{"id":87959,"date":"2026-07-31T08:32:33","date_gmt":"2026-07-31T00:32:33","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/87959.html"},"modified":"2026-07-31T08:32:33","modified_gmt":"2026-07-31T00:32:33","slug":"valhalla-%e9%9d%99%e6%80%81%e5%b7%a5%e7%a8%8b%e5%ae%a1%e9%98%85-004%ef%bd%9cmoonshotai-moonep-%e6%ba%90%e7%a0%81%e8%af%81%e6%8d%ae%e9%a9%b1%e5%8a%a8%e8%af%84%e6%b5%8b%e3%80%90%e5%a4%a7%e5%8e%82","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/87959.html","title":{"rendered":"Valhalla \u9759\u6001\u5de5\u7a0b\u5ba1\u9605 #004\uff5cMoonshotAI MoonEP \u6e90\u7801\u8bc1\u636e\u9a71\u52a8\u8bc4\u6d4b\u3010\u5927\u5382\u5f00\u6e90\u57fa\u7840\u8bbe\u65bd\u7279\u8f91\u3011"},"content":{"rendered":"

Valhalla \u9759\u6001\u5de5\u7a0b\u5ba1\u9605 #004\uff5cMoonshotAI MoonEP \u6e90\u7801\u8bc1\u636e\u9a71\u52a8\u8bc4\u6d4b\u3010\u5927\u5382\u5f00\u6e90\u57fa\u7840\u8bbe\u65bd\u7279\u8f91\u3011<\/h2>\n

\u786c\u6838\u5de5\u4e1a\u98ce\u6280\u672f\u6587\u7ae0\uff0c\u5efa\u8bae\u642d\u914d\u5c01\u9762\u56fe\u9605\u8bfb\u3002 \u672c\u6587\u57fa\u4e8e\u56fa\u5b9a Commit \u5feb\u7167\u5f00\u5c55\u53ea\u8bfb\u9759\u6001\u5de5\u7a0b\u5ba1\u9605\uff0c\u4e0d\u4ee3\u8868\u52a8\u6001\u5b89\u5168\u7ed3\u8bba\uff1b\u6240\u6709\u89c2\u6d4b\u5747\u4ee5\u53ef\u590d\u67e5\u6e90\u7801\u8bc1\u636e\u4e3a\u8fb9\u754c\u3002<\/p>\n

\u6458\u8981<\/h3>\n

2026\u5e747\u670828\u65e5\uff0c\u6708\u4e4b\u6697\u9762\uff08Moonshot AI\uff09\u5ba3\u5e03\u5f00\u6e90Kimi K3\u6a21\u578b\u6743\u91cd\u53ca\u6280\u672f\u62a5\u544a\uff0c\u540c\u6b65\u5f00\u653e\u4e09\u9879\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u6280\u672f\uff1aMoonEP\u3001FlashKDA\u3001AgentEnv\u3002\u5176\u4e2d\uff0cMoonEP\u662f\u4e00\u5957\u9762\u5411\u8d85\u5927\u89c4\u6a21\u7ec6\u7c92\u5ea6\u6df7\u5408\u4e13\u5bb6\uff08MoE\uff09\u6a21\u578b\u7684\u9ad8\u6027\u80fd\u4e13\u5bb6\u5e76\u884c\u901a\u4fe1\u5e93\u3002<\/p>\n

\u5728MoE\u8bad\u7ec3\u4e2d\uff0c\u7b97\u529b\u4e0d\u5747\u662f\u5e38\u6001\u2014\u2014\u4e0d\u540c\u4e13\u5bb6\u6536\u5230\u7684Token\u6570\u91cf\u53ef\u80fd\u76f8\u5dee\u60ac\u6b8a\uff0c\u5bfc\u81f4\u90e8\u5206GPU\u8fc7\u8f7d\u800c\u5176\u4ed6\u95f2\u7f6e\u3002MoonEP\u901a\u8fc7\u52a8\u6001\u5197\u4f59\u4e13\u5bb6\uff08Dynamic Redundant Experts\uff09\u548c\u5728\u7ebf\u6574\u6570\u7ebf\u6027\u89c4\u5212\uff0c\u8ba9\u6bcf\u4e2aRank\u59cb\u7ec8\u6536\u5230\u5b8c\u5168\u76f8\u7b49\u7684Token\u6570\u91cf\uff0c\u65e0\u8bba\u8def\u7531\u591a\u4e48\u4e0d\u5747\u8861\u3002\u5b98\u65b9\u5ba3\u79f0\u5176\u901a\u4fe1\u65f6\u95f4\u5728\u8d1f\u8f7d\u4e0d\u5747\u65f6\u4fdd\u6301\u51e0\u4e4e\u5e73\u5766\uff0c\u800cDeepEP v2\u5219\u968f\u4e0d\u5747\u8861\u7a0b\u5ea6\u6301\u7eed\u6076\u5316\u3002<\/p>\n

