{"id":112007,"date":"2026-10-02T11:48:59","date_gmt":"2026-10-02T03:48:59","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/112007.html"},"modified":"2026-10-02T11:48:59","modified_gmt":"2026-10-02T03:48:59","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%98%af%e4%bb%80%e4%b9%88%ef%bc%9f%e8%ae%b2%e9%80%8f-token%e3%80%81%e4%b8%8a%e4%b8%8b%e6%96%87%e7%aa%97%e5%8f%a3%e3%80%81temperature-%e5%92%8c-moe","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/112007.html","title":{"rendered":"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\uff1f\u8bb2\u900f Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature \u548c MoE"},"content":{"rendered":"

\u5927\u5bb6\u597d，\u6211\u662f\u665a\u5b89code\u3002<\/p>\n

\u5047\u8bbe\u4e00\u4e2a\u573a\u666f："\u8fd9\u4e2a\u6a21\u578b\u8bf4\u652f\u6301 100 \u4e07\u4e0a\u4e0b\u6587，\u90a3\u6211\u662f\u4e0d\u662f\u53ef\u4ee5\u628a\u6574\u4e2a\u9879\u76ee\u4ee3\u7801\u90fd\u4e22\u8fdb\u53bb？"\u770b\u4e86\u773c\u8d26\u5355，\u6ca1\u8bf4\u8bdd\u3002\u6240\u4ee5\u6211\u6253\u7b97\u628a"\u5927\u6a21\u578b\u662f\u4ec0\u4e48"\u8fd9\u4ef6\u4e8b\u4ece\u5934\u5230\u5c3e\u8bb2\u4e00\u904d，\u4e00\u4e2a\u540d\u8bcd\u90fd\u4e0d\u8df3\u8fc7\u3002<\/p>\n

\u8fd9\u7bc7\u5c31\u628a\u8bdd\u8bf4\u767d：\u5927\u6a21\u578b\u5230\u5e95\u662f\u4ec0\u4e48，Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature\u3001MoE \u5404\u81ea\u7ba1\u4ec0\u4e48，Chat \u6a21\u578b\u548c\u57fa\u5ea7\u6a21\u578b\u5dee\u5728\u54ea，\u666e\u901a\u5bf9\u8bdd\u548c\u6df1\u5ea6\u601d\u8003\u600e\u4e48\u9009，\u7f51\u9875\u7aef\u548c API \u8be5\u7528\u54ea\u4e2a\u3002\u770b\u5b8c\u4f60\u81f3\u5c11\u80fd\u81ea\u5df1\u5224\u65ad\u4e00\u4e2a\u6a21\u578b\u503c\u4e0d\u503c\u5f97\u7528\u3002\u70b9\u4e2a\u6536\u85cf，\u54b1\u4eec\u5f00\u59cb\u3002<\/p>\n

\u4e00\u3001\u5927\u6a21\u578b\u5230\u5e95\u662f\u4e2a\u4ec0\u4e48\u4e1c\u897f<\/h3>\n

\u5148\u8bf4\u7ed3\u8bba：\u5927\u6a21\u578b\u5c31\u662f\u4e00\u53f0"\u4e0b\u4e00\u4e2a Token \u9884\u6d4b\u673a"\u3002\u5b83\u505a\u7684\u4e8b\u975e\u5e38\u6734\u7d20\u2014\u2014\u7ed9\u4f60\u4e00\u4e32\u6587\u672c，\u731c\u4e0b\u4e00\u4e2a Token \u6700\u53ef\u80fd\u662f\u4ec0\u4e48\u3002<\/p>\n

\u542c\u7740\u50cf\u5e9f\u8bdd\u5bf9\u5427？\u6211\u4e00\u5f00\u59cb\u4e5f\u8fd9\u4e48\u60f3\u3002\u4f46\u4f60\u8981\u8ba9\u8fd9\u4e2a\u731c\u6d4b\u8db3\u591f\u51c6，\u6a21\u578b\u5c31\u5fc5\u987b\u5728\u5185\u90e8\u628a\u8bed\u6cd5\u3001\u4e8b\u5b9e\u3001\u903b\u8f91\u5173\u7cfb\u3001\u4ee3\u7801\u7ed3\u6784\u8fd9\u4e9b\u4e1c\u897f\u5168\u90e8\u7f16\u7801\u8fdb\u53bb\u3002\u5c31\u50cf\u8f93\u5165\u6cd5\u8054\u60f3，\u4f60\u6253"\u4eca\u5929\u5929\u6c14"，\u5b83\u731c"\u4e0d\u9519"，\u8fd9\u80cc\u540e\u53ea\u7edf\u8ba1\u4e86\u51e0\u4e2a\u8bcd\u7684\u5173\u7cfb；\u5927\u6a21\u578b\u7684\u8054\u60f3\u7a97\u53e3\u5f00\u5230\u4e86\u51e0\u4e07\u4ebf\u53c2\u6570\u7684\u5c3a\u5ea6，"\u4eca\u5929\u5929\u6c14"\u540e\u9762\u63a5\u7740\u731c\u7684，\u53ef\u80fd\u662f\u6bb5\u80fd\u8dd1\u7684\u4ee3\u7801\u3002<\/p>\n

\u62c6\u5f00\u770b，\u4e00\u4e2a\u6a21\u578b\u7531\u4e09\u6837\u4e1c\u897f\u51b3\u5b9a：<\/p>\n

  • \u53c2\u6570（\u6743\u91cd）：\u8bad\u7ec3\u5b66\u51fa\u6765\u7684\u6570\u503c，\u89c4\u6a21\u4ece\u51e0 B \u5230\u51e0 T \u4e0d\u7b49，\u8fd9\u662f"\u5927"\u5b57\u7684\u6765\u6e90；<\/li>\n
  • \u67b6\u6784：\u73b0\u5728\u57fa\u672c\u90fd\u662f Transformer \u53ca\u5176\u53d8\u4f53，\u51b3\u5b9a\u4e86\u53c2\u6570\u600e\u4e48\u8fde\u3001\u4fe1\u606f\u600e\u4e48\u6d41；<\/li>\n
  • \u8bad\u7ec3\u6570\u636e：\u5582\u8fdb\u53bb\u7684\u6587\u672c\u91cf\u4e0e\u8d28\u91cf，\u51b3\u5b9a\u4e86\u5b83\u77e5\u9053\u4ec0\u4e48\u3001\u4e0d\u77e5\u9053\u4ec0\u4e48\u3002<\/li>\n

    \u9884\u8bad\u7ec3\u9636\u6bb5\u7684\u76ee\u6807\u51fd\u6570\u7b80\u5355\u5230\u53ea\u6709\u4e00\u884c：\u6700\u5927\u5316\u4e0b\u4e00\u4e2a Token \u7684\u9884\u6d4b\u6982\u7387\u3002\u5269\u4e0b\u90a3\u4e9b"\u4f1a\u5199\u4ee3\u7801"\u201c\u80fd\u7ffb\u8bd1\u201d"\u61c2\u6bd4\u55bb"\u7684\u80fd\u529b，\u662f\u6570\u636e\u91cf\u5806\u5230\u4e00\u5b9a\u7a0b\u5ea6\u540e\u81ea\u5df1\u957f\u51fa\u6765\u7684，\u4e1a\u5185\u7ba1\u8fd9\u53eb\u6d8c\u73b0\u3002<\/p>\n

    \u6240\u4ee5\u522b\u628a\u5927\u6a21\u578b\u60f3\u6210\u4e00\u672c\u79d1\u6559\u4e66，\u5b83\u66f4\u50cf\u4e00\u4e2a\u628a\u6d77\u91cf\u6587\u672c\u538b\u7f29\u8fdb\u53c2\u6570\u91cc\u7684\u6982\u7387\u51fd\u6570\u3002\u7406\u89e3\u8fd9\u4e00\u53e5，\u540e\u9762\u56db\u4e2a\u6982\u5ff5\u5c31\u90fd\u987a\u4e86\u3002<\/p>\n

