{"id":304503,"date":"2024-05-20T19:24:13","date_gmt":"2024-05-20T11:24:13","guid":{"rendered":""},"modified":"2024-05-20T19:24:45","modified_gmt":"2024-05-20T11:24:45","slug":"python%e7%9a%84numpy%e5%90%91%e9%87%8f%e5%8c%96%e8%af%ad%e5%8f%a5%e4%b8%ba%e4%bb%80%e4%b9%88%e4%bc%9a%e6%af%94for%e5%bf%ab-2","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/304503.html","title":{"rendered":"python\u7684numpy\u5411\u91cf\u5316\u8bed\u53e5\u4e3a\u4ec0\u4e48\u4f1a\u6bd4for\u5feb"},"content":{"rendered":"

\"python\u7684numpy\u5411\u91cf\u5316\u8bed\u53e5\u4e3a\u4ec0\u4e48\u4f1a\u6bd4for\u5feb\"<\/p>\n

\u5411\u91cf\u5316\u8bed\u53e5\u901a\u8fc7\u4e00\u6b21\u6027\u5904\u7406\u6574\u4e2a\u6570\u7ec4<\/strong>\uff0c\u800c\u4e0d\u662f\u904d\u5386\u5143\u7d20\u8fdb\u884c\u64cd\u4f5c\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u4e86\u6027\u80fd\u3002\u8fd9\u662f\u56e0\u4e3a\u5411\u91cf\u5316\u5229\u7528\u4e86\u73b0\u4ee3CPU\u7684SIMD\uff08\u5355\u6307\u4ee4\u591a\u6570\u636e\uff09\u67b6\u6784\uff0c\u51cf\u5c11\u4e86\u5faa\u73af\u7684\u5f00\u9500<\/strong>\uff0c\u5e76\u53ef\u4ee5\u6709\u6548\u5730\u5229\u7528\u5e95\u5c42\u786c\u4ef6\u4f18\u5316<\/strong>\uff0c\u5982CPU\u7684\u7f13\u5b58\u7cfb\u7edf\u3002\u53e6\u5916\uff0c\u5728\u4f7f\u7528\u5411\u91cf\u5316\u65f6\uff0c\u907f\u514d\u4e86Python\u5faa\u73af\u4e2d\u7684\u89e3\u91ca\u5668\u5f00\u9500\uff0c\u56e0\u4e3aNumPy\u7684\u5e95\u5c42\u4f7f\u7528C\u8bed\u8a00\u5b9e\u73b0\uff0c\u53ef\u4ee5\u6267\u884c\u7f16\u8bd1\u540e\u7684\u4ee3\u7801\uff0c\u8fd9\u6bd4Python\u7684\u5faa\u73af\u8981\u5feb\u5f97\u591a\u3002<\/p>\n<\/p>\n

\u4e00\u3001SIMD\u67b6\u6784\u548c\u786c\u4ef6\u4f18\u5316<\/h3>\n<\/p>\n

\u73b0\u4ee3\u7684CPU\u8bbe\u8ba1\u4e2d\u91c7\u7528\u4e00\u79cd\u79f0\u4e3aSIMD\u7684\u6280\u672f\uff0c\u8fd9\u4f7f\u5f97CPU\u80fd\u591f\u540c\u65f6\u5bf9\u591a\u4e2a\u6570\u636e\u9879\u8fdb\u884c\u76f8\u540c\u7684\u64cd\u4f5c\u3002Python\u7684NumPy\u5e93\u9488\u5bf9\u8fd9\u4e00\u67b6\u6784\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u4f7f\u5f97\u6570\u7ec4\u8fd0\u7b97\u53ef\u4ee5\u4e00\u6b21\u6027\u5904\u7406\u591a\u4e2a\u5143\u7d20\uff0c\u4ece\u800c\u6781\u5927\u5730\u63d0\u5347\u4e86\u6027\u80fd\u3002<\/p>\n<\/p>\n