\u672c\u6587\u91c7\u7528 Valhalla \u5feb\u7167\u8bc1\u636e\u9a71\u52a8\u9759\u6001\u5ba1\u9605\u6846\u67b6\uff0c\u5bf9MoonEP\u4ed3\u5e93\u5feb\u7167\u8fdb\u884c\u6807\u51c6\u5316\u5de5\u7a0b\u753b\u50cf\u3002\u5206\u6790\u7ef4\u5ea6\u805a\u7126\u4e8e\u6e90\u7801\u8d44\u4ea7\u3001\u6a21\u5757\u62d3\u6251\u3001AST\u8bcd\u6cd5\u7ed3\u6784\u3001\u6d4b\u8bd5\u5b8c\u5907\u6027\u4e0e\u5de5\u7a0b\u6210\u719f\u5ea6\uff0c\u6838\u5fc3\u95ee\u9898\u662f\uff1a<\/p>\n

\u4f5c\u4e3aKimi K3\u8bad\u7ec3\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\uff0cMoonEP\u7684\u5de5\u7a0b\u7ed3\u6784\u662f\u5426\u53ef\u5ba1\u8ba1\u3001\u53ef\u590d\u73b0\u3001\u53ef\u7eb3\u5165\u4f9b\u5e94\u94fe\u8bc4\u5ba1\u4f53\u7cfb\uff1f<\/p>\n

\u5ba1\u8ba1\u5feb\u7167\uff1a0f385f038fc33bec22e3bcf5a07a8a22693e754c<\/p>\n

\u4ed3\u5e93\u5730\u5740\uff1ahttps:\/\/github.com\/MoonshotAI\/MoonEP<\/p>\n

0. \u4e13\u680f\u524d\u7f6e\uff1aValhalla \u9759\u6001\u5de5\u7a0b\u5ba1\u9605\u8303\u5f0f<\/h3>\n

\u672c\u7cfb\u5217\u91c7\u7528 Valhalla \u5feb\u7167\u8bc1\u636e\u9a71\u52a8\u9759\u6001\u5ba1\u9605\u6846\u67b6\u3002<\/p>\n\n\n \u539f\u5219
\n \u8bf4\u660e
\n <\/tr>\n\n\n\n\n\n\n\n
\u5feb\u7167\u9501\u5b9a<\/td>\n\u4ee5\u56fa\u5b9a Git Commit \u4f5c\u4e3a\u552f\u4e00\u5206\u6790\u5bf9\u8c61<\/td>\n<\/tr>\n
\u53ea\u8bfb\u9759\u6001<\/td>\n\u4e0d\u7f16\u8bd1\u3001\u4e0d\u6267\u884c\u3001\u4e0d\u90e8\u7f72\u3001\u4e0d\u8fd0\u884c\u6d4b\u8bd5<\/td>\n<\/tr>\n
\u8bc1\u636e\u9a71\u52a8<\/td>\n\u6240\u6709\u7ed3\u8bba\u5fc5\u987b\u5173\u8054\u53ef\u590d\u67e5\u6e90\u7801\u6587\u4ef6\u6216\u7ed3\u6784\u7279\u5f81<\/td>\n<\/tr>\n
\u8fb9\u754c\u660e\u786e<\/td>\n\u4e0d\u628a\u9759\u6001\u89c2\u6d4b\u7b49\u4ef7\u4e8e\u8fd0\u884c\u65f6\u6f0f\u6d1e\u3001\u6027\u80fd\u7ed3\u8bba\u6216\u6cd5\u5f8b\u5408\u89c4\u7ed3\u8bba<\/td>\n<\/tr>\n
\u5206\u5c42\u5f52\u56e0<\/td>\n\u5c06\u9759\u6001\u544a\u8b66\u533a\u5206\u4e3a\u751f\u4ea7\u4ee3\u7801\u3001\u6d4b\u8bd5\u5939\u5177\u3001\u5f00\u53d1\u811a\u672c<\/td>\n<\/tr>\n
\u53ef\u590d\u73b0<\/td>\n\u7b2c\u4e09\u65b9\u53ef\u901a\u8fc7\u540c\u4e00 Commit \u590d\u73b0\u6838\u5fc3\u89c2\u6d4b\u7ed3\u679c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

