{"id":112985,"date":"2026-10-05T10:41:04","date_gmt":"2026-10-05T02:41:04","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/112985.html"},"modified":"2026-10-05T10:41:04","modified_gmt":"2026-10-05T02:41:04","slug":"%e7%ac%ac-16-%e7%af%87%ef%bc%9a%e6%8e%a8%e7%90%86%e5%bc%95%e6%93%8e%e4%b8%ba%e4%bb%80%e4%b9%88%e8%a6%81%e6%9c%89%e8%87%aa%e5%b7%b1%e7%9a%84%e6%9d%83%e9%87%8d%e6%a0%bc%e5%bc%8f%ef%bc%88%e9%9b%b6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/112985.html","title":{"rendered":"\u7b2c 16 \u7bc7\uff1a\u63a8\u7406\u5f15\u64ce\u4e3a\u4ec0\u4e48\u8981\u6709\u81ea\u5df1\u7684\u6743\u91cd\u683c\u5f0f\uff08\u96f6\u95e8\u69db\u5165\u95e8\u7cfb\u5217\uff09"},"content":{"rendered":"

\u4e0a\u4e00\u7bc7：\u7b2c 15 \u7bc7\u300a\u4e00\u6b21\u5b8c\u6574\u751f\u6210\u7684\u65c5\u7a0b：\u9884\u586b\u5145\u4e0e\u9010\u8bcd\u751f\u6210\u300b ｜ \u4e0b\u4e00\u7bc7：\u7b2c 17 \u7bc7\u300a\u628a\u9884\u8bad\u7ec3\u6a21\u578b"\u7ffb\u8bd1"\u6210\u80fd\u8dd1\u7684\u6587\u4ef6\u300b<\/p>\n

\u4e00\u53e5\u8bdd\u5bfc\u8bfb：\u63a8\u7406\u5f15\u64ce\u7684\u81ea\u5b9a\u4e49\u683c\u5f0f\u628a\u4e8b\u60c5\u505a\u5728\u8f6c\u6362\u65f6：\u628a"\u600e\u4e48\u5b58"\u76f4\u63a5\u5199\u8fdb\u6587\u4ef6，\u8ba9\u52a0\u8f7d\u53d8\u6210"\u62ff\u6765\u5c31\u80fd\u7b97"，\u7701\u4e0b\u8fd0\u884c\u65f6\u53cd\u590d\u642c\u8fd0\u7684\u6210\u672c\u3002<\/p>\n

\u5173\u952e\u8bcd：\u63a8\u7406\u5f15\u64ce\u5165\u95e8\u3001\u5927\u6a21\u578b\u63a8\u7406\u3001\u6743\u91cd\u683c\u5f0f（weight format）\u3001\u56fa\u5b9a\u5934\u3001\u76ee\u5f55（directory）\u3001\u5e03\u5c40\u91cd\u6392<\/p>\n

\u7b2c 3 \u7bc7\u8bb2\u8fc7\u6743\u91cd\u6587\u4ef6\u7684\u6837\u5b50：\u4e00\u5f20\u76ee\u5f55\u52a0\u4e00\u5806\u6570\u5b57\u3002\u201c\u5934 + \u76ee\u5f55 + \u6570\u636e\u533a"\u53ea\u662f\u9aa8\u67b6，\u771f\u6b63\u51b3\u5b9a\u5feb\u6162\u7684\u662f\u6570\u636e\u5728\u6587\u4ef6\u91cc\u600e\u4e48\u6446\u3002\u8fd9\u4e00\u7bc7\u56de\u7b54：\u4e3a\u4ec0\u4e48\u4e0d\u7528\u901a\u7528\u683c\u5f0f？\u7b54\u6848\u5728"\u529f\u592b\u82b1\u5728\u4ec0\u4e48\u65f6\u5019\u201d，\u4ee5\u53ca"\u600e\u4e48\u4fdd\u8bc1\u4ee5\u540e\u8fd8\u8bfb\u5f97\u61c2"\u3002<\/p>\n

