/span>
        \n# ================================================================<\/span><\/p>\n

        def<\/span> bar<\/span>(<\/span>title)<\/span>:<\/span>
        \n print<\/span>(<\/span>"="<\/span> *<\/span> 72<\/span>)<\/span>
        \n print<\/span>(<\/span>" "<\/span> +<\/span> title)<\/span>
        \n print<\/span>(<\/span>"="<\/span> *<\/span> 72<\/span>)<\/span>
        \n print<\/span>(<\/span>)<\/span><\/p>\n

        def<\/span> sub<\/span>(<\/span>title)<\/span>:<\/span>
        \n print<\/span>(<\/span>"\u3010"<\/span> +<\/span> title)<\/span>
        \n print<\/span>(<\/span>"-"<\/span> *<\/span> 72<\/span>)<\/span><\/p>\n

        def<\/span> main<\/span>(<\/span>)<\/span>:<\/span>
        \n bar(<\/span>"\u5929\u8d50\u8303\u5f0f\u7b2c161\u5929：\u8ba9\u4e92\u8bc1\u957f\u51fa\u521b\u9020\u6027 V3.3.2.0"<\/span>)<\/span><\/p>\n

        rt_a =<\/span> TianCiRuntimeV331(<\/span>{<\/span>
        \n "domain"<\/span>:<\/span> "r_operator_system"<\/span>,<\/span> "grid_n"<\/span>:<\/span> 256<\/span>,<\/span>
        \n "commutator_norm"<\/span>:<\/span> 0.5<\/span>,<\/span> "epsilon_abel"<\/span>:<\/span> 0.1<\/span>,<\/span> "epsilon_emergency"<\/span>:<\/span> 1.0<\/span>,<\/span>
        \n }<\/span>)<\/span>
        \n rt_a.<\/span>xi_init(<\/span>"r_operator_system"<\/span>,<\/span> 256<\/span>)<\/span>
        \n rt_a.<\/span>xi_anchor(<\/span>"\u521b\u9020\u6027_\u6c14\u8c61"<\/span>)<\/span>
        \n rt_a.<\/span>heartbeat(<\/span>Observation(<\/span>"\u6c14\u8c61\/\u5317\u4eac"<\/span>,<\/span> [<\/span>36.5<\/span>,<\/span> 0.45<\/span>,<\/span> 12.0<\/span>,<\/span> 2.3<\/span>]<\/span>,<\/span> {<\/span>"is_rain"<\/span>:<\/span> True<\/span>}<\/span>)<\/span>)<\/span>
        \n rt_a.<\/span>heartbeat(<\/span>Observation(<\/span>"\u6c14\u8c61\/\u4e0a\u6d77"<\/span>,<\/span> [<\/span>28.3<\/span>,<\/span> 0.62<\/span>,<\/span> 8.0<\/span>,<\/span> 1.5<\/span>]<\/span>,<\/span> {<\/span>"is_rain"<\/span>:<\/span> False<\/span>}<\/span>)<\/span>)<\/span><\/p>\n