Valhalla \u66f4\u9002\u5408\u7528\u4e8e\uff1a<\/p>\n

    \n
  • \u5f00\u6e90\u7ec4\u4ef6\u51c6\u5165\u8bc4\u5ba1<\/li>\n
  • \u8f6f\u4ef6\u4f9b\u5e94\u94fe\u5b89\u5168\u521d\u7b5b<\/li>\n
  • AI\u57fa\u7840\u8bbe\u65bd\u67b6\u6784\u753b\u50cf<\/li>\n
  • \u5927\u5382\u5f00\u6e90\u9879\u76ee\u5de5\u7a0b\u5316\u80fd\u529b\u6a2a\u5411\u5bf9\u6bd4<\/li>\n<\/ul>\n

    1. \u8bc4\u6d4b\u57fa\u7840\u4fe1\u606f<\/h3>\n\n\n \u5b57\u6bb5
    \n \u5185\u5bb9
    \n <\/tr>\n\n\n\n\n\n\n\n
    \u8bc4\u6d4b\u7c7b\u578b<\/td>\n\u8bc1\u636e\u9a71\u52a8\u53ea\u8bfb\u9759\u6001\u5de5\u7a0b\u5ba1\u9605<\/td>\n<\/tr>\n
    \u76ee\u6807\u9879\u76ee<\/td>\nMoonshotAI\/MoonEP<\/td>\n<\/tr>\n
    \u9879\u76ee\u6027\u8d28<\/td>\n\u4e13\u5bb6\u5e76\u884c\uff08Expert Parallelism\uff09\u901a\u4fe1\u5e93<\/td>\n<\/tr>\n
    \u5206\u6790\u5feb\u7167<\/td>\n0f385f038fc33bec22e3bcf5a07a8a22693e754c<\/td>\n<\/tr>\n
    \u5206\u6790\u8303\u56f4<\/td>\n\u4ed3\u5e93\u6587\u4ef6\u3001\u6a21\u5757\u7ed3\u6784\u3001AST\u8bcd\u6cd5\u62bd\u6837\u3001\u9759\u6001\u98ce\u9669\u7ebf\u7d22<\/td>\n<\/tr>\n
    \u6392\u9664\u8303\u56f4<\/td>\n\u52a8\u6001\u6267\u884c\u3001\u6e17\u900f\u6d4b\u8bd5\u3001\u6027\u80fd\u538b\u6d4b\u3001\u5546\u4e1a\u751f\u6001\u5224\u65ad\u3001\u6cd5\u5f8b\u5408\u89c4\u7ed3\u8bba<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    2. \u9879\u76ee\u80cc\u666f\uff1a\u4e3a\u4ec0\u4e48MoonEP\u503c\u5f97\u5173\u6ce8<\/h3>\n

    \u5728\u7406\u89e3\u5de5\u7a0b\u7ec6\u8282\u4e4b\u524d\uff0c\u6709\u5fc5\u8981\u5148\u660e\u786eMoonEP\u7684\u6280\u672f\u5b9a\u4f4d\u3002<\/p>\n