    \u4e8c\u3001Token \u4e0e\u4e0a\u4e0b\u6587\u7a97\u53e3：\u5b83\u4e00\u6b21\u80fd\u770b\u89c1\u591a\u5c11<\/h3>\n

    Token（\u8bcd\u5143）：\u5927\u6a21\u578b\u5904\u7406\u6587\u672c\u7684\u6700\u5c0f\u5355\u4f4d，\u6a21\u578b\u4e0d\u6309"\u5b57"\u7b97，\u6309 Token \u7b97\u3002\u4f60\u53ef\u4ee5\u7406\u89e3\u4e3a\u6a21\u578b\u773c\u91cc\u7684\u79ef\u6728\u5757\u2014\u2014\u4e2d\u6587\u4e00\u4e2a\u6c49\u5b57\u5927\u7ea6 1～2 \u4e2a Token，\u82f1\u6587\u4e00\u4e2a\u5355\u8bcd\u5927\u7ea6 1～3 \u4e2a Token\u3002<\/p>\n

    \u8fd9\u4e2a\u5355\u4f4d\u4e3a\u4ec0\u4e48\u91cd\u8981？\u56e0\u4e3a\u5b83\u540c\u65f6\u662f\u8ba1\u8d39\u5355\u4f4d\u548c\u5bb9\u91cf\u5355\u4f4d\u3002\u6211\u7b2c\u4e00\u6b21\u8ba4\u771f\u770b API \u8d26\u5355\u7684\u65f6\u5019\u624d\u53cd\u5e94\u8fc7\u6765：\u6211\u6309\u5b57\u7b97\u8d39\u7528，\u4eba\u5bb6\u6309 Token \u7b97，\u4e2d\u6587\u56e0\u4e3a\u5206\u8bcd\u65b9\u5f0f\u7684\u7f18\u6545，\u540c\u6837\u4e00\u6bb5\u8bdd\u7684 Token \u6570\u7ecf\u5e38\u6bd4\u6211\u60f3\u7684\u591a\u3002<\/p>\n

    \u4e0a\u4e0b\u6587\u7a97\u53e3（Context Window）：\u6a21\u578b\u5355\u6b21\u8bf7\u6c42\u80fd"\u770b\u89c1"\u7684 Token \u603b\u6570\u4e0a\u9650，\u5305\u542b\u4f60\u8f93\u5165\u7684\u63d0\u793a\u8bcd\u548c\u6a21\u578b\u751f\u6210\u7684\u56de\u590d\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u4e00\u5f20\u5de5\u4f5c\u53f0，\u6240\u6709\u6750\u6599\u90fd\u5f97\u644a\u5728\u8fd9\u5f20\u684c\u5b50\u4e0a，\u684c\u5b50\u653e\u4e0d\u4e0b\u7684\u5185\u5bb9，\u6a21\u578b\u662f\u771f\u770b\u4e0d\u89c1\u3002<\/p>\n

    \u8fd9\u91cc\u6709\u4e2a\u7279\u522b\u5bb9\u6613\u8e29\u7684\u8bef\u533a：\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0d\u662f\u786c\u76d8，\u662f\u684c\u9762\u3002<\/p>\n

    \u6211\u89c1\u8fc7\u4e0d\u5c11\u4eba\u4ee5\u4e3a\u5f00 100 \u4e07 Token \u5c31\u7b49\u4e8e\u6709\u4e86 100 \u4e07 Token \u7684\u8bb0\u5fc6，\u4e8e\u662f\u628a\u6574\u4e2a\u4ed3\u5e93\u7684\u4ee3\u7801\u4e00\u6b21\u6027\u585e\u8fdb\u53bb\u3002\u5b9e\u9645\u4f1a\u53d1\u751f\u4e09\u4ef6\u4e8b：<\/p>\n

  • \u63a8\u7406\u6210\u672c\u6309 Token \u7ebf\u6027\u4e0a\u6da8，\u8f93\u5165\u8d8a\u957f，\u5355\u6b21\u8bf7\u6c42\u8d8a\u8d35；<\/li>\n
  • KV Cache \u5403\u6389\u5927\u91cf\u663e\u5b58，\u5e76\u53d1\u80fd\u529b\u76f4\u7ebf\u4e0b\u964d，\u957f\u8bf7\u6c42\u6392\u961f\u662f\u5e38\u6001；<\/li>\n
  • \u6ce8\u610f\u529b\u88ab\u7a00\u91ca，\u6750\u6599\u8d8a\u591a，\u6a21\u578b\u8d8a\u5bb9\u6613\u6293\u4e0d\u4f4f\u91cd\u70b9，\u4e2d\u95f4\u4f4d\u7f6e\u7684\u5185\u5bb9\u5c24\u5176\u5bb9\u6613\u88ab\u5ffd\u7565\u3002<\/li>\n

    \u6240\u4ee5\u957f\u7a97\u53e3\u7684\u6b63\u786e\u7528\u6cd5\u662f"\u8be5\u653e\u7684\u624d\u653e"\u2014\u2014\u68c0\u7d22\u51fa\u6765\u7684\u76f8\u5173\u7247\u6bb5\u3001\u5f53\u524d\u4efb\u52a1\u7684\u4e0a\u4e0b\u6587，\u800c\u4e0d\u662f\u65e0\u8111\u5168\u91cf\u6295\u5582\u3002<\/p>\n

    \u53ef\u80fd\u6709\u4eba\u4f1a\u95ee：\u90a3\u6211\u662f\u4e0d\u662f\u8be5\u65e0\u8111\u9009\u4e0a\u4e0b\u6587\u6700\u957f\u7684\u90a3\u4e2a\u6a21\u578b？<\/p>\n

    \u4e0d\u4e00\u5b9a\u3002\u5148\u770b\u4f60\u4efb\u52a1\u7684\u771f\u5b9e\u957f\u5ea6：\u65e5\u5e38\u5199\u4ee3\u7801\u3001\u505a\u95ee\u7b54，128K \u5927\u591a\u7528\u4e0d\u6ee1\u3002\u957f\u7a97\u53e3\u66f4\u9002\u5408\u8bfb\u6574\u672c\u4e66\u3001\u5ba1\u4e00\u6574\u4e2a\u4ed3\u5e93\u8fd9\u79cd\u573a\u666f，\u800c\u4e14\u7528\u4e4b\u524d\u6700\u597d\u5b9e\u6d4b\u4e00\u4e0b\u5b83\u5728\u957f\u8f93\u5165\u4e0b\u7684\u53ec\u56de\u8868\u73b0，\u5382\u5546\u6807\u7684\u662f\u6700\u5927\u652f\u6301，\u4e0d\u662f\u8d28\u91cf\u4fdd\u8bc1\u3002<\/p>\n

    \"\u7a97\u53e3\u51b3\u5b9a\u8fd9\u4e00\u6b21\u80fd\u770b\u89c1\u591a\u5c11\uff0c\u8ddf\u6a21\u578b"\u8bb0\u4e0d\u8bb0\u5f97\u4f4f"\u662f\u4e24\u56de\u4e8b\u3002\"<\/p>\n

    \u4e09\u3001Temperature：\u540c\u4e00\u4e2a\u95ee\u9898\u4e3a\u4ec0\u4e48\u6bcf\u6b21\u56de\u7b54\u90fd\u4e0d\u4e00\u6837<\/h3>\n