\u6570\u7ec4\u4e0e\u5faa\u73af\u7684\u6bd4\u8f83\uff1a<\/strong><\/p>\n<\/p>\n

    \n
  • \u5f53\u4f7f\u7528\u4f20\u7edf\u7684for\u5faa\u73af\u65f6\uff0c\u6bcf\u6b21\u8fed\u4ee3\u53ea\u5904\u7406\u4e00\u4e2a\u5143\u7d20\uff0c\u5bfc\u81f4\u5904\u7406\u901f\u5ea6\u7f13\u6162\uff0c\u4e14\u53ef\u80fd\u9891\u7e41\u8fdb\u884c\u4e0a\u4e0b\u6587\u5207\u6362\u3002<\/li>\n
  • NumPy\u7684\u5411\u91cf\u5316\u64cd\u4f5c\u80fd\u591f\u5c06\u6570\u7ec4\u4e2d\u7684\u591a\u4e2a\u5143\u7d20\u52a0\u8f7d\u81f3CPU\u7684\u5bc4\u5b58\u5668\uff0c\u7136\u540e\u5e94\u7528SIMD\u6307\u4ee4\u8fdb\u884c\u5feb\u901f\u5904\u7406\u3002<\/li>\n<\/ul>\n

    \u4f7f\u7528\u7f13\u5b58\u7cfb\u7edf\uff1a<\/strong><\/p>\n<\/p>\n

      \n
    • CPU\u7f13\u5b58\u80fd\u591f\u4e34\u65f6\u5b58\u50a8\u5373\u5c06\u4f7f\u7528\u7684\u6570\u636e\uff0c\u5982\u679c\u6570\u636e\u53ef\u4ee5\u88ab\u6709\u6548\u5730\u9884\u53d6\u5230\u7f13\u5b58\u4e2d\uff0c\u90a3\u4e48\u8fd0\u7b97\u901f\u5ea6\u5c06\u5927\u4e3a\u63d0\u5347\u3002<\/li>\n
    • \u5411\u91cf\u5316\u64cd\u4f5c\u7531\u4e8e\u8bbf\u95ee\u6a21\u5f0f\u7684\u89c4\u5f8b\u6027\uff0c\u4f7f\u5f97CPU\u80fd\u591f\u9884\u6d4b\u6570\u636e\u8bbf\u95ee\u6a21\u5f0f\uff0c\u66f4\u6709\u6548\u5730\u5229\u7528\u7f13\u5b58\uff0c\u51cf\u5c11\u4e86\u6570\u636e\u8bbf\u95ee\u5ef6\u8fdf\u3002<\/li>\n<\/ul>\n

      \u4e8c\u3001\u5faa\u73af\u5f00\u9500\u4e0e\u89e3\u91ca\u5668\u6548\u7387<\/h3>\n<\/p>\n

      \u51cf\u5c11\u5faa\u73af\u5f00\u9500\uff1a<\/strong><\/p>\n<\/p>\n

        \n
      • \u5728Python\u4e2d\uff0cfor\u5faa\u73af\u4f1a\u5f15\u5165\u989d\u5916\u7684\u64cd\u4f5c\uff0c\u4f8b\u5982\u8fed\u4ee3\u5668\u7684\u521b\u5efa\u3001\u7d22\u5f15\u7684\u66f4\u65b0\u3001\u6761\u4ef6\u7684\u68c0\u67e5\u7b49\u3002<\/li>\n
      • \u5411\u91cf\u5316\u64cd\u4f5c\u79fb\u9664\u4e86\u8fd9\u4e9b\u5f00\u9500\uff0c\u56e0\u4e3a\u5b83\u4e0d\u9700\u8981\u5faa\u73af\u7ed3\u6784\uff0c\u800c\u662f\u76f4\u63a5\u5728\u6574\u4e2a\u6570\u7ec4\u4e0a\u5e94\u7528\u64cd\u4f5c\u3002<\/li>\n<\/ul>\n

        \u907f\u514d\u89e3\u91ca\u5668\u6548\u7387\u4f4e\u4e0b\uff1a<\/strong><\/p>\n<\/p>\n