\u2460 \u4e00\u53e5\u8bdd\u6982\u5ff5<\/h3>\n

\u81ea\u5b9a\u4e49\u683c\u5f0f = \u628a"\u600e\u4e48\u5b58"\u5199\u8fdb\u6587\u4ef6\u3002<\/p>\n

\u2461 \u8d77\u70b9：\u6563\u4ef6\u5bb6\u5177 vs \u9884\u88c5\u6210\u54c1\u67dc<\/h3>\n

\u60f3\u8c61\u4f60\u4e70\u4e86\u4e00\u7ec4\u5bb6\u5177，\u5e02\u9762\u4e0a\u6709\u4e24\u79cd\u5356\u6cd5\u3002<\/p>\n

\u4e00\u79cd\u662f\u6563\u4ef6：\u677f\u6750\u3001\u87ba\u4e1d\u3001\u4e94\u91d1\u90fd\u88c5\u8fdb\u4e00\u4e2a\u901a\u7528\u7684\u5927\u7bb1\u5b50\u8fd0\u6765\u3002\u7bb1\u5b50\u4e0d\u5927\u3001\u8fd0\u8d39\u4fbf\u5b9c，\u4f46\u5230\u5bb6\u5f97\u81ea\u5df1\u6309\u56fe\u7eb8\u7ec4\u88c5\u2014\u2014\u5148\u628a\u96f6\u4ef6\u644a\u5f00，\u518d\u4e00\u5757\u4e00\u5757\u62fc\u8d77\u6765\u3002\u96f6\u4ef6\u6ca1\u95ee\u9898，\u8d39\u7684\u662f"\u7528\u4e4b\u524d\u90a3\u6bb5\u88c5\u914d\u65f6\u95f4"\u3002<\/p>\n

\u53e6\u4e00\u79cd\u662f\u9884\u88c5\u597d\u7684\u6210\u54c1\u67dc：\u51fa\u5382\u524d\u62fc\u597d\u62e7\u7d27\u3002\u7bb1\u5b50\u66f4\u5927\u3001\u8fd0\u8d39\u66f4\u8d35，\u53ef\u5f00\u7bb1\u5c31\u80fd\u7528\u3002<\/p>\n

\u4e24\u79cd\u505a\u6cd5\u7528\u7684\u662f\u540c\u4e00\u6279\u677f\u5b50\u2014\u2014\u6750\u6599\u6ca1\u53d8，\u53d8\u7684\u662f"\u4ec0\u4e48\u65f6\u5019\u628a\u529f\u592b\u82b1\u6389"\u3002\u8fd9\u662f\u53d6\u820d：\u7701\u8fd0\u8d39（\u5b58\u50a8），\u8fd8\u662f\u7701\u6bcf\u6b21\u62c6\u7bb1\u7684\u529b\u6c14（\u4f7f\u7528）\u3002\u53ea\u642c\u4e00\u6b21\u3001\u7528\u4e00\u6b21\u7684，\u6563\u4ef6\u5212\u7b97；\u5929\u5929\u5f00\u5408\u7684，\u6210\u54c1\u67dc\u66f4\u503c\u3002<\/p>\n

\u2462 \u4f2a\u4ee3\u7801：\u5148\u67e5\u76ee\u5f55，\u518d\u6309\u504f\u79fb\u53d6\u6570<\/h3>\n

\u81ea\u5b9a\u4e49\u683c\u5f0f\u628a\u8fd9\u4efd"\u53d6\u820d"\u843d\u5230\u6587\u4ef6\u4e0a：\u9aa8\u67b6\u5b9a\u6b7b，\u6570\u636e\u533a\u5728\u8f6c\u6362\u65f6\u5c31\u6446\u597d\u3002<\/p>\n