    \u5927\u6a21\u578b\u7684\u8f93\u51fa\u4e0d\u662f\u67e5\u8868，\u662f\u91c7\u6837\u3002\u6bcf\u6b21\u751f\u6210\u4e00\u4e2a Token，\u6a21\u578b\u4f1a\u5148\u7b97\u51fa\u4e00\u6574\u5957\u6982\u7387\u5206\u5e03，\u518d\u4ece\u91cc\u9762\u6311\u4e00\u4e2a\u2014\u2014Temperature \u5c31\u662f\u63a7\u5236\u8fd9\u4e2a"\u6311"\u6709\u591a\u968f\u673a\u7684\u65cb\u94ae\u3002<\/p>\n

    Temperature（\u6e29\u5ea6）：\u63a7\u5236\u6a21\u578b\u8f93\u51fa\u968f\u673a\u6027\u7684\u91c7\u6837\u53c2\u6570，\u503c\u8d8a\u4f4e\u8f93\u51fa\u8d8a\u786e\u5b9a\u3001\u8d8a\u53ef\u590d\u73b0，\u503c\u8d8a\u9ad8\u8f93\u51fa\u8d8a\u53d1\u6563\u3001\u8d8a\u6709\u610f\u5916\u3002\u4f60\u53ef\u4ee5\u7406\u89e3\u4e3a\u505a\u83dc\u7684\u706b\u5019\u2014\u2014\u5c0f\u706b\u6162\u7096\u51fa\u7a33\u5b9a\u7684\u5473\u9053，\u5927\u706b\u7206\u7092\u51fa\u6765\u7684\u4e1c\u897f\u6bcf\u6b21\u90fd\u4e0d\u4e00\u6837\u3002<\/p>\n

    \u5224\u65ad\u53e5\u653e\u8fd9\u513f：Temperature \u4e0d\u662f"\u806a\u660e\u5ea6"\u65cb\u94ae，\u5b83\u8c03\u7684\u662f\u968f\u673a\u6027，\u8c03\u9ad8\u4e0d\u4f1a\u8ba9\u5b83\u53d8\u806a\u660e，\u53ea\u4f1a\u8ba9\u5b83\u66f4\u6562\u778e\u8bf4\u3002<\/p>\n

    \u6211\u8e29\u8fc7\u7684\u5751\u5f88\u5178\u578b：\u6709\u4e00\u6b21\u8ba9\u6a21\u578b\u4ece\u4e00\u6bb5\u65e5\u5fd7\u91cc\u62bd\u7ed3\u6784\u5316\u5b57\u6bb5，\u600e\u4e48\u6539\u63d0\u793a\u8bcd\u90fd\u4e0d\u7a33\u5b9a，\u65f6\u800c\u591a\u4e00\u4e2a\u5b57\u6bb5\u65f6\u800c\u5c11\u4e00\u4e2a\u3002\u540e\u6765\u624d\u53d1\u73b0\u9ed8\u8ba4\u6e29\u5ea6\u5728\u90a3\u6446\u7740，\u628a\u5b83\u538b\u5230 0 \u9644\u8fd1，\u8f93\u51fa\u7acb\u523b\u8001\u5b9e\u4e86\u3002<\/p>\n

    \"\"<\/p>\n

    \u8fd9\u662f\u6211\u4e00\u822c\u4f1a\u7528\u7684\u53d6\u503c，\u4ec5\u4f9b\u53c2\u8003：<\/p>\n\n\u573a\u666f\u5efa\u8bae\u6e29\u5ea6\u539f\u56e0<\/tr>\n\n\n\n\n
    \u4ee3\u7801\u8865\u5168\u3001\u4fe1\u606f\u62bd\u53d6\u3001\u5206\u7c7b<\/td>\n0～0.3<\/td>\n\u8981\u7684\u662f\u53ef\u590d\u73b0，\u5bb9\u4e0d\u5f97\u81ea\u7531\u53d1\u6325<\/td>\n<\/tr>\n
    \u65e5\u5e38\u95ee\u7b54\u3001\u7ffb\u8bd1\u3001\u603b\u7ed3<\/td>\n0.5～0.7<\/td>\n\u7a33\u5b9a\u4e3a\u4e3b，\u7559\u4e00\u70b9\u81ea\u7136\u8868\u8fbe\u7a7a\u95f4<\/td>\n<\/tr>\n
    \u8d77\u540d\u3001\u5934\u8111\u98ce\u66b4\u3001\u6587\u6848\u53d1\u6563<\/td>\n0.9～1.2<\/td>\n\u8981\u7684\u5c31\u662f\u591a\u6837\u6027，\u649e\u51fa\u610f\u5916\u7ec4\u5408<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u4e0d\u8fc7\u8981\u63d0\u9192\u4e00\u53e5：\u6e29\u5ea6\u4e0d\u662f\u552f\u4e00\u53d8\u91cf\u3002\u540c\u4e00\u6e29\u5ea6\u4e0b\u6362\u4e2a\u6a21\u578b\u3001\u6362\u4e2a\u63d0\u793a\u8bcd\u6a21\u677f\u3001\u751a\u81f3\u53ea\u662f\u91cd\u8dd1\u4e00\u6b21，\u8f93\u51fa\u4e0d\u4e00\u6837\u90fd\u5f88\u6b63\u5e38\u3002<\/p>\n

    \u56db\u3001MoE：\u4e3a\u4ec0\u4e48 2.8 \u4e07\u4ebf\u53c2\u6570\u7684\u6a21\u578b\u8fd8\u8dd1\u5f97\u8d77<\/h3>\n

    \u8fd9\u4e24\u5e74\u56fd\u4ea7\u6a21\u578b\u7684\u53c2\u6570\u4e00\u4e2a\u4e2a\u5f80\u4e07\u4ebf\u4e0a\u51b2，\u4f46 API \u4ef7\u683c\u53cd\u800c\u5728\u8dcc\u3002\u77db\u76fe\u5417？\u4e0d\u77db\u76fe，\u56e0\u4e3a\u603b\u53c2\u6570\u4e0d\u7b49\u4e8e\u6bcf\u6b21\u63a8\u7406\u8981\u7b97\u7684\u53c2\u6570\u3002<\/p>\n

    MoE（Mixture of Experts，\u6df7\u5408\u4e13\u5bb6）：\u628a\u4e00\u4e2a\u5927\u6a21\u578b\u62c6\u6210\u5f88\u591a\u4e2a\u5e76\u884c\u7684\u5b50\u7f51\u7edc（\u4e13\u5bb6），\u6bcf\u6b21\u5904\u7406\u4e00\u4e2a Token \u65f6，\u7531\u8def\u7531\u7f51\u7edc\u53ea\u6311\u5176\u4e2d\u4e00\u5c0f\u90e8\u5206\u4e13\u5bb6\u6765\u7b97\u3002\u4f60\u53ef\u4ee5\u7406\u89e3\u4e3a\u4e00\u5bb6\u7efc\u5408\u533b\u9662\u2014\u2014\u9662\u91cc\u51e0\u5341\u4e2a\u79d1\u5ba4，\u4f60\u611f\u5192\u4e86\u53ea\u6302\u547c\u5438\u79d1，\u4e0d\u7528\u628a\u5168\u9662\u533b\u751f\u90fd\u53eb\u6765\u4f1a\u8bca\u3002<\/p>\n