          \n
        • Python\u662f\u4e00\u95e8\u89e3\u91ca\u578b\u8bed\u8a00\uff0c\u5b83\u7684for\u5faa\u73af\u9700\u8981\u9010\u6761\u8bed\u53e5\u89e3\u91ca\u6267\u884c\uff0c\u8fd9\u589e\u52a0\u4e86\u989d\u5916\u7684\u65f6\u95f4\u6d88\u8017\u3002<\/li>\n
        • NumPy\u7684\u5411\u91cf\u5316\u64cd\u4f5c\u80cc\u540e\u662f\u7f16\u8bd1\u597d\u7684C\u8bed\u8a00\u4ee3\u7801\uff0c\u8fd9\u4e9b\u4ee3\u7801\u5728\u6267\u884c\u65f6\u5e76\u4e0d\u9700\u8981\u89e3\u91ca\uff0c\u4ece\u800c\u63d0\u4f9b\u4e86\u66f4\u5feb\u7684\u6267\u884c\u901f\u5ea6\u3002<\/li>\n<\/ul>\n

          \u4e09\u3001\u5185\u5b58\u8bbf\u95ee\u6a21\u5f0f\u548c\u8fde\u7eed\u6027<\/h3>\n<\/p>\n

          \u63d0\u5347\u5185\u5b58\u8bbf\u95ee\u6548\u7387\uff1a<\/strong><\/p>\n<\/p>\n

            \n
          • \u8ba1\u7b97\u673a\u5185\u5b58\u7684\u8bbf\u95ee\u901f\u5ea6\u5e76\u4e0d\u662f\u5747\u5300\u7684\uff0c\u987a\u5e8f\u8bbf\u95ee\u5185\u5b58\u7684\u901f\u5ea6\u8fdc\u9ad8\u4e8e\u968f\u673a\u8bbf\u95ee\u3002<\/li>\n
          • NumPy\u6570\u7ec4\u5728\u5185\u5b58\u4e2d\u662f\u8fde\u7eed\u5b58\u50a8\u7684\uff0c\u56e0\u800c\u5411\u91cf\u5316\u64cd\u4f5c\u53ef\u4ee5\u5229\u7528\u8fd9\u79cd\u5185\u5b58\u8fde\u7eed\u6027\u8fdb\u884c\u9ad8\u6548\u7684\u987a\u5e8f\u8bbf\u95ee\u3002<\/li>\n<\/ul>\n

            \u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u5185\u5b58\u8bbf\u95ee\uff1a<\/strong><\/p>\n<\/p>\n

              \n
            • for\u5faa\u73af\u5728\u5904\u7406\u6570\u636e\u65f6\u53ef\u80fd\u5bfc\u81f4\u4e0d\u8fde\u7eed\u7684\u5185\u5b58\u8bbf\u95ee\uff0c\u8fd9\u4f1a\u589e\u52a0\u5904\u7406\u65f6\u95f4\u3002<\/li>\n
            • \u5411\u91cf\u5316\u64cd\u4f5c\u6d88\u9664\u4e86\u8fd9\u79cd\u4e0d\u8fde\u7eed\u6027\uff0c\u901a\u8fc7\u6279\u91cf\u5904\u7406\u6570\u636e\u51cf\u5c11\u4e86\u5185\u5b58\u8bbf\u95ee\u6b21\u6570\u3002<\/li>\n<\/ul>\n

              \u56db\u3001\u51cf\u5c11\u51fd\u6570\u8c03\u7528\u5f00\u9500<\/h3>\n<\/p>\n

              \u51cf\u5c11Python\u51fd\u6570\u8c03\u7528\uff1a<\/strong><\/p>\n<\/p>\n

                \n
              • \u5728for\u5faa\u73af\u4e2d\uff0c\u6bcf\u6b21\u8fed\u4ee3\u5f88\u53ef\u80fd\u4f1a\u8c03\u7528\u4e00\u6b21\u6216\u591a\u6b21\u51fd\u6570\uff0c\u8fd9\u4e9b\u51fd\u6570\u8c03\u7528\u5728Python\u4e2d\u662f\u6709\u663e\u8457\u5f00\u9500\u7684\u3002<\/li>\n
              • \u5411\u91cf\u5316\u64cd\u4f5c\u4e2d\uff0c\u8bb8\u591a\u4f4e\u7ea7\u7684\u8fd0\u7b97\u4f1a\u76f4\u63a5\u5728\u5e95\u5c42\u6267\u884c\uff0c\u590d\u6742\u7684\u51fd\u6570\u8fd0\u7b97\u5f80\u5f80\u53ef\u4ee5\u5728C\u8bed\u8a00\u7ea7\u522b\u4e0a\u4e00\u6b21\u6027\u5b8c\u6210\uff0c\u907f\u514d\u4e86\u591a\u6b21\u51fd\u6570\u8c03\u7528\u3002<\/li>\n<\/ul>\n