\u6587\u4ef6 = \u56fa\u5b9a\u5934(432 \u5b57\u8282) + \u76ee\u5f55(\u6309 64 \u5b57\u8282\u5bf9\u9f50) + \u5f20\u91cf\u6570\u636e\u533a(\u6309\u9875\u8fb9\u754c\u5bf9\u9f50)
\n\u76ee\u5f55\u9879 = { \u540d\u5b57, \u5f62\u72b6, \u7cbe\u5ea6\u6807\u8bb0, \u6570\u636e\u8d77\u59cb\u4f4d\u7f6e, \u957f\u5ea6 }<\/p>\n

\u51fd\u6570 \u8bfb(\u6587\u4ef6, \u540d\u5b57) -> \u5f20\u91cf:
\n \u9879 = \u6587\u4ef6.\u76ee\u5f55[\u540d\u5b57] # \u5148\u67e5\u76ee\u5f55\u518d\u53d6\u6570
\n \u82e5 \u9879.\u7248\u672c != \u6587\u4ef6.\u5934.\u7248\u672c: # \u7248\u672c\u5bf9\u4e0d\u4e0a
\n \u62a5\u9519\u5e76\u505c\u6b62 # \u5b81\u53ef\u4e0d\u52a0\u8f7d，\u4e5f\u4e0d\u731c\u7740\u8bfb
\n \u8fd4\u56de \u6587\u4ef6.\u6570\u636e\u533a[\u9879.\u6570\u636e\u8d77\u59cb\u4f4d\u7f6e : \u9879.\u6570\u636e\u8d77\u59cb\u4f4d\u7f6e + \u9879.\u957f\u5ea6]<\/p>\n

\u9010\u884c\u8981\u70b9：<\/p>\n

  • \u7b2c\u4e00\u884c\u628a\u9aa8\u67b6\u5199\u6b7b：\u56fa\u5b9a\u5934（\u7248\u672c\u3001\u6807\u5fd7\u3001\u76ee\u5f55\u5728\u54ea）+ \u76ee\u5f55 + \u6570\u636e\u533a\u3002\u987a\u5e8f\u56fa\u5b9a，\u8bfb\u53d6\u7684\u4eba\u5c31\u77e5\u9053\u53bb\u7b2c\u51e0\u6bb5\u627e\u4ec0\u4e48，\u4e0d\u7528\u4e00\u8fb9\u8bfb\u4e00\u8fb9\u731c\u3002<\/li>\n
  • \u76ee\u5f55\u9879 \u4e94\u4e2a\u5b57\u6bb5\u5404\u7ba1\u4e00\u4ef6\u4e8b：\u540d\u5b57（\u627e\u8c01）\u3001\u5f62\u72b6（\u591a\u5927）\u3001\u7cbe\u5ea6\u6807\u8bb0（\u600e\u4e48\u89e3\u8bfb）\u3001\u6570\u636e\u8d77\u59cb\u4f4d\u7f6e\u4e0e\u957f\u5ea6（\u5728\u54ea\u3001\u591a\u957f）\u2014\u2014\u5408\u8d77\u6765\u5c31\u662f"\u600e\u4e48\u5b58"\u7684\u8bf4\u660e\u4e66\u3002<\/li>\n
  • \u62a5\u9519\u5e76\u505c\u6b62 \u90a3\u4e00\u5904：\u683c\u5f0f\u4e00\u65e6\u6539\u7248，\u5f97\u8ba9\u65b0\u7a0b\u5e8f\u8ba4\u5f97\u51fa\u65e7\u6587\u4ef6\u3002\u5b81\u53ef\u62d2\u7edd\u52a0\u8f7d，\u4e5f\u4e0d\u80fd\u6309\u9519\u65b9\u5f0f\u89e3\u8bfb\u2014\u2014\u6309\u9519\u7684\u4f4d\u7f6e\u53bb\u8bfb\u4e0d\u4f1a\u62a5\u9519，\u53ea\u4f1a\u9759\u9ed8\u7b97\u9519，\u90a3\u662f\u6700\u574f\u7684\u5931\u8d25\u65b9\u5f0f\u3002<\/li>\n
  • \u6570\u636e\u533a\u7684\u5185\u5bb9\u5728\u8f6c\u6362\u65f6\u5c31\u5df2\u6309"\u8ba1\u7b97\u65f6\u60f3\u8981\u7684\u6392\u6cd5"\u6446\u597d，\u52a0\u8f7d\u65f6\u4e0d\u7528\u642c\u6765\u642c\u53bb\u3001\u91cd\u65b0\u6392\u5e8f\u2014\u2014\u8fd9\u5c31\u662f"\u5f00\u7bb1\u5373\u7528"\u3002<\/li>\n
  • \u4e24\u5904\u5bf9\u9f50\u5404\u7ba1\u4e00\u4ef6\u4e8b：\u8981\u6309\u9875\u5bf9\u9f50\u7684\u662f\u6570\u636e\u533a，\u4e0d\u662f\u76ee\u5f55\u3002 \u5934\u56fa\u5b9a 432 \u5b57\u8282（\u8fd8\u9884\u7559\u4e86\u52a0\u5bc6\u4e0e\u7b7e\u540d\u7684\u4f4d\u7f6e）；\u76ee\u5f55\u6309 64 \u5b57\u8282\u5bf9\u9f50（432 \u2192 448）；\u6570\u636e\u533a\u6309\u9875\u8fb9\u754c\u5bf9\u9f50（4096 \u8d77），\u597d\u6574\u9875\u6574\u9875\u5730\u642c\u8fd0\u3002<\/li>\n