    \u548c\u4f20\u7edf\u7a20\u5bc6\u6a21\u578b\u5bf9\u6bd4\u4e00\u4e0b\u5c31\u5f88\u6e05\u695a：<\/p>\n\n\u7ef4\u5ea6\u7a20\u5bc6\u6a21\u578bMoE \u6a21\u578b<\/tr>\n\n\n\n\n\n
    \u6bcf\u6b21\u63a8\u7406\u8981\u7b97\u7684\u53c2\u6570<\/td>\n\u5168\u90e8\u53c2\u6570<\/td>\n\u53ea\u6709\u88ab\u6fc0\u6d3b\u7684\u5c11\u6570\u4e13\u5bb6<\/td>\n<\/tr>\n
    \u663e\u5b58\u5360\u7528<\/td>\n\u76f8\u5bf9\u4f4e（\u53c2\u6570\u5c11）<\/td>\n\u9ad8（\u603b\u53c2\u6570\u90fd\u5f97\u88c5\u4e0b）<\/td>\n<\/tr>\n
    \u540c\u7b49\u7b97\u529b\u4e0b\u53ef\u6269\u5c55\u7684\u4e0a\u9650<\/td>\n\u53d7\u7b97\u529b\u9650\u5236<\/td>\n\u660e\u663e\u66f4\u9ad8<\/td>\n<\/tr>\n
    \u63a8\u7406\u5ef6\u8fdf<\/td>\n\u7a33\u5b9a<\/td>\n\u8def\u7531\u6709\u989d\u5916\u5f00\u9500，\u4f46\u603b\u8ba1\u7b97\u91cf\u5c0f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u8fd9\u91cc\u6709\u4e2a\u7279\u522b\u5e38\u89c1\u7684\u8bef\u8bfb：\u770b\u5230"2.8 \u4e07\u4ebf\u53c2\u6570"\u5c31\u4ee5\u4e3a\u8dd1\u4e00\u6b21\u8981\u70e7\u6389 2.8 \u4e07\u4ebf\u53c2\u6570\u7684\u7b97\u529b\u3002\u4e0d\u662f\u7684，\u771f\u6b63\u51b3\u5b9a\u63a8\u7406\u6210\u672c\u7684\u662f\u6bcf\u6b21\u6fc0\u6d3b\u7684\u90a3\u90e8\u5206\u53c2\u6570\u3002<\/p>\n

    \"\u540c\u4e00\u53e3\u9505\uff0c\u706b\u5019\u4e0d\u540c\uff0c\u51fa\u6765\u7684\u4e1c\u897f\u4e00\u4e2a\u7a33\u4e00\u4e2a\u91ce\u3002\"<\/p>\n

    \"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\uff1aMoE<\/p>\n

    \u518d\u8865\u4e00\u4e2a\u6211\u81ea\u5df1\u7684\u89c2\u5bdf：MoE \u8ba9"\u53c2\u6570\u7ade\u8d5b"\u53d8\u5f97\u6ca1\u90a3\u4e48\u76f4\u63a5\u53ef\u6bd4\u4e86\u3002\u5382\u5546\u53d1\u5e03\u4f1a\u62a5\u603b\u53c2\u6570，\u5de5\u7a0b\u5e08\u8be5\u770b\u7684\u662f\u6fc0\u6d3b\u53c2\u6570\u2014\u2014\u4e24\u4e2a\u603b\u53c2\u4e00\u6837\u7684\u6a21\u578b，\u6fc0\u6d3b\u53c2\u6570\u91cf\u53ef\u80fd\u5dee\u4e00\u4e2a\u6570\u91cf\u7ea7，\u6210\u672c\u548c\u901f\u5ea6\u5b8c\u5168\u4e0d\u662f\u4e00\u56de\u4e8b\u3002<\/p>\n

    \u4e94\u3001Chat \u6a21\u578b\u4e0d\u7b49\u4e8e"\u66f4\u806a\u660e\u7684\u57fa\u5ea7\u6a21\u578b"<\/h3>\n

    \u5224\u65ad\u53e5：Chat \u6a21\u578b\u4e0d\u662f\u57fa\u5ea7\u6a21\u578b\u7684\u5347\u7ea7\u7248，\u5b83\u662f\u57fa\u5ea7\u6a21\u578b\u88ab\u89c4\u8bad\u4e4b\u540e\u7684\u6837\u5b50\u3002<\/p>\n

    \u57fa\u5ea7\u6a21\u578b（Base Model）：\u53ea\u505a\u8fc7\u9884\u8bad\u7ec3\u3001\u76ee\u6807\u5c31\u662f\u7eed\u5199\u4e0b\u4e00\u4e2a Token \u7684\u6a21\u578b\u3002\u5b83\u77e5\u8bc6\u91cf\u5927，\u4f46\u4e0d\u4f1a"\u56de\u7b54\u95ee\u9898"\u2014\u2014\u4f60\u95ee\u5b83"\u5317\u4eac\u5728\u54ea"，\u5b83\u53ef\u80fd\u63a5\u7740\u7ed9\u4f60\u7f16\u51fa\u5341\u4e2a\u7c7b\u4f3c\u7684\u95ee\u9898，\u56e0\u4e3a\u5728\u5b83\u773c\u91cc\u4f60\u53ea\u662f\u7ed9\u4e86\u5b83\u4e00\u6bb5\u5f85\u7eed\u5199\u7684\u6587\u672c\u3002<\/p>\n

    Chat \u6a21\u578b：\u5728\u57fa\u5ea7\u4e4b\u4e0a\u505a\u8fc7\u6307\u4ee4\u5fae\u8c03\u548c\u5bf9\u9f50\u7684\u6a21\u578b，\u80fd\u542c\u61c2"\u8bf7\u5e2e\u6211\u505a\u67d0\u4e8b"\u8fd9\u7c7b\u6307\u4ee4，\u5e76\u6309\u52a9\u624b\u7684\u53e3\u543b\u56de\u7b54\u3002\u4f60\u53ef\u4ee5\u7406\u89e3\u4e3a\u540c\u4e00\u4e2a\u4eba\u7684\u4e24\u79cd\u72b6\u6001\u2014\u2014\u4e00\u4e2a\u662f\u6ee1\u8179\u7ecf\u7eb6\u4f46\u4e0d\u770b\u573a\u5408\u7684\u5b66\u8005，\u4e00\u4e2a\u662f\u53d7\u8fc7\u804c\u4e1a\u8bad\u7ec3\u7684\u5ba2\u670d\u3002<\/p>\n

    \u4ece\u57fa\u5ea7\u5230 Chat，\u4e2d\u95f4\u5927\u81f4\u8d70\u4e09\u6b65：<\/p>\n

  • SFT（\u6307\u4ee4\u5fae\u8c03）：\u7528\u5927\u91cf"\u6307\u4ee4\u2014\u56de\u7b54"\u6837\u672c\u6559\u5b83\u5bf9\u8bdd\u683c\u5f0f；<\/li>\n
  • \u504f\u597d\u5bf9\u9f50：\u7528\u4eba\u7c7b\u504f\u597d\u6570\u636e（RLHF\u3001DPO \u4e4b\u7c7b）\u8ba9\u5b83\u5b66\u4f1a\u54ea\u4e9b\u56de\u7b54\u66f4\u597d\u3001\u54ea\u4e9b\u4e0d\u80fd\u8bf4；<\/li>\n
  • \u5b89\u5168\u4e0e\u98ce\u683c\u6536\u5c3e：\u52a0\u4e0a\u62d2\u7b54\u8fb9\u754c\u3001\u8bed\u6c14\u89c4\u8303\u3001\u683c\u5f0f\u4e60\u60ef\u3002<\/li>\n

    \"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\uff1a\u57fa\u5ea7\u6a21\u578b\u5230<\/p>\n