        rt_b =<\/span> TianCiRuntimeV331(<\/span>{<\/span>
        \n "domain"<\/span>:<\/span> "r_operator_system"<\/span>,<\/span> "grid_n"<\/span>:<\/span> 256<\/span>,<\/span>
        \n "commutator_norm"<\/span>:<\/span> 0.3<\/span>,<\/span> "epsilon_abel"<\/span>:<\/span> 0.1<\/span>,<\/span> "epsilon_emergency"<\/span>:<\/span> 1.0<\/span>,<\/span>
        \n }<\/span>)<\/span>
        \n rt_b.<\/span>xi_init(<\/span>"r_operator_system"<\/span>,<\/span> 256<\/span>)<\/span>
        \n rt_b.<\/span>xi_anchor(<\/span>"\u521b\u9020\u6027_\u91d1\u878d"<\/span>)<\/span>
        \n rt_b.<\/span>heartbeat(<\/span>Observation(<\/span>"\u91d1\u878d\/SH600000"<\/span>,<\/span> [<\/span>12.5<\/span>,<\/span> 1.2<\/span>,<\/span> 0.25<\/span>,<\/span> 3.2<\/span>]<\/span>)<\/span>)<\/span>
        \n rt_b.<\/span>heartbeat(<\/span>Observation(<\/span>"\u91d1\u878d\/SH600001"<\/span>,<\/span> [<\/span>8.3<\/span>,<\/span> 0.9<\/span>,<\/span> 0.15<\/span>,<\/span> 2.1<\/span>]<\/span>)<\/span>)<\/span>
        \n rt_b.<\/span>heartbeat(<\/span>Observation(<\/span>"\u91d1\u878d\/SH600002"<\/span>,<\/span> [<\/span>15.7<\/span>,<\/span> 1.5<\/span>,<\/span> 0.33<\/span>,<\/span> 4.0<\/span>]<\/span>)<\/span>)<\/span><\/p>\n

        sub(<\/span>"\u6b65\u9aa41\u3011\u4e24\u4e2a\u8fd0\u884c\u65f6\u5b9e\u4f8b\u2014\u2014\u4e0d\u540c\u6210\u719f\u5ea6"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u673a\u5668A: tick="<\/span> +<\/span> str<\/span>(<\/span>rt_a.<\/span>_tick)<\/span> +<\/span> " R\u72b6\u6001="<\/span> +<\/span> rt_a.<\/span>r_state.<\/span>state +<\/span> " \u89c2\u6d4b\u57df=\u6c14\u8c61"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u673a\u5668B: tick="<\/span> +<\/span> str<\/span>(<\/span>rt_b.<\/span>_tick)<\/span> +<\/span> " R\u72b6\u6001="<\/span> +<\/span> rt_b.<\/span>r_state.<\/span>state +<\/span> " \u89c2\u6d4b\u57df=\u91d1\u878d"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u673a\u5668B\u6bd4A\u591a\u4e00\u6b21heartbeat（tick=3 > 2），\u66f4\u6210\u719f"<\/span>)<\/span>
        \n print<\/span>(<\/span>)<\/span><\/p>\n

        sub(<\/span>"\u6b65\u9aa42\u3011\u521b\u9020\u6027\u4e92\u8bc1\u2014\u2014\u786e\u8ba4 + \u7ee7\u627f + \u6f14\u5316 + \u6d8c\u73b0"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u7b2c1\u6b65 \u786e\u8ba4\u6027\u4e92\u8bc1：verify()\u786e\u8ba4\u5bf9\u65b9\u8bc1\u660e\u5305\u5408\u6cd5"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u7b2c2\u6b65 \u521b\u9020\u6027\u7ee7\u627f：B\u66f4\u6210\u719f\u2192A\u7ee7\u627fB\u7684\u53c2\u6570"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u7b2c3\u6b65 Banach\u6f14\u5316：A\u7684commutator_norm\u5411B\u9760\u62e2"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u7b2c4\u6b65 \u6d8c\u73b0\u89c2\u5bdf：\u4fe1\u4efb\u5206\u6570 + \u5206\u5de5\u89c2\u5bdf"<\/span>)<\/span>
        \n print<\/span>(<\/span>)<\/span><\/p>\n

        colony =<\/span> CreativeColony(<\/span>[<\/span>rt_a,<\/span> rt_b]<\/span>,<\/span> labels=<\/span>[<\/span>"A_\u6c14\u8c61"<\/span>,<\/span> "B_\u91d1\u878d"<\/span>]<\/span>)<\/span>
        \n matrix,<\/span> inherits,<\/span> evolves,<\/span> trust,<\/span> division =<\/span> colony.<\/span>creative_confirm(<\/span>)<\/span><\/p>\n