    MoE\uff08Mixture of Experts\uff09\u6a21\u578b\u5c06\u6a21\u578b\u53c2\u6570\u5206\u6563\u5230\u591a\u4e2a\u201c\u4e13\u5bb6\u201d\u4e2d\uff0c\u6bcf\u4e2aToken\u53ea\u8def\u7531\u5230Top-K\u4e2a\u4e13\u5bb6\u8fdb\u884c\u8ba1\u7b97\u3002\u8fd9\u79cd\u67b6\u6784\u57282.8\u4e07\u4ebf\u53c2\u6570\u7684Kimi K3\u4e2d\u81f3\u5173\u91cd\u8981\u3002\u4f46MoE\u5e26\u6765\u4e00\u4e2a\u68d8\u624b\u95ee\u9898\uff1a\u4e13\u5bb6\u8d1f\u8f7d\u4e0d\u5747\u8861\u3002\u67d0\u4e9b\u70ed\u95e8\u4e13\u5bb6\u53ef\u80fd\u6536\u5230\u8fdc\u8d85\u5e73\u5747\u6c34\u5e73\u7684Token\uff0c\u5bfc\u81f4\u5bf9\u5e94\u7684GPU\u6210\u4e3a\u6027\u80fd\u74f6\u9888\uff0c\u800c\u5176\u4ed6GPU\u5374\u5904\u4e8e\u95f2\u7f6e\u72b6\u6001\u3002<\/p>\n

    MoonEP\u7684\u89e3\u6cd5\u662f\u52a8\u6001\u5197\u4f59\u4e13\u5bb6\uff1a\u6839\u636e\u5f53\u524d\u8def\u7531\u8f93\u51fa\uff0c\u5728\u7ebf\u89c4\u5212\u5c11\u91cf\u5197\u4f59\u4e13\u5bb6\uff0c\u5c06\u5176\u9884\u53d6\u5230\u8d1f\u8f7d\u8f83\u8f7b\u7684Rank\u4e0a\u3002\u6700\u7ec8\u6548\u679c\u662f\u2014\u2014\u65e0\u8bba\u8def\u7531\u591a\u4e48\u503e\u659c\uff0c\u6bcf\u4e2aRank\u90fd\u6070\u597d\u5904\u7406 S \u00d7 K \u4e2aToken\uff08S=\u6bcfRank\u8f93\u5165Token\u6570\uff0cK=\u6bcfToken\u8def\u7531\u4e13\u5bb6\u6570\uff09\u3002<\/p>\n

    \u5b98\u65b9\u5728H20\uff08EP=8\uff09\u4e0a\u7684\u57fa\u51c6\u6d4b\u8bd5\u663e\u793a\uff1aMoonEP\u7684\u901a\u4fe1\u65f6\u95f4\u968f\u4e0d\u5747\u8861\u5ea6\uff08maxvio\uff09\u589e\u957f\u51e0\u4e4e\u4fdd\u6301\u5e73\u5766\uff0c\u800cDeepEP v2\u5219\u6301\u7eed\u6076\u5316\u3002\u7aef\u5230\u7aef\u8bad\u7ec3\u4e2d\uff0cDeepEP\u5728\u9ad8\u4e0d\u5747\u8861\u4e0b\u4f1a\u56e0\u663e\u5b58\u788e\u7247\u5316\u800cOOM\uff0cMoonEP\u5219\u5b8c\u5168\u4e0d\u53d7\u5f71\u54cd\u3002<\/p>\n

    \u8fd9\u662f\u4e00\u5957\u7b97\u6cd5\u521b\u65b0\u4e0e\u7cfb\u7edf\u5de5\u7a0b\u7d27\u5bc6\u7ed3\u5408\u7684\u57fa\u7840\u8bbe\u65bd\u4ee3\u7801\u2014\u2014\u4e5f\u662f\u503c\u5f97\u7528Valhalla\u6846\u67b6\u6df1\u5165\u5ba1\u89c6\u7684\u539f\u56e0\u3002<\/p>\n