    \u5bf9\u9f50\u6362\u6765\u4e86"\u542c\u5f97\u61c2\u4eba\u8bdd"，\u4ee3\u4ef7\u662f\u522b\u7684：\u539f\u59cb\u77e5\u8bc6\u5bc6\u5ea6\u4f1a\u88ab\u8bdd\u672f\u7a00\u91ca，\u8f93\u51fa\u591a\u6837\u6027\u4e0b\u964d，\u6a21\u578b\u4e5f\u66f4\u503e\u5411\u4e8e\u7ed9\u51fa\u56db\u5e73\u516b\u7a33\u7684\u7b54\u6848\u3002\u505a\u9886\u57df\u5fae\u8c03\u7684\u670b\u53cb\u5c24\u5176\u8981\u6ce8\u610f\u2014\u2014\u4f60\u8981\u7684\u662f\u628a\u65b0\u77e5\u8bc6\u704c\u8fdb\u53bb，\u8fd8\u662f\u628a\u56de\u7b54\u98ce\u683c\u8c03\u6210\u52a9\u624b\u8154？\u8fd9\u51b3\u5b9a\u4e86\u4f60\u9009\u57fa\u5ea7\u8fd8\u662f\u9009 Chat \u7248\u3002\u8fd9\u4e0d\u662f\u4e00\u4e2a"\u54ea\u4e2a\u66f4\u597d"\u7684\u95ee\u9898，\u662f"\u54ea\u4e2a\u66f4\u5408\u4f60\u7684\u4e8b"\u3002<\/p>\n

    \u516d\u3001\u666e\u901a\u5bf9\u8bdd\u548c\u6df1\u5ea6\u601d\u8003，\u5dee\u5728\u54ea<\/h3>\n

    \u5148\u8bf4\u7ed3\u8bba：\u4e24\u8005\u7684\u533a\u522b\u4e0d\u5728\u8c01\u66f4\u806a\u660e，\u800c\u5728\u8981\u4e0d\u8981\u7ed9\u6a21\u578b\u53d1\u4e00\u5f20\u8349\u7a3f\u7eb8\u3002<\/p>\n

    \u666e\u901a\u5bf9\u8bdd（Fast \/ \u975e\u601d\u8003\u6a21\u5f0f）：\u6a21\u578b\u76f4\u63a5\u5f00\u59cb\u751f\u6210\u7b54\u6848，\u6bcf\u4e2a Token \u90fd\u662f\u6700\u7ec8\u8f93\u51fa\u7684\u4e00\u90e8\u5206\u3002\u4f60\u53ef\u4ee5\u7406\u89e3\u4e3a\u8131\u53e3\u800c\u51fa\u7684\u56de\u7b54\u3002<\/p>\n

    \u6df1\u5ea6\u601d\u8003（Thinking \/ \u63a8\u7406\u6a21\u5f0f）：\u6a21\u578b\u5148\u8f93\u51fa\u4e00\u6bb5\u5185\u90e8\u63a8\u7406\u8fc7\u7a0b，\u60f3\u5b8c\u4e86\u518d\u7ed9\u7ed3\u8bba\u3002\u8fd9\u6bb5\u8fc7\u7a0b\u6709\u65f6\u76f4\u63a5\u5c55\u793a\u7ed9\u4f60，\u6709\u65f6\u88ab\u6298\u53e0\u8d77\u6765，\u4f46\u53ea\u8981\u5b83\u4ea7\u751f\u4e86，\u5c31\u4e00\u6837\u8ba1\u8d39\u3002<\/p>\n

    \u6df1\u5ea6\u601d\u8003\u73b0\u5728\u5927\u81f4\u6709\u8fd9\u4e48\u51e0\u79cd\u63a7\u5236\u65b9\u5f0f，\u6df1\u5ea6\u4e5f\u5206\u6863：<\/p>\n

  • \u5f00\u5173\u5f0f：\u4e00\u4e2a\u6309\u94ae，\u601d\u8003\u5f00\u6216\u5173，\u6700\u7c97\u653e；<\/li>\n
  • \u5f3a\u5ea6\u5206\u6863：\u50cf reasoning_effort \u8fd9\u7c7b\u53c2\u6570，\u53ef\u4ee5\u8bbe low \/ high \/ max，\u672c\u8d28\u662f\u7ed9\u63a8\u7406\u8fc7\u7a0b\u7559\u591a\u5c11 Token \u9884\u7b97；<\/li>\n
  • \u81ea\u52a8\u8def\u7531：\u7531\u5e73\u53f0\u5224\u65ad，\u7b80\u5355\u95ee\u9898\u76f4\u63a5\u7b54\u3001\u590d\u6742\u95ee\u9898\u624d\u628a\u601d\u8003\u62c9\u8d77\u6765\u3002<\/li>\n

    \u540c\u4e00\u4e2a\u95ee\u9898，\u4e24\u79cd\u6a21\u5f0f\u7684\u5dee\u522b\u96c6\u4e2d\u5728\u56db\u4ef6\u4e8b\u4e0a：<\/p>\n\n\u7ef4\u5ea6\u666e\u901a\u5bf9\u8bdd\u6df1\u5ea6\u601d\u8003<\/tr>\n\n\n\n\n\n
    \u9996\u5b57\u5ef6\u8fdf<\/td>\n\u5feb，\u51e0\u4e4e\u7acb\u523b\u51fa\u5b57<\/td>\n\u660e\u663e\u53d8\u6162，\u7b49\u51e0\u79d2\u5230\u51e0\u5341\u79d2<\/td>\n<\/tr>\n
    Token \u6d88\u8017<\/td>\n\u53ea\u7b97\u7b54\u6848<\/td>\n\u63a8\u7406\u8fc7\u7a0b\u4e5f\u8ba1\u8d39，\u5e38\u5e38\u7ffb\u51e0\u500d<\/td>\n<\/tr>\n
    \u7a33\u5b9a\u6027<\/td>\n\u76f4\u63a5，\u4f46\u53ef\u80fd\u6f0f\u6b65\u9aa4<\/td>\n\u591a\u6b65\u4efb\u52a1\u6b63\u786e\u7387\u66f4\u9ad8<\/td>\n<\/tr>\n
    \u51fa\u9519\u65b9\u5f0f<\/td>\n\u7b54\u5f97\u6d45<\/td>\n\u53ef\u80fd\u60f3\u6b6a，\u63a8\u7406\u94fe\u8d8a\u957f\u8d8a\u5bb9\u6613\u8dd1\u504f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u81f3\u4e8e\u4ec0\u4e48\u65f6\u5019\u8be5\u7528，\u6211\u7684\u5224\u65ad\u6807\u51c6\u662f\u770b\u4efb\u52a1\u6709\u6ca1\u6709"\u4e2d\u95f4\u6b65\u9aa4"：<\/p>\n\n\u573a\u666f\u5efa\u8bae\u539f\u56e0<\/tr>\n\n\n\n\n\n\n
    \u6570\u5b66\u9898\u3001\u7b97\u6cd5\u9898\u3001\u591a\u6b65\u903b\u8f91<\/td>\n\u7528，\u4e2d\u7b49\u5f3a\u5ea6\u8d77\u6b65<\/td>\n\u6536\u76ca\u6700\u660e\u663e<\/td>\n<\/tr>\n
    \u590d\u6742\u4ee3\u7801\u8c03\u8bd5\u3001\u67b6\u6784\u6743\u8861<\/td>\n\u7528<\/td>\n\u9700\u8981\u8fde\u8d2f\u7684\u56e0\u679c\u94fe<\/td>\n<\/tr>\n
    \u4fe1\u606f\u62bd\u53d6\u3001\u683c\u5f0f\u8f6c\u6362<\/td>\n\u522b\u7528<\/td>\n\u89c4\u5219\u660e\u786e，\u60f3\u591a\u4e86\u53cd\u800c\u51fa\u9519<\/td>\n<\/tr>\n
    RAG \u68c0\u7d22\u95ee\u7b54\u3001\u6458\u8981\u3001\u7ffb\u8bd1<\/td>\n\u522b\u7528<\/td>\n\u7b54\u6848\u5728\u6750\u6599\u91cc，\u9760\u5f52\u7eb3\u4e0d\u9760\u63a8\u7406<\/td>\n<\/tr>\n
    \u95f2\u804a\u3001\u7b80\u5355\u6539\u5199<\/td>\n\u522b\u7528<\/td>\n\u7eaf\u70e7\u94b1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    RAG（\u68c0\u7d22\u589e\u5f3a\u751f\u6210）\u7684\u601d\u8def\u662f\u5148\u4ece\u77e5\u8bc6\u5e93\u635e\u51fa\u76f8\u5173\u7247\u6bb5，\u518d\u8ba9\u6a21\u578b\u57fa\u4e8e\u8fd9\u4e9b\u7247\u6bb5\u4f5c\u7b54\u3002\u5b83\u7684\u6838\u5fc3\u5de5\u4f5c\u662f"\u8bfb\u61c2\u6750\u6599\u3001\u8bf4\u6e05\u695a"，\u94fe\u5f0f\u63a8\u7406\u5e2e\u4e0d\u4e0a\u5fd9，\u8fd8\u4f1a\u62d6\u6162\u54cd\u5e94\u3001\u63a8\u9ad8\u6210\u672c；\u66f4\u9ebb\u70e6\u7684\u662f，\u63a8\u7406\u94fe\u62c9\u957f\u4e4b\u540e，\u6a21\u578b\u6709\u53ef\u80fd\u504f\u79bb\u68c0\u7d22\u5230\u7684\u539f\u6587，\u5f00\u59cb\u81ea\u5df1\u7f16\u3002<\/p>\n