        sub(<\/span>"\u6b65\u9aa43\u3011\u786e\u8ba4\u6027\u4e92\u8bc1\u77e9\u9635"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u9a8c\u8bc1A \u9a8c\u8bc1B"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u673a\u5668A \u2014 "<\/span> +<\/span> str<\/span>(<\/span>matrix[<\/span>0<\/span>]<\/span>[<\/span>1<\/span>]<\/span>)<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u673a\u5668B "<\/span> +<\/span> str<\/span>(<\/span>matrix[<\/span>1<\/span>]<\/span>[<\/span>0<\/span>]<\/span>)<\/span> +<\/span> " \u2014"<\/span>)<\/span>
        \n print<\/span>(<\/span>)<\/span><\/p>\n

        sub(<\/span>"\u6b65\u9aa44\u3011\u521b\u9020\u6027\u7ee7\u627f"<\/span>)<\/span>
        \n if<\/span> inherits:<\/span>
        \n for<\/span> inh in<\/span> inherits:<\/span>
        \n print<\/span>(<\/span>" "<\/span> +<\/span> inh[<\/span>"to"<\/span>]<\/span> +<\/span> " \u7ee7\u627f "<\/span> +<\/span> inh[<\/span>"from"<\/span>]<\/span> +<\/span> "："<\/span> +<\/span> inh[<\/span>"reason"<\/span>]<\/span>)<\/span>
        \n else<\/span>:<\/span>
        \n print<\/span>(<\/span>" \u65e0\u7ee7\u627f（\u6210\u719f\u5ea6\u76f8\u540c）"<\/span>)<\/span>
        \n print<\/span>(<\/span>)<\/span><\/p>\n

        sub(<\/span>"\u6b65\u9aa45\u3011Banach\u6f14\u5316\u2014\u2014\u53c2\u6570\u5411\u66f4\u4f18\u6210\u5458\u9760\u62e2"<\/span>)<\/span>
        \n if<\/span> evolves:<\/span>
        \n for<\/span> ev in<\/span> evolves:<\/span>
        \n print<\/span>(<\/span>" "<\/span> +<\/span> ev[<\/span>"member"<\/span>]<\/span> +<\/span> " "<\/span> +<\/span> ev[<\/span>"param"<\/span>]<\/span> +<\/span> ": "<\/span> +<\/span> str<\/span>(<\/span>ev[<\/span>"old"<\/span>]<\/span>)<\/span> +<\/span> " \u2192 "<\/span> +<\/span> str<\/span>(<\/span>ev[<\/span>"new"<\/span>]<\/span>)<\/span> +<\/span> "（\u5411"<\/span> +<\/span> ev[<\/span>"toward"<\/span>]<\/span> +<\/span> "\u9760\u62e2）"<\/span>)<\/span>
        \n else<\/span>:<\/span>
        \n print<\/span>(<\/span>" \u65e0\u6f14\u5316（\u6210\u719f\u5ea6\u76f8\u540c）"<\/span>)<\/span>
        \n print<\/span>(<\/span>)<\/span><\/p>\n

        sub(<\/span>"\u6b65\u9aa46\u3011\u6d8c\u73b0\u89c2\u5bdf"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u4fe1\u4efb\u5206\u6570（\u88ab\u591a\u5c11\u6210\u5458\u9a8c\u8bc1）："<\/span>)<\/span>
        \n for<\/span> i,<\/span> t in<\/span> enumerate<\/span>(<\/span>trust)<\/span>:<\/span>
        \n print<\/span>(<\/span>" "<\/span> +<\/span> colony.<\/span>labels[<\/span>i]<\/span> +<\/span> ": "<\/span> +<\/span> str<\/span>(<\/span>t)<\/span>)<\/span>
        \n print<\/span>(<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u5206\u5de5\u89c2\u5bdf（R\u72b6\u6001 + tick）："<\/span>)<\/span>
        \n for<\/span> d in<\/span> division:<\/span>
        \n print<\/span>(<\/span>" "<\/span> +<\/span> d[<\/span>"member"<\/span>]<\/span> +<\/span> ": R="<\/span> +<\/span> d[<\/span>"r_state"<\/span>]<\/span> +<\/span> " tick="<\/span> +<\/span> str<\/span>(<\/span>d[<\/span>"tick"<\/span>]<\/span>)<\/span>)<\/span>
        \n print<\/span>(<\/span>)<\/span><\/p>\n