    \u6587\u4ef6\u7684\u6574\u4f53\u7ed3\u6784\u5982\u56fe 1 \u6240\u793a\u3002<\/p>\n

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

    \u56fe 1 \u6587\u4ef6\u603b\u88c5\u56fe：\u56fa\u5b9a\u5934 \/ \u586b\u5145 \/ \u76ee\u5f55 \/ \u6570\u636e\u533a：\u6a2a\u5411\u6761\u5e26\u52a0\u4e00\u6761\u5b57\u8282\u4f4d\u7f6e\u6807\u5c3a，\u56db\u4e2a\u5173\u952e\u504f\u79fb\u662f 0 \/ 432 \/ 448 \/ 4096\u2014\u2014\u5934 432 \u5b57\u8282，\u8865 16 \u5b57\u8282\u5bf9\u9f50\u5230 448 \u653e\u76ee\u5f55，\u518d\u8865\u5230\u9875\u8fb9\u754c 4096 \u653e\u6570\u636e\u533a；\u76ee\u5f55\u533a\u6709\u4e00\u652f\u7bad\u5934\u6307\u5411\u6570\u636e\u533a，\u8868\u793a"\u76ee\u5f55\u9879\u91cc\u5199\u7740\u53bb\u6570\u636e\u533a\u54ea\u53d6\u6570"\u3002<\/p>\n

    \u2463 \u7eb8\u7b14\u5b9e\u9a8c（\u5fc5\u505a）<\/h3>\n

    \u4efb\u52a1：\u753b\u4e00\u5f20\u6587\u4ef6\u603b\u88c5\u56fe，\u6807\u51fa\u56db\u6bb5\u8d77\u59cb\u4f4d\u7f6e\u3002\u5df2\u77e5：\u5934\u56fa\u5b9a 432 \u5b57\u8282；\u76ee\u5f55\u6309 64 \u5b57\u8282\u5bf9\u9f50；\u672c\u4f8b 3 \u4e2a\u5f20\u91cf\u3001\u6bcf\u9879 64 \u5b57\u8282；\u6570\u636e\u533a\u6309\u9875\u8fb9\u754c\u5bf9\u9f50（\u6bcf 4096 \u5b57\u8282\u4e00\u9875）\u3002<\/p>\n