                \u4f18\u5316\u6267\u884c\u8def\u5f84\uff1a<\/strong><\/p>\n<\/p>\n

                  \n
                • \u51fd\u6570\u8c03\u7528\u9700\u8981\u4fdd\u6301\u8c03\u7528\u6808\uff0c\u5904\u7406\u53c2\u6570\u4f20\u9012\u7b49\uff0c\u8fd9\u4e9b\u90fd\u662f\u989d\u5916\u7684\u5f00\u9500\u3002<\/li>\n
                • \u5411\u91cf\u5316\u64cd\u4f5c\u5728\u5185\u90e8\u53ef\u4ee5\u6709\u66f4\u4f18\u5316\u7684\u6267\u884c\u8def\u5f84\uff0c\u65e0\u9700\u9891\u7e41\u5730\u8fdb\u884c\u51fd\u6570\u8fdb\u5165\u548c\u9000\u51fa\u7684\u64cd\u4f5c\u3002<\/li>\n<\/ul>\n

                  \u7d9c\u4e0a\u6240\u8ff0\uff0cNumPy\u7684\u5411\u91cf\u5316\u64cd\u4f5c\u4e4b\u6240\u4ee5\u5feb\u4e8efor\u5faa\u73af\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u5b83\u5229\u7528\u4e86\u786c\u4ef6\u5c42\u9762\u7684\u4f18\u5316\u3001\u51cf\u5c11\u4e86\u89e3\u91ca\u5668\u548c\u5faa\u73af\u7684\u5f00\u9500\u3001\u63d0\u9ad8\u4e86\u5185\u5b58\u8bbf\u95ee\u6548\u7387\u4ee5\u53ca\u51cf\u5c11\u4e86\u51fd\u6570\u8c03\u7528\u5f00\u9500\u7b49\u591a\u79cd\u56e0\u7d20\u7684\u5171\u540c\u4f5c\u7528\u3002\u8fd9\u4e9b\u4f18\u5316\u786e\u4fddNumPy\u5728\u6267\u884c\u6570\u7ec4\u64cd\u4f5c\u65f6\u80fd\u591f\u8fbe\u5230\u63a5\u8fd1\u786c\u4ef6\u6781\u9650\u7684\u6027\u80fd\u3002<\/p>\n<\/p>\n

                  \u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n

                  1. \u4e3a\u4ec0\u4e48\u4f7f\u7528numpy\u5411\u91cf\u5316\u8bed\u53e5\u6bd4for\u5faa\u73af\u5feb\uff1f<\/strong><\/p>\n

                  \u4f7f\u7528numpy\u5411\u91cf\u5316\u8bed\u53e5\u6bd4for\u5faa\u73af\u5feb\u7684\u539f\u56e0\u5728\u4e8e\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n

                    \n
                  • \n

                    \u9ad8\u6548\u7684\u5e95\u5c42\u5b9e\u73b0<\/strong>\uff1anumpy\u7684\u5411\u91cf\u64cd\u4f5c\u662f\u901a\u8fc7\u5e95\u5c42\u7684C\u4ee3\u7801\u5b9e\u73b0\u7684\uff0c\u8fd9\u4e9b\u4ee3\u7801\u7ecf\u8fc7\u9ad8\u5ea6\u4f18\u5316\uff0c\u80fd\u591f\u5145\u5206\u5229\u7528\u73b0\u4ee3CPU\u7684\u5e76\u884c\u5904\u7406\u80fd\u529b\u548c\u7f13\u5b58\u4f18\u5316\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u9ad8\u7684\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n<\/li>\n