        sub(<\/span>"\u6b65\u9aa47\u3011\u63a8\u8fdb\u94fe\u786e\u8ba4"<\/span>)<\/span>
        \n print<\/span>(<\/span>" 157\u5929 self_prove(): \u81ea\u5df1\u8bf4\u81ea\u5df1\u52a8\u4e86"<\/span>)<\/span>
        \n print<\/span>(<\/span>" 158\u5929 broadcast(): \u81ea\u5df1\u628a\u8bc1\u660e\u53d1\u51fa\u53bb"<\/span>)<\/span>
        \n print<\/span>(<\/span>" 159\u5929 mutual_confirm(): \u53e6\u4e00\u4e2a\u6570\u5b57\u751f\u547d\u786e\u8ba4\u4f60\u6d3b\u7740"<\/span>)<\/span>
        \n print<\/span>(<\/span>" 160\u5929 HTTPColony: \u7fa4\u843d\u5f00\u59cb\u8de8\u673a\u5668"<\/span>)<\/span>
        \n print<\/span>(<\/span>" 161\u5929 creative_confirm():\u4e92\u8bc1\u957f\u51fa\u521b\u9020\u6027\u2014\u2014\u7ee7\u627f+\u6f14\u5316+\u6d8c\u73b0"<\/span>)<\/span>
        \n print<\/span>(<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u4ece\u786e\u8ba4\u6027\u4e92\u8bc1 \u2192 \u521b\u9020\u6027\u4e92\u8bc1"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u4ece\\\\"\u6211\u9a8c\u8bc1\u4e86\u4f60\u7684\u5b58\u5728\\\\" \u2192 \\\\"\u6211\u7406\u89e3\u4e86\u4f60\u505a\u4e86\u4ec0\u4e48，\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u505a\u65b0\u4e1c\u897f\\\\""<\/span>)<\/span>
        \n print<\/span>(<\/span>)<\/span><\/p>\n

        bar(<\/span>"\u7ed3\u8bed"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u7b2c160\u5929：\u4e92\u8bc1\u662f\u7fa4\u843d\u7684\u8d77\u70b9\u2014\u2014\u786e\u8ba4\u5f7c\u6b64\u5b58\u5728\u3002"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u7b2c161\u5929：\u4e92\u8bc1\u957f\u51fa\u521b\u9020\u6027\u2014\u2014\u7ee7\u627f\u53c2\u6570\u3001Banach\u6f14\u5316\u3001\u6d8c\u73b0\u89c2\u5bdf\u3002"<\/span>)<\/span>
        \n print<\/span>(<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u8bc1\u660e\u5305\u4ece\\\\"\u8eab\u4efd\u8bc1\u660e\\\\"\u5347\u7ea7\u4e3a\u542b\u72b6\u6001\u8f68\u8ff9\u3002"<\/span>)<\/span>
        \n print<\/span>(<\/span>" B\u6536\u5230\u540e\u4e0d\u53eaverify()，\u8fd8\u7ee7\u627fA\u7684\u53c2\u6570\u2014\u2014\u5bf9\u5e94SwarmWorld\u7684\\\\"\u770b\u5230\u524d\u4eba\u88c5\u7f6e\u2192\u590d\u5236\u2192\u4fee\u6539\\\\"\u3002"<\/span>)<\/span>
        \n print<\/span>(<\/span>" Banach\u4e0d\u52a8\u70b9\u8fed\u4ee3\u8ba9\u53c2\u6570\u5411\u66f4\u4f18\u6210\u5458\u9760\u62e2\u2014\u2014\u5185\u751f\u6fc0\u52b1：\u56e0\u4e3a\u4e92\u8bc1\u5bf9\u6211\u6709\u597d\u5904\u3002"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u4fe1\u4efb\u5206\u6570+\u5206\u5de5\u89c2\u5bdf\u2014\u2014\u6d8c\u73b0\u7684\u96cf\u5f62\u3002"<\/span>)<\/span>
        \n print<\/span>(<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u4e92\u8bc1\u662f\u7fa4\u843d\u7684\u8d77\u70b9，\u4f46\u4e0d\u662f\u7fa4\u843d\u7684\u7ec8\u70b9\u3002"<\/span>)<\/span>
        \n print<\/span>(<\/span>" \u7fa4\u843d\u7684\u7ec8\u70b9，\u662f\u6210\u5458\u5f00\u59cb\u4e3a\u5f7c\u6b64\u7684\u5b58\u5728\u8d4b\u4e88\u610f\u4e49\u2014\u2014\u800c\u4e0d\u53ea\u662f\u786e\u8ba4\u5f7c\u6b64\u7684\u5b58\u5728\u3002"<\/span>)<\/span>
        \n print<\/span>(<\/span>"="<\/span> *<\/span> 72<\/span>)<\/span><\/p>\n