      \n
    • \u5934：\u7b2c 0 \u5b57\u8282\u8d77，\u5360 432 \u5b57\u8282 \u2192 [0, 432)\u3002<\/li>\n
    • \u76ee\u5f55：432 \u8865\u5230 64 \u7684\u6574\u6570\u500d \u2192 \u4ece 448 \u8d77；3 \u00d7 64 = 192 \u5b57\u8282 \u2192 \u5360 [448, 640)\u3002<\/li>\n
    • \u6570\u636e\u533a：640 \u8865\u5230\u4e0b\u4e00\u4e2a\u9875\u8fb9\u754c \u2192 \u4ece 4096 \u5f00\u59cb\u3002<\/li>\n<\/ul>\n

      \u9884\u671f\u7ed3\u679c：\u56db\u4e2a\u4f4d\u7f6e\u2014\u2014\u5934 0\u3001\u586b\u5145 432\u3001\u76ee\u5f55 448\u3001\u6570\u636e 4096\u3002\u8981\u8bb0\u4f4f：\u8981\u6309\u9875\u5bf9\u9f50\u7684\u662f\u6570\u636e\u533a，\u4e0d\u662f\u76ee\u5f55\u2014\u2014\u76ee\u5f55\u53ea\u9700 64 \u5b57\u8282\u5bf9\u9f50，\u4e2d\u95f4\u7a7a\u51fa\u7684\u662f\u586b\u5145\u3002<\/p>\n

      \u4e24\u79cd\u5b58\u6cd5\u7684\u5dee\u522b\u5982\u56fe 2 \u6240\u793a\u3002<\/p>\n

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

      \u56fe 2 \u540c\u6837\u7684\u6743\u91cd，\u4e24\u79cd\u5b58\u6cd5：\u5de6\u8fb9\u662f\u901a\u7528\u683c\u5f0f\u2014\u2014\u6bcf\u6b21\u8ba1\u7b97\u524d\u5148\u91cd\u6392\u4e00\u904d；\u53f3\u8fb9\u662f\u81ea\u5b9a\u4e49\u683c\u5f0f\u2014\u2014\u91cd\u6392\u5df2\u5728\u8f6c\u6362\u65f6\u505a\u5b8c，\u52a0\u8f7d\u540e\u76f4\u63a5\u80fd\u7b97\u3002<\/p>\n

      \u53ef\u9009 REPL \u7248：<\/p>\n

      # \u7b97\u56db\u4e2a\u533a\u6bb5\u7684\u8d77\u59cb\u4f4d\u7f6e<\/span>
      \n\u5934,<\/span> \u9875,<\/span> \u76ee\u5f55\u5bf9\u9f50 =<\/span> 432<\/span>,<\/span> 4096<\/span>,<\/span> 64<\/span>
      \n\u76ee\u5f55\u8d77\u59cb =<\/span> (<\/span>\u5934 +<\/span> \u76ee\u5f55\u5bf9\u9f50 –<\/span> 1<\/span>)<\/span> \/\/<\/span> \u76ee\u5f55\u5bf9\u9f50 *<\/span> \u76ee\u5f55\u5bf9\u9f50 # \u5148\u8865\u5230 64 \u5b57\u8282\u8fb9\u754c<\/span>
      \n\u76ee\u5f55\u957f\u5ea6 =<\/span> 3<\/span> *<\/span> 64<\/span>
      \n\u6570\u636e\u8d77\u59cb =<\/span> (<\/span>\u76ee\u5f55\u8d77\u59cb +<\/span> \u76ee\u5f55\u957f\u5ea6 +<\/span> \u9875 –<\/span> 1<\/span>)<\/span> \/\/<\/span> \u9875 *<\/span> \u9875 # \u6570\u636e\u533a\u518d\u8865\u5230\u9875\u8fb9\u754c<\/span>
      \nprint<\/span>(<\/span>\u5934,<\/span> \u76ee\u5f55\u8d77\u59cb,<\/span> \u76ee\u5f55\u8d77\u59cb +<\/span> \u76ee\u5f55\u957f\u5ea6,<\/span> \u6570\u636e\u8d77\u59cb)<\/span>
      \n# \u8f93\u51fa: 432 448 640 4096<\/span><\/p>\n