                  • \n

                    \u51cf\u5c11\u5faa\u73af\u6b21\u6570<\/strong>\uff1a\u4f7f\u7528numpy\u7684\u5411\u91cf\u5316\u64cd\u4f5c\uff0c\u80fd\u591f\u901a\u8fc7\u4e00\u6b21\u6027\u5904\u7406\u6574\u4e2a\u6570\u7ec4\u7684\u65b9\u5f0f\u6765\u907f\u514d\u663e\u793a\u7684\u5faa\u73af\u64cd\u4f5c\u3002\u8fd9\u6837\u53ef\u4ee5\u51cf\u5c11\u5faa\u73af\u6b21\u6570\uff0c\u4ece\u800c\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002<\/p>\n<\/li>\n

                  • \n

                    \u907f\u514dPython\u89e3\u91ca\u5668\u7684\u5f00\u9500<\/strong>\uff1a\u5728\u4f7f\u7528for\u5faa\u73af\u5bf9\u6bcf\u4e2a\u5143\u7d20\u8fdb\u884c\u64cd\u4f5c\u65f6\uff0c\u9700\u8981\u9891\u7e41\u5730\u8c03\u7528Python\u89e3\u91ca\u5668\uff0c\u8fd9\u4f1a\u5e26\u6765\u4e00\u5b9a\u7684\u5f00\u9500\u3002\u800cnumpy\u7684\u5411\u91cf\u5316\u64cd\u4f5c\u662f\u5728C\u8bed\u8a00\u7ea7\u522b\u4e0a\u6267\u884c\u7684\uff0c\u907f\u514d\u4e86\u8fd9\u79cd\u89e3\u91ca\u5668\u7684\u5f00\u9500\u3002<\/p>\n<\/li>\n<\/ul>\n

                    2. numpy\u5411\u91cf\u5316\u8bed\u53e5\u5982\u4f55\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u548c\u7b80\u6d01\u6027\uff1f<\/strong><\/p>\n

                    \u4f7f\u7528numpy\u5411\u91cf\u5316\u8bed\u53e5\u53ef\u4ee5\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u548c\u7b80\u6d01\u6027\u7684\u539f\u56e0\u5982\u4e0b\uff1a<\/p>\n

                      \n
                    • \n

                      \u51cf\u5c11\u4ee3\u7801\u884c\u6570<\/strong>\uff1anumpy\u7684\u5411\u91cf\u5316\u64cd\u4f5c\u80fd\u591f\u7528\u4e00\u884c\u4ee3\u7801\u5b8c\u6210\u5bf9\u6574\u4e2a\u6570\u7ec4\u7684\u64cd\u4f5c\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4f7f\u7528for\u5faa\u73af\u9700\u8981\u591a\u884c\u4ee3\u7801\u5b9e\u73b0\u76f8\u540c\u7684\u529f\u80fd\uff0c\u8fd9\u5bfc\u81f4\u4e86\u4ee3\u7801\u5197\u4f59\u548c\u53ef\u8bfb\u6027\u964d\u4f4e\u3002<\/p>\n<\/li>\n

                    • \n

                      \u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u8bfb\u6027<\/strong>\uff1anumpy\u7684\u5411\u91cf\u5316\u64cd\u4f5c\u901a\u8fc7\u76f4\u63a5\u5bf9\u6574\u4e2a\u6570\u7ec4\u8fdb\u884c\u64cd\u4f5c\uff0c\u53ef\u4ee5\u66f4\u52a0\u76f4\u89c2\u5730\u63cf\u8ff0\u95ee\u9898\u7684\u672c\u8d28\uff0c\u4ece\u800c\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4f7f\u7528for\u5faa\u73af\u9700\u8981\u66f4\u591a\u7684\u4e2d\u95f4\u53d8\u91cf\u548c\u63a7\u5236\u903b\u8f91\uff0c\u4ee3\u7801\u66f4\u96be\u4ee5\u7406\u89e3\u3002<\/p>\n<\/li>\n

                    • \n

                      \u7b80\u5316\u903b\u8f91\u7ed3\u6784<\/strong>\uff1a\u4f7f\u7528numpy\u7684\u5411\u91cf\u5316\u64cd\u4f5c\u53ef\u4ee5\u7b80\u5316\u4ee3\u7801\u7684\u903b\u8f91\u7ed3\u6784\uff0c\u4f7f\u5176\u66f4\u63a5\u8fd1\u6570\u5b66\u8868\u8fbe\u5f0f\u3002\u8fd9\u8ba9\u4ee3\u7801\u66f4\u52a0\u6613\u4e8e\u7406\u89e3\u548c\u9a8c\u8bc1\uff0c\u63d0\u9ad8\u4e86\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n