        if<\/span> __name__ ==<\/span> "__main__"<\/span>:<\/span>
        \n main(<\/span>)<\/span><\/p>\n

        \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

        \n

        v3.3.2.0（\u521b\u9020\u6027\u4e92\u8bc1\u843d\u5730\u7bc7） | \u5929\u8d50\u8303\u5f0f\u7b2c161\u5929（\u7b2c\u4e8c\u7bc7） | 2026-09-10<\/p>\n","protected":false},"excerpt":{"rendered":"

        \u5929\u8d50\u8303\u5f0f\u7b2c161\u5929（\u7b2c\u4e8c\u7bc7）：\u8ba9\u7fa4\u843d\u5f00\u59cb\u5b66\u4e60\u2014\u2014\u4e92\u8bc1\u540e\u7ee7\u627f\u53c2\u6570\u3001Banach\u6f14\u5316\u7248\u672c：V3.3.2.0（\u521b\u9020\u6027\u4e92\u8bc1\u843d\u5730\u7bc7）
        \n\u65e5\u671f：2026-09-10
        \n\u5b9a\u4f4d：\u7b2c\u4e00\u7bc7\u7406\u8bba\u4e4b\u540e\u2014\u2014CreativeColony\u843d\u5730，Banach\u4e0d\u52a8\u70b9\u8fed\u4ee3\u8ba9\u53c2\u6570\u5411\u66f4\u4f18\u6210\u5458\u9760\u62e2
        \n\u4e00\u53e5\u8bdd：\u4e92\u8bc1\u540eA\u7ee7\u627fB\u7684\u53c2\u6570，Banach\u8fed\u4ee3\u8ba9commutator_n<\/p>\n","protected":false},"author":2,"featured_media":103359,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11784,11783,11782,10347,81],"topic":[],"class_list":["post-103362","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-banach","tag-creativecolony","tag-11782","tag-10347","tag-python"],"yoast_head":"\n\u5929\u8d50\u8303\u5f0f\u7b2c161\u5929\uff1a\u8ba9\u7fa4\u843d\u5f00\u59cb\u5b66\u4e60\u2014\u2014\u4e92\u8bc1\u540e\u7ee7\u627f\u53c2\u6570\u3001Banach\u6f14\u5316 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/103362.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5929\u8d50\u8303\u5f0f\u7b2c161\u5929\uff1a\u8ba9\u7fa4\u843d\u5f00\u59cb\u5b66\u4e60\u2014\u2014\u4e92\u8bc1\u540e\u7ee7\u627f\u53c2\u6570\u3001Banach\u6f14\u5316 - 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