      \u2464 \u8fdb\u9636\u951a\u70b9<\/h3>\n

      \u8fdb\u9636\u951a\u70b9：\u672c\u7bc7\u6982\u5ff5\u5728\u300a30 \u5929\u624b\u6413\u63a8\u7406\u5f15\u64ce\u300bDay 16 \u91cc\u88ab\u771f\u6b63\u5b9e\u73b0\u2014\u2014
      \n16-1 VQF \u7684\u91ce\u5fc3：\u628a\u91cf\u5316\u4e0e\u5e03\u5c40\u56fa\u5316\u5230\u6587\u4ef6 \/ 16-2 \u9010\u5b57\u6bb5\u89e3\u5256：VQFHeader \/ VQFSig \/ VQFTensor \/ 16-3 tensor \u76ee\u5f55\u4e0e\u5e03\u5c40\u91cd\u6392\u7684\u843d\u76d8\u987a\u5e8f\u3002
      \n\u5165\u95e8\u7248\u5230\u8fd9\u91cc\u5c31\u591f\u4e86；\u8fdb\u9636\u7248\u4f1a\u591a\u51fa：VQF \u5934\u90e8\u9010\u5b57\u6bb5\u89e3\u5256（\u542b 432 \u5b57\u8282\u7684\u56fa\u5b9a\u5927\u5c0f\u5b88\u536b）\u3001tensor \u76ee\u5f55\u7684\u843d\u76d8\u987a\u5e8f，\u4ee5\u53ca\u4e00\u5904"\u6587\u6863\u6ce8\u91ca\u4e0e\u771f\u5b9e\u5b57\u8282\u4e0d\u7b26"\u7684\u8e29\u5751\u590d\u76d8（\u5f15\u81ea\u8fdb\u9636\u7cfb\u5217\u6e90\u7801\u4e0e\u6587\u6863\u53e3\u5f84）\u3002
      \n\u60f3\u52a8\u624b \u2192 \u4ed3\u5e93 https:\/\/gitee.com\/pei-xiaoguang\/kestrel-llm，\u4ece Day 1 \u5f00\u59cb\u3002<\/p>\n

      \u4e0b\u7bc7\u9884\u544a：\u65e2\u7136\u683c\u5f0f\u662f\u6211\u4eec\u81ea\u5df1\u5b9a\u7684，\u90a3\u522b\u4eba\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u600e\u4e48\u642c\u8fdb\u6765？\u4e0b\u4e00\u7bc7\u8bb2\u8f6c\u6362：\u628a\u9884\u8bad\u7ec3\u6a21\u578b"\u7ffb\u8bd1"\u6210\u80fd\u8dd1\u7684\u6587\u4ef6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