    \u6211\u8e29\u8fc7\u4e00\u4e2a\u633a\u6709\u610f\u601d\u7684\u5751：\u6709\u6b21\u8ba9\u5b83\u7b97\u4e2a\u4e24\u4f4d\u6570\u4e58\u6cd5，\u987a\u624b\u5f00\u4e86\u6700\u9ad8\u6863\u601d\u8003，\u7ed3\u679c\u5b83\u7ed5\u4e86\u4e00\u5927\u5708，\u8fd8\u5dee\u70b9\u7b97\u9519\u3002\u601d\u8003\u5f3a\u5ea6\u662f\u9884\u7b97，\u4e0d\u662f\u4fdd\u9669\u3002<\/p>\n

    \u4e03\u3001\u7f51\u9875\u7aef AI \u548c API \u8c03\u7528，\u4e70\u7684\u4e0d\u662f\u540c\u4e00\u4e2a\u4e1c\u897f<\/h3>\n

    \u5224\u65ad\u53e5：\u7f51\u9875\u7aef\u548c API \u80cc\u540e\u5f80\u5f80\u662f\u540c\u4e00\u4e2a\u6a21\u578b，\u4f46\u4f60\u4e70\u5230\u7684\u4e1c\u897f\u5b8c\u5168\u4e0d\u662f\u4e00\u56de\u4e8b\u3002<\/p>\n

    \u7f51\u9875\u7aef\u662f\u6210\u54c1，API \u662f\u96f6\u4ef6\u2014\u2014\u8fd9\u4e2a\u5dee\u522b\u51b3\u5b9a\u4e86\u5b83\u4fe9\u5404\u81ea\u9002\u5408\u4ec0\u4e48\u6d3b\u3002<\/p>\n\n\u7ef4\u5ea6\u7f51\u9875\u7aefAPI \u8c03\u7528<\/tr>\n\n\n\n\n\n\n\n\n
    \u8ba1\u8d39<\/td>\n\u8ba2\u9605\u6216\u514d\u8d39，\u804a\u591a\u5c11\u4e0d\u5f71\u54cd\u94b1\u5305<\/td>\n\u6309 Token \u8ba1\u8d39，\u8f93\u5165\u8f93\u51fa\u90fd\u7b97\u94b1<\/td>\n<\/tr>\n
    \u53c2\u6570\u63a7\u5236<\/td>\n\u57fa\u672c\u6ca1\u6709，Temperature \u88ab\u85cf\u8d77\u6765\u4e86<\/td>\n\u6e29\u5ea6\u3001\u601d\u8003\u5f3a\u5ea6\u3001\u6700\u5927\u957f\u5ea6\u90fd\u80fd\u81ea\u5df1\u8bbe<\/td>\n<\/tr>\n
    \u7cfb\u7edf\u63d0\u793a\u8bcd<\/td>\n\u5e73\u53f0\u5199\u6b7b\u7684，\u4f60\u6539\u4e0d\u4e86<\/td>\n\u5b8c\u5168\u7531\u4f60\u638c\u63a7<\/td>\n<\/tr>\n
    \u4e0a\u4e0b\u6587<\/td>\n\u5e73\u53f0\u53ef\u80fd\u81ea\u52a8\u622a\u65ad\u5386\u53f2<\/td>\n\u4f20\u591a\u5c11\u662f\u4f60\u7684\u4e8b，\u8d39\u7528\u4e5f\u5f52\u4f60<\/td>\n<\/tr>\n
    \u9644\u52a0\u80fd\u529b<\/td>\n\u81ea\u5e26\u8054\u7f51\u3001\u6587\u4ef6\u89e3\u6790\u3001\u753b\u56fe\u3001\u8bb0\u5fc6<\/td>\n\u88f8\u6a21\u578b，\u68c0\u7d22\u548c\u5de5\u5177\u5f97\u81ea\u5df1\u63a5<\/td>\n<\/tr>\n
    \u6570\u636e\u6d41\u5411<\/td>\n\u662f\u5426\u7528\u4e8e\u8bad\u7ec3\u770b\u5e73\u53f0\u6761\u6b3e<\/td>\n\u4f01\u4e1a\u7248\u901a\u5e38\u53ef\u7ea6\u5b9a\u4e0d\u7528\u4e8e\u8bad\u7ec3<\/td>\n<\/tr>\n
    \u81ea\u52a8\u5316<\/td>\n\u624b\u52a8\u70b9<\/td>\n\u53ef\u6279\u91cf\u3001\u53ef\u5d4c\u8fdb\u4ea7\u54c1\u3001\u53ef\u8fdb CI<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u6211\u7b2c\u4e00\u6b21\u628a\u7f51\u9875\u7aef\u7528\u5f97\u5f88\u987a\u7684\u63d0\u793a\u8bcd\u642c\u5230 API \u4e0a，\u6548\u679c\u6389\u4e86\u4e00\u622a，\u6392\u67e5\u534a\u5929\u624d\u53cd\u5e94\u8fc7\u6765：\u7f51\u9875\u7aef\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u91cc\u65e9\u5c31\u66ff\u6211\u5199\u597d\u4e86\u4e00\u5806\u7ea6\u675f，API \u90a3\u8fb9\u662f\u767d\u7eb8\u4e00\u5f20，\u4ec0\u4e48\u90fd\u5f97\u81ea\u5df1\u586b\u3002<\/p>\n

    \"\"<\/p>\n

    \u6240\u4ee5\u600e\u4e48\u9009\u5f88\u6e05\u695a：\u5076\u5c14\u7528\u7528\u3001\u8bd5\u6548\u679c\u3001\u505a\u8c03\u7814，\u7f51\u9875\u7aef\u66f4\u7701\u4e8b；\u8981\u8fdb\u751f\u4ea7\u3001\u8981\u6279\u91cf\u8dd1\u3001\u8981\u53ef\u590d\u73b0\u3001\u8981\u79c1\u6709\u5316，\u53ea\u80fd\u8d70 API\u3002 API \u7ed9\u4f60\u7684\u4e0d\u662f\u66f4\u5f3a\u7684\u6a21\u578b，\u662f\u66f4\u591a\u7684\u63a7\u5236\u6743\u548c\u66f4\u591a\u7684\u8d23\u4efb\u2014\u2014\u8d39\u7528\u3001\u5e76\u53d1\u3001\u63d0\u793a\u8bcd\u3001\u6570\u636e\u5408\u89c4，\u5168\u90fd\u5f97\u81ea\u5df1\u625b\u3002<\/p>\n