    3. \u8d44\u4ea7\u5fae\u89c2\u9762\u677f<\/h3>\n

    3.1 \u4ed3\u5e93\u8d44\u4ea7\u603b\u89c8<\/h4>\n\n\n \u6307\u6807
    \n \u89c2\u6d4b\u503c
    \n \u5de5\u7a0b\u89e3\u8bfb
    \n <\/tr>\n\n\n\n\n\n\n\n\n\n
    \u53d7\u652f\u6301\u6e90\u6587\u4ef6<\/td>\n30<\/td>\n\u8d85\u8f7b\u91cf\u7ea7\u4ee3\u7801\u57fa\uff0c\u6781\u7b80\u4e3b\u4e49\u8bbe\u8ba1<\/td>\n<\/tr>\n
    Python \u6e90\u6587\u4ef6<\/td>\n30<\/td>\n\u7eafPython\u5b9e\u73b0\uff08\u6838\u5fc3kernel\u5728C++\/CUDA\uff0c\u672a\u8ba1\u5165\u7edf\u8ba1\uff09<\/td>\n<\/tr>\n
    \u4e00\u7ea7\u6a21\u5757\u6839<\/td>\n5<\/td>\n\u7ed3\u6784\u6e05\u6670\uff1abenchmarks \/ figure \/ moonep \/ tests \/ setup.py<\/td>\n<\/tr>\n
    \u6784\u5efa\/\u4f9d\u8d56\u6587\u4ef6<\/td>\n0<\/td>\n\u65e0requirements.txt\u6216pyproject.toml\uff08\u901a\u8fc7pip install -e .\u5b89\u88c5\uff09<\/td>\n<\/tr>\n
    \u6d4b\u8bd5\u6587\u4ef6<\/td>\n11<\/td>\n\u6d4b\u8bd5\u8986\u76d6\u8f83\u5b8c\u6574\uff0c\u542bdispatch\/combine\/e2e\/grad_reduce\/prefetch\/planning<\/td>\n<\/tr>\n
    CI \u5de5\u4f5c\u6d41<\/td>\n0<\/td>\n\u672a\u53d1\u73b0GitHub Actions\u6216\u5176\u4ed6CI\u914d\u7f6e<\/td>\n<\/tr>\n
    \u8bb8\u53ef\u8bc1\u6587\u4ef6<\/td>\n1<\/td>\n\u4e3bLICENSE\u5b58\u5728<\/td>\n<\/tr>\n
    \u9759\u6001\u98ce\u9669\u547d\u4e2d<\/td>\n0<\/td>\nSAST\u89c4\u5219\u672a\u547d\u4e2d\u4efb\u4f55\u52a8\u6001\u6267\u884c\u6216Shell\u8c03\u7528\u98ce\u9669<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    3.2 \u8bed\u8a00\u5206\u5e03\u5224\u65ad<\/h4>\n

    MoonEP\u662f\u5178\u578b\u7684AI\u57fa\u7840\u8bbe\u65bdPython\u5e93\uff1a<\/p>\n\n\n \u7279\u5f81
    \n \u89c2\u6d4b
    \n <\/tr>\n\n\n\n\n
    Python\u80f6\u6c34\u5c42<\/td>\n30\u4e2aPython\u6587\u4ef6\uff0c\u5c01\u88c5CUDA kernel\u8c03\u7528<\/td>\n<\/tr>\n
    \u6838\u5fc3\u8ba1\u7b97<\/td>\nC++\/CUDA\u5b9e\u73b0\uff08csrc\u76ee\u5f55\uff0c\u672a\u8ba1\u5165\u6e90\u6587\u4ef6\u7edf\u8ba1\uff09<\/td>\n<\/tr>\n
    \u9879\u76ee\u5f62\u6001<\/td>\n\u4e13\u6ce8\u5355\u4e00\u95ee\u9898\uff08\u4e13\u5bb6\u5e76\u884c\u8d1f\u8f7d\u5747\u8861\uff09\uff0c\u4ee3\u7801\u57fa\u6781\u7b80<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c30\u4e2aPython\u6e90\u6587\u4ef6\u4e2d\u670911\u4e2a\u662f\u6d4b\u8bd5\u6587\u4ef6\uff0c\u6d4b\u8bd5\/\u6e90\u7801\u6bd4\u4f8b\u63a5\u8fd11:2\uff0c\u8fd9\u5728\u5f00\u6e90\u57fa\u7840\u8bbe\u65bd\u9879\u76ee\u4e2d\u5c5e\u4e8e\u8f83\u9ad8\u6c34\u51c6\u3002<\/p>\n

    4. \u6a21\u5757\u62d3\u6251\u4e0e\u67b6\u6784\u8f6e\u5ed3<\/h3>\n

    4.1 \u4ed3\u5e93\u6a21\u5757\u62d3\u6251<\/h4>\n

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