      \u4e0a\u4e00\u7bc7：\u7b2c 15 \u7bc7\u300a\u4e00\u6b21\u5b8c\u6574\u751f\u6210\u7684\u65c5\u7a0b：\u9884\u586b\u5145\u4e0e\u9010\u8bcd\u751f\u6210\u300b ｜ \u4e0b\u4e00\u7bc7：\u7b2c 17 \u7bc7\u300a\u628a\u9884\u8bad\u7ec3\u6a21\u578b\\”\u7ffb\u8bd1\\”\u6210\u80fd\u8dd1\u7684\u6587\u4ef6\u300b\u4e00\u53e5\u8bdd\u5bfc\u8bfb：\u63a8\u7406\u5f15\u64ce\u7684\u81ea\u5b9a\u4e49\u683c\u5f0f\u628a\u4e8b\u60c5\u505a\u5728\u8f6c\u6362\u65f6：\u628a\\”\u600e\u4e48\u5b58\\”\u76f4\u63a5\u5199\u8fdb\u6587\u4ef6，\u8ba9\u52a0\u8f7d\u53d8\u6210\\”\u62ff\u6765\u5c31\u80fd\u7b97\\”，\u7701\u4e0b\u8fd0\u884c\u65f6\u53cd\u590d\u642c\u8fd0\u7684\u6210\u672c\u3002\u5173\u952e\u8bcd：\u63a8\u7406\u5f15\u64ce\u5165\u95e8\u3001\u5927\u6a21\u578b\u63a8\u7406\u3001\u6743\u91cd\u683c\u5f0f（weight format）\u3001\u56fa<\/p>\n","protected":false},"author":2,"featured_media":112983,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[11653,50,207,86,51],"topic":[],"class_list":["post-112985","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-11653","tag-50","tag-207","tag-86","tag-51"],"yoast_head":"\n\u7b2c 16 \u7bc7\uff1a\u63a8\u7406\u5f15\u64ce\u4e3a\u4ec0\u4e48\u8981\u6709\u81ea\u5df1\u7684\u6743\u91cd\u683c\u5f0f\uff08\u96f6\u95e8\u69db\u5165\u95e8\u7cfb\u5217\uff09 - \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\/112985.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u7b2c 16 \u7bc7\uff1a\u63a8\u7406\u5f15\u64ce\u4e3a\u4ec0\u4e48\u8981\u6709\u81ea\u5df1\u7684\u6743\u91cd\u683c\u5f0f\uff08\u96f6\u95e8\u69db\u5165\u95e8\u7cfb\u5217\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u4e0a\u4e00\u7bc7：\u7b2c 15 \u7bc7\u300a\u4e00\u6b21\u5b8c\u6574\u751f\u6210\u7684\u65c5\u7a0b：\u9884\u586b\u5145\u4e0e\u9010\u8bcd\u751f\u6210\u300b ｜ \u4e0b\u4e00\u7bc7：\u7b2c 17 \u7bc7\u300a\u628a\u9884\u8bad\u7ec3\u6a21\u578b"\u7ffb\u8bd1"\u6210\u80fd\u8dd1\u7684\u6587\u4ef6\u300b\u4e00\u53e5\u8bdd\u5bfc\u8bfb：\u63a8\u7406\u5f15\u64ce\u7684\u81ea\u5b9a\u4e49\u683c\u5f0f\u628a\u4e8b\u60c5\u505a\u5728\u8f6c\u6362\u65f6：\u628a"\u600e\u4e48\u5b58"\u76f4\u63a5\u5199\u8fdb\u6587\u4ef6，\u8ba9\u52a0\u8f7d\u53d8\u6210"\u62ff\u6765\u5c31\u80fd\u7b97"，\u7701\u4e0b\u8fd0\u884c\u65f6\u53cd\u590d\u642c\u8fd0\u7684\u6210\u672c\u3002\u5173\u952e\u8bcd：\u63a8\u7406\u5f15\u64ce\u5165\u95e8\u3001\u5927\u6a21\u578b\u63a8\u7406\u3001\u6743\u91cd\u683c\u5f0f（weight format）\u3001\u56fa\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/112985.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-05T02:41:04+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261005024102-6ac30e3eeb788.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=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/112985.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/112985.html\",\"name\":\"\u7b2c 16 \u7bc7\uff1a\u63a8\u7406\u5f15\u64ce\u4e3a\u4ec0\u4e48\u8981\u6709\u81ea\u5df1\u7684\u6743\u91cd\u683c\u5f0f\uff08\u96f6\u95e8\u69db\u5165\u95e8\u7cfb\u5217\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-10-05T02:41:04+00:00\",\"dateModified\":\"2026-10-05T02:41:04+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/112985.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/112985.