    \u516b\u30012026 \u5e74\u56fd\u4ea7\u4e3b\u6d41\u5927\u6a21\u578b\u4e3e\u4f8b<\/h3>\n

    \u622a\u81f3 2026 \u5e74 10 \u6708，\u56fd\u5185\u7b2c\u4e00\u68af\u961f\u7684\u65d7\u8230\u57fa\u672c\u5f62\u6210\u4e86\u5171\u8bc6\u6253\u6cd5：MoE \u67b6\u6784 + \u957f\u4e0a\u4e0b\u6587 + \u5f00\u6e90\u6743\u91cd\u3002\u4e0b\u9762\u8fd9\u5f20\u8868\u662f\u6211\u6574\u7406\u7684\u4e3b\u6d41\u578b\u53f7，\u5177\u4f53\u53c2\u6570\u4ee5\u5404\u5bb6\u5b98\u65b9\u6587\u6863\u4e3a\u51c6\u3002<\/p>\n\n\u6a21\u578b\u5382\u5546\u67b6\u6784\u4e0e\u53c2\u6570\u4e0a\u4e0b\u6587\u5907\u6ce8<\/tr>\n\n\n\n\n\n\n\n
    DeepSeek V4 \u7cfb\u5217<\/td>\n\u6df1\u5ea6\u6c42\u7d22<\/td>\nMoE，Pro \u7248 1.6T \u603b\u53c2 \/ 49B \u6fc0\u6d3b<\/td>\n1M<\/td>\nMIT \u5f00\u6e90；2026-09 \u66f4\u65b0 V4.1 Flash<\/td>\n<\/tr>\n
    Kimi K3<\/td>\n\u6708\u4e4b\u6697\u9762<\/td>\nMoE，2.8T \u603b\u53c2<\/td>\n1M<\/td>\n\u6743\u91cd\u5df2\u5f00\u6e90<\/td>\n<\/tr>\n
    Qwen3.8 \u7cfb\u5217<\/td>\n\u963f\u91cc<\/td>\nMoE，Max \u7ea7\u7ea6 2.4T \u7ea7\u53c2\u6570<\/td>\n\u957f\u4e0a\u4e0b\u6587<\/td>\n\u591a\u699c\u56fd\u4ea7\u7b2c\u4e00\u68af\u961f<\/td>\n<\/tr>\n
    GLM-5.3 \u7cfb\u5217<\/td>\n\u667a\u8c31<\/td>\nMoE，Flash \u7248\u7ea6 320B \u603b\u53c2 \/ 18B \u6fc0\u6d3b<\/td>\n1M<\/td>\n\u539f\u751f\u591a\u6a21\u6001<\/td>\n<\/tr>\n
    \u6df7\u5143 Hy3 preview<\/td>\n\u817e\u8baf<\/td>\nMoE，295B \u603b\u53c2 \/ 21B \u6fc0\u6d3b<\/td>\n256K<\/td>\n\u5df2\u5f00\u6e90<\/td>\n<\/tr>\n
    LongCat-2.0<\/td>\n\u7f8e\u56e2<\/td>\nMoE，1.6T \u603b\u53c2 \/ 48B \u6fc0\u6d3b<\/td>\n1M<\/td>\n\u56fd\u4ea7\u7b97\u529b\u8bad\u7ec3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u8bf4\u51e0\u4e2a\u5177\u4f53\u611f\u53d7：<\/p>\n

    **\u957f\u4e0a\u4e0b\u6587\u5df2\u7ecf\u662f\u6807\u914d\u3002**1M \u8fd9\u4e2a\u8bcd\u5728 2026 \u5e74\u51fa\u73b0\u5f97\u8d8a\u6765\u8d8a\u9891\u7e41，DeepSeek\u3001Kimi\u3001GLM \u8fd9\u51e0\u5bb6\u90fd\u628a\u767e\u4e07\u7ea7\u5199\u8fdb\u4e86\u5ba3\u4f20\u53e3\u5f84，\u817e\u8baf\u6df7\u5143 Hy3 \u548c\u8baf\u98de\u661f\u706b X2-Flash \u5219\u505c\u5728 256K \u4e00\u6863\u3002\u4f46\u5982\u7b2c\u4e8c\u8282\u6240\u8bf4，\u6807\u79f0\u503c\u548c\u4f7f\u7528\u8d28\u91cf\u662f\u4e24\u56de\u4e8b，\u4e0a\u751f\u4ea7\u524d\u81ea\u5df1\u538b\u6d4b\u4e00\u8f6e\u6700\u7a33\u3002<\/p>\n

    MoE \u662f\u9ed8\u8ba4\u9009\u9879\u3002\u4e0a\u9762\u8fd9\u51e0\u5bb6\u65e0\u4e00\u4f8b\u5916，\u5168\u90e8\u662f\u7a00\u758f\u67b6\u6784，\u6fc0\u6d3b\u53c2\u6570\u666e\u904d\u843d\u5728\u51e0\u5341 B \u7684\u91cf\u7ea7\u3002\u8fd9\u4e5f\u610f\u5473\u7740\u53c2\u6570\u91cf\u8fd9\u4e2a\u6307\u6807\u8d8a\u6765\u8d8a\u4e0d\u9002\u5408\u62ff\u6765\u6a2a\u5411\u6bd4\u5f3a\u5f31\u3002<\/p>\n

    **\u5f00\u6e90\u662f\u771f\u5f00\u6e90\u3002**DeepSeek \u8d70 MIT，Kimi\u3001GLM\u3001\u6df7\u5143\u90fd\u628a\u6743\u91cd\u653e\u4e86\u51fa\u6765，\u8fd9\u5bf9\u60f3\u79c1\u6709\u5316\u90e8\u7f72\u7684\u56e2\u961f\u662f\u5b9e\u6253\u5b9e\u7684\u597d\u4e8b\u2014\u2014\u81f3\u5c11\u4f60\u53ef\u4ee5\u5148\u4e0b\u8f7d\u4e0b\u6765\u8dd1\u901a\u518d\u8bf4\u3002<\/p>\n

    \u56de\u5230\u5f00\u5934\u90a3\u4e2a\u95ee\u9898\u3002\u5927\u6a21\u578b\u662f\u4ec0\u4e48？\u8bf4\u5230\u5e95\u5b83\u662f\u4e00\u53f0\u7528\u6d77\u91cf\u6587\u672c\u7ec3\u51fa\u6765\u7684\u4e0b\u4e00\u4e2a Token \u9884\u6d4b\u673a，Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature\u3001MoE \u8fd9\u4e9b\u540d\u8bcd，\u63cf\u8ff0\u7684\u90fd\u662f\u8fd9\u53f0\u673a\u5668\u7684\u67d0\u4e2a\u96f6\u4ef6\u600e\u4e48\u8f6c\u3002\u641e\u61c2\u96f6\u4ef6\u7684\u4ee3\u4ef7\u5e76\u4e0d\u9ad8，\u4f46\u56de\u62a5\u5f88\u76f4\u63a5\u2014\u2014\u4f60\u4e0d\u518d\u9700\u8981\u542c\u522b\u4eba\u66ff\u4f60\u5224\u65ad\u3002<\/p>\n

    \u4ee5 2026 \u5e74 10 \u6708\u8fd9\u4e2a\u65f6\u95f4\u70b9\u770b，\u9009\u56fd\u4ea7\u6a21\u578b\u6211\u5efa\u8bae\u5148\u770b\u6fc0\u6d3b\u53c2\u6570\u548c\u5355\u4ef7，\u518d\u770b\u4e0a\u4e0b\u6587\u548c\u699c\u5355\u6392\u540d\u3002\u603b\u53c2\u6570\u6700\u552c\u4eba，\u4e5f\u6700\u4e0d\u80fd\u7528\u6765\u6a2a\u5411\u6bd4\u3002<\/p>\n