                      3. numpy\u5411\u91cf\u5316\u8bed\u53e5\u9002\u7528\u4e8e\u54ea\u4e9b\u60c5\u51b5\uff1f<\/strong><\/p>\n

                      numpy\u7684\u5411\u91cf\u5316\u8bed\u53e5\u9002\u7528\u4e8e\u4ee5\u4e0b\u60c5\u51b5\uff1a<\/p>\n

                        \n
                      • \n

                        \u5927\u89c4\u6a21\u6570\u636e\u5904\u7406<\/strong>\uff1a\u5f53\u9700\u8981\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u8fdb\u884c\u76f8\u540c\u7684\u8ba1\u7b97\u64cd\u4f5c\u65f6\uff0c\u4f7f\u7528numpy\u7684\u5411\u91cf\u5316\u64cd\u4f5c\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u5904\u7406\u6570\u636e\uff0c\u8282\u7701\u8ba1\u7b97\u65f6\u95f4\u3002<\/p>\n<\/li>\n

                      • \n

                        \u590d\u6742\u7684\u6570\u5b66\u8fd0\u7b97<\/strong>\uff1anumpy\u63d0\u4f9b\u4e86\u8bb8\u591a\u9ad8\u7ea7\u7684\u6570\u5b66\u51fd\u6570\u548c\u8fd0\u7b97\u7b26\uff0c\u53ef\u4ee5\u76f4\u63a5\u5e94\u7528\u4e8e\u6570\u7ec4\u4e0a\u3002\u4f7f\u7528numpy\u7684\u5411\u91cf\u5316\u64cd\u4f5c\u80fd\u591f\u7b80\u5316\u4ee3\u7801\uff0c\u63d0\u9ad8\u7b97\u6cd5\u7684\u8868\u8fbe\u80fd\u529b\u3002<\/p>\n<\/li>\n

                      • \n

                        \u9010\u5143\u7d20\u8ba1\u7b97<\/strong>\uff1a\u5982\u679c\u9700\u8981\u5bf9\u6570\u7ec4\u7684\u6bcf\u4e2a\u5143\u7d20\u8fdb\u884c\u76f8\u540c\u7684\u64cd\u4f5c\uff0c\u90a3\u4e48\u4f7f\u7528numpy\u7684\u5411\u91cf\u5316\u64cd\u4f5c\u662f\u6700\u5408\u9002\u7684\u9009\u62e9\uff0c\u80fd\u591f\u65b9\u4fbf\u5730\u5904\u7406\u5927\u91cf\u7684\u6570\u636e\u3002<\/p>\n<\/li>\n<\/ul>\n

                        \u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u867d\u7136numpy\u7684\u5411\u91cf\u5316\u64cd\u4f5c\u5feb\u901f\u4e14\u7b80\u6d01\uff0c\u4f46\u5e76\u4e0d\u662f\u6240\u6709\u7684\u95ee\u9898\u90fd\u53ef\u4ee5\u7528\u5411\u91cf\u5316\u7684\u65b9\u5f0f\u89e3\u51b3\u3002\u5bf9\u4e8e\u4e00\u4e9b\u590d\u6742\u7684\u7b97\u6cd5\u548c\u7279\u5b9a\u7684\u95ee\u9898\uff0c\u53ef\u80fd\u9700\u8981\u4f7f\u7528\u5176\u4ed6\u65b9\u6cd5\u6765\u5b9e\u73b0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5411\u91cf\u5316\u8bed\u53e5\u901a\u8fc7\u4e00\u6b21\u6027\u5904\u7406\u6574\u4e2a\u6570\u7ec4\uff0c\u800c\u4e0d\u662f\u904d\u5386\u5143\u7d20\u8fdb\u884c\u64cd\u4f5c\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u4e86\u6027\u80fd\u3002\u8fd9\u662f\u56e0\u4e3a\u5411\u91cf\u5316\u5229\u7528\u4e86\u73b0\u4ee3CPU\u7684 […]","protected":false},"author":3,"featured_media":304541,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/304503"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=304503"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/304503\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/304541"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=304503"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=304503"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=304503"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}