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/112985.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u7b2c 16 \u7bc7\uff1a\u63a8\u7406\u5f15\u64ce\u4e3a\u4ec0\u4e48\u8981\u6709\u81ea\u5df1\u7684\u6743\u91cd\u683c\u5f0f\uff08\u96f6\u95e8\u69db\u5165\u95e8\u7cfb\u5217\uff09\"}]},{\"@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":"\u7b2c 16 \u7bc7\uff1a\u63a8\u7406\u5f15\u64ce\u4e3a\u4ec0\u4e48\u8981\u6709\u81ea\u5df1\u7684\u6743\u91cd\u683c\u5f0f\uff08\u96f6\u95e8\u69db\u5165\u95e8\u7cfb\u5217\uff09 - \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\/112985.html","og_locale":"zh_CN","og_type":"article","og_title":"\u7b2c 16 \u7bc7\uff1a\u63a8\u7406\u5f15\u64ce\u4e3a\u4ec0\u4e48\u8981\u6709\u81ea\u5df1\u7684\u6743\u91cd\u683c\u5f0f\uff08\u96f6\u95e8\u69db\u5165\u95e8\u7cfb\u5217\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u4e0a\u4e00\u7bc7：\u7b2c 15 \u7bc7\u300a\u4e00\u6b21\u5b8c\u6574\u751f\u6210\u7684\u65c5\u7a0b：\u9884\u586b\u5145\u4e0e\u9010\u8bcd\u751f\u6210\u300b ｜ \u4e0b\u4e00\u7bc7：\u7b2c 17 \u7bc7\u300a\u628a\u9884\u8bad\u7ec3\u6a21\u578b\"\u7ffb\u8bd1\"\u6210\u80fd\u8dd1\u7684\u6587\u4ef6\u300b\u4e00\u53e5\u8bdd\u5bfc\u8bfb：\u63a8\u7406\u5f15\u64ce\u7684\u81ea\u5b9a\u4e49\u683c\u5f0f\u628a\u4e8b\u60c5\u505a\u5728\u8f6c\u6362\u65f6：\u628a\"\u600e\u4e48\u5b58\"\u76f4\u63a5\u5199\u8fdb\u6587\u4ef6，\u8ba9\u52a0\u8f7d\u53d8\u6210\"\u62ff\u6765\u5c31\u80fd\u7b97\"，\u7701\u4e0b\u8fd0\u884c\u65f6\u53cd\u590d\u642c\u8fd0\u7684\u6210\u672c\u3002\u5173\u952e\u8bcd：\u63a8\u7406\u5f15\u64ce\u5165\u95e8\u3001\u5927\u6a21\u578b\u63a8\u7406\u3001\u6743\u91cd\u683c\u5f0f（weight format）\u3001\u56fa","og_url":"https:\/\/www.wsisp.com\/helps\/112985.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-10-05T02:41:04+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261005024102-6ac30e3eeb788.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/112985.html","url":"https:\/\/www.wsisp.com\/helps\/112985.html","name":"\u7b2c 16 \u7bc7\uff1a\u63a8\u7406\u5f15\u64ce\u4e3a\u4ec0\u4e48\u8981\u6709\u81ea\u5df1\u7684\u6743\u91cd\u683c\u5f0f\uff08\u96f6\u95e8\u69db\u5165\u95e8\u7cfb\u5217\uff09 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-10-05T02:41:04+00:00","dateModified":"2026-10-05T02:41:04+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/112985.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/112985.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/112985.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u7b2c 16 \u7bc7\uff1a\u63a8\u7406\u5f15\u64ce\u4e3a\u4ec0\u4e48\u8981\u6709\u81ea\u5df1\u7684\u6743\u91cd\u683c\u5f0f\uff08\u96f6\u95e8\u69db\u5165\u95e8\u7cfb\u5217\uff09"}]},{"@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\/112985","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=112985"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/112985\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/112983"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=112985"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=112985"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=112985"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=112985"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}