    \n

    \u53c2\u8003\u94fe\u63a5<\/h3>\n
      \n
    • DeepSeek V4 \u9884\u89c8\u7248\u53d1\u5e03\u516c\u544a（\u641c：DeepSeek V4 preview）<\/li>\n
    • DeepSeek V4.1 Flash \u53d1\u5e03\u8bf4\u660e<\/li>\n
    • Kimi K3 \u5feb\u901f\u5f00\u59cb\u6587\u6863（\u641c：Kimi API \u5e73\u53f0 \u6587\u6863）<\/li>\n
    • \u817e\u8baf\u6df7\u5143 Hy3 preview \u53d1\u5e03\u62a5\u9053<\/li>\n
    • \u7f8e\u56e2 LongCat-2.0 \u53d1\u5e03\u62a5\u9053<\/li>\n
    • \u667a\u8c31 GLM \u5168\u6808\u4f53\u7cfb\u7814\u62a5\u6458\u8981<\/li>\n<\/ul>\n
      \n

      \u6211\u662f\u665a\u5b89code，\u6301\u7eed\u5206\u4eab\u7f16\u7a0b\u5e72\u8d27\u3002\u89c9\u5f97\u6709\u7528\u7684\u8bdd\u8bb0\u5f97\u70b9\u8d5e\u6536\u85cf\u548c\u5173\u6ce8~\u4e5f\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u804a\u804a：\u641e\u61c2\u5927\u6a21\u578b\u662f\u4ec0\u4e48\u8fd9\u4ef6\u4e8b\u4e0a，\u4f60\u88ab\u54ea\u4e2a\u540d\u8bcd\u7ed5\u5f97\u6700\u4e45？<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u5927\u5bb6\u597d，\u6211\u662f\u665a\u5b89code\u3002
      \n\u5047\u8bbe\u4e00\u4e2a\u573a\u666f：\\”\u8fd9\u4e2a\u6a21\u578b\u8bf4\u652f\u6301 100 \u4e07\u4e0a\u4e0b\u6587，\u90a3\u6211\u662f\u4e0d\u662f\u53ef\u4ee5\u628a\u6574\u4e2a\u9879\u76ee\u4ee3\u7801\u90fd\u4e22\u8fdb\u53bb？\\”\u770b\u4e86\u773c\u8d26\u5355，\u6ca1\u8bf4\u8bdd\u3002\u6240\u4ee5\u6211\u6253\u7b97\u628a\\”\u5927\u6a21\u578b\u662f\u4ec0\u4e48\\”\u8fd9\u4ef6\u4e8b\u4ece\u5934\u5230\u5c3e\u8bb2\u4e00\u904d，\u4e00\u4e2a\u540d\u8bcd\u90fd\u4e0d\u8df3\u8fc7\u3002
      \n\u8fd9\u7bc7\u5c31\u628a\u8bdd\u8bf4\u767d：\u5927\u6a21\u578b\u5230\u5e95\u662f\u4ec0\u4e48，Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature\u3001MoE \u5404\u81ea\u7ba1\u4ec0\u4e48，Chat \u6a21\u578b\u548c\u57fa\u5ea7\u6a21\u578b\u5dee\u5728\u54ea&#xff<\/p>\n","protected":false},"author":2,"featured_media":112001,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11653,50,207,86],"topic":[],"class_list":["post-112007","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-11653","tag-50","tag-207","tag-86"],"yoast_head":"\n\u5927\u6a21\u578b\u662f\u4ec0\u4e48\uff1f\u8bb2\u900f Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature \u548c MoE - \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\/112007.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\uff1f\u8bb2\u900f Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature \u548c MoE - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u5927\u5bb6\u597d，\u6211\u662f\u665a\u5b89code\u3002 \u5047\u8bbe\u4e00\u4e2a\u573a\u666f："\u8fd9\u4e2a\u6a21\u578b\u8bf4\u652f\u6301 100 \u4e07\u4e0a\u4e0b\u6587，\u90a3\u6211\u662f\u4e0d\u662f\u53ef\u4ee5\u628a\u6574\u4e2a\u9879\u76ee\u4ee3\u7801\u90fd\u4e22\u8fdb\u53bb？"\u770b\u4e86\u773c\u8d26\u5355，\u6ca1\u8bf4\u8bdd\u3002\u6240\u4ee5\u6211\u6253\u7b97\u628a"\u5927\u6a21\u578b\u662f\u4ec0\u4e48"\u8fd9\u4ef6\u4e8b\u4ece\u5934\u5230\u5c3e\u8bb2\u4e00\u904d，\u4e00\u4e2a\u540d\u8bcd\u90fd\u4e0d\u8df3\u8fc7\u3002 \u8fd9\u7bc7\u5c31\u628a\u8bdd\u8bf4\u767d：\u5927\u6a21\u578b\u5230\u5e95\u662f\u4ec0\u4e48，Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature\u3001MoE \u5404\u81ea\u7ba1\u4ec0\u4e48，Chat \u6a21\u578b\u548c\u57fa\u5ea7\u6a21\u578b\u5dee\u5728\u54ea&#xff\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/112007.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-02T03:48:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261002034857-6abf29a910917.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/112007.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/112007.html\",\"name\":\"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\uff1f\u8bb2\u900f Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature \u548c MoE - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-10-02T03:48:59+00:00\",\"dateModified\":\"2026-10-02T03:48:59+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/112007.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/112007.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/112007.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\uff1f\u8bb2\u900f Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature \u548c MoE\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\uff1f\u8bb2\u900f Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature \u548c MoE - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/112007.html","og_locale":"zh_CN","og_type":"article","og_title":"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\uff1f\u8bb2\u900f Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature \u548c MoE - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u5927\u5bb6\u597d，\u6211\u662f\u665a\u5b89code\u3002 \u5047\u8bbe\u4e00\u4e2a\u573a\u666f：\"\u8fd9\u4e2a\u6a21\u578b\u8bf4\u652f\u6301 100 \u4e07\u4e0a\u4e0b\u6587，\u90a3\u6211\u662f\u4e0d\u662f\u53ef\u4ee5\u628a\u6574\u4e2a\u9879\u76ee\u4ee3\u7801\u90fd\u4e22\u8fdb\u53bb？\"\u770b\u4e86\u773c\u8d26\u5355，\u6ca1\u8bf4\u8bdd\u3002\u6240\u4ee5\u6211\u6253\u7b97\u628a\"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\"\u8fd9\u4ef6\u4e8b\u4ece\u5934\u5230\u5c3e\u8bb2\u4e00\u904d，\u4e00\u4e2a\u540d\u8bcd\u90fd\u4e0d\u8df3\u8fc7\u3002 \u8fd9\u7bc7\u5c31\u628a\u8bdd\u8bf4\u767d：\u5927\u6a21\u578b\u5230\u5e95\u662f\u4ec0\u4e48，Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature\u3001MoE \u5404\u81ea\u7ba1\u4ec0\u4e48，Chat \u6a21\u578b\u548c\u57fa\u5ea7\u6a21\u578b\u5dee\u5728\u54ea&#xff","og_url":"https:\/\/www.wsisp.com\/helps\/112007.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-10-02T03:48:59+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261002034857-6abf29a910917.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/112007.html","url":"https:\/\/www.wsisp.com\/helps\/112007.html","name":"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\uff1f\u8bb2\u900f Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature \u548c MoE - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-10-02T03:48:59+00:00","dateModified":"2026-10-02T03:48:59+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/112007.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/112007.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/112007.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u5927\u6a21\u578b\u662f\u4ec0\u4e48\uff1f\u8bb2\u900f Token\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001Temperature \u548c MoE"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/112007","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=112007"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/112007\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/112001"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=112007"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=112007"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=112007"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=112007"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}