\u90e8\u7f72\u76d1\u63a7\u5de5\u5177<\/h3>\n

\u5b9a\u4f4dGemini\u7684\u6027\u80fd\u74f6\u9888\u9700\u8981\u4f7f\u7528\u5408\u9002\u7684\u5de5\u5177\u3002Datadog LLM\u53ef\u89c2\u6d4b\u6027\u80fd\u5e2e\u4f60\u67e5\u770b\u5176\u5728\u670d\u52a1\u5668\u4e0a\u7684\u8fd0\u884c\u72b6\u6001\uff0c\u5b9e\u65f6\u89c2\u6d4b\u6570\u636e\u5e76\u63d0\u524d\u53d1\u73b0\u95ee\u9898\u3002\u56e2\u961f\u53ef\u901a\u8fc7\u4eea\u8868\u76d8\u67e5\u770b\u8d8b\u52bf\u4e0e\u89c4\u5f8b\uff0c\u4eea\u8868\u76d8\u4f1a\u5c55\u793a\u5ef6\u8fdf\u3001\u541e\u5410\u91cf\u548c\u8d44\u6e90\u5360\u7528\u60c5\u51b5\uff0c\u4f60\u8fd8\u53ef\u4ee5\u9488\u5bf9\u7a81\u53d1\u5f02\u5e38\u8bbe\u7f6e\u544a\u8b66\uff0c\u4ece\u800c\u5feb\u901f\u54cd\u5e94\uff0c\u4fdd\u969cGemini\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n

\u9009\u62e9\u80fd\u591f\u540c\u65f6\u76d1\u6d4b\u7cfb\u7edf\u6307\u6807\u548c\u6a21\u578b\u4e13\u5c5e\u6570\u636e\u7684\u76d1\u63a7\u5de5\u5177\uff0c\u80fd\u66f4\u8f7b\u677e\u5730\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\uff0c\u6e05\u6670\u638c\u63e1Gemini\u4e0e\u670d\u52a1\u5668\u7684\u534f\u540c\u8fd0\u884c\u60c5\u51b5\u3002<\/p>\n

\u91c7\u96c6\u6838\u5fc3\u6307\u6807<\/h3>\n

\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\u9700\u8981\u91c7\u96c6\u5173\u952e\u6307\u6807\uff0c\u9996\u5148\u5173\u6ce8\u5ef6\u8fdf\u4e0e\u541e\u5410\u91cf\u3002\u5ef6\u8fdf\u53cd\u6620Gemini\u7684\u54cd\u5e94\u8017\u65f6\uff0c\u541e\u5410\u91cf\u4f53\u73b0Gemini\u5728\u5355\u4f4d\u65f6\u95f4\u5185\u53ef\u5904\u7406\u7684\u8bf7\u6c42\u91cf\u3002\u540c\u65f6\u8fd8\u9700\u8981\u7edf\u8ba1\u4ee4\u724c\u4f7f\u7528\u91cf\uff0c\u8be5\u6307\u6807\u53ef\u4ee5\u5e2e\u4f60\u5224\u65adGemini\u5355\u8bf7\u6c42\u7684\u8d44\u6e90\u6d88\u8017\u662f\u5426\u8fc7\u9ad8\u3002CPU\u4e0e\u5185\u5b58\u4f7f\u7528\u7387\u540c\u6837\u5173\u952e\uff0c\u80fd\u591f\u53cd\u6620\u670d\u52a1\u5668\u662f\u5426\u65e0\u6cd5\u627f\u8f7dGemini\u7684\u8fd0\u884c\u8d1f\u8f7d\u3002<\/p>\n

\u4e0b\u8868\u53ef\u4ee5\u5e2e\u4f60\u68b3\u7406\u6838\u5fc3\u6307\u6807\uff1a<\/p>\n

\n\n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n

\u6307\u6807<\/th>\n	\u542b\u4e49<\/th>\n	\u91cd\u8981\u6027<\/th>\n<\/tr>\n
\u5ef6\u8fdf<\/td>\n	\u54cd\u5e94\u65f6\u95f4<\/td>\n	\u68c0\u6d4b\u5361\u987f\u95ee\u9898<\/td>\n<\/tr>\n
\u541e\u5410\u91cf<\/td>\n	\u6bcf\u79d2\u8bf7\u6c42\u6570<\/td>\n	\u8861\u91cf\u8fd0\u884c\u6548\u7387<\/td>\n<\/tr>\n
\u4ee4\u724c\u4f7f\u7528\u91cf<\/td>\n	\u5355\u8bf7\u6c42\u4ee4\u724c\u6570<\/td>\n	\u53d1\u73b0\u8d44\u6e90\u7a81\u589e<\/td>\n<\/tr>\n
CPU\u4f7f\u7528\u7387<\/td>\n	\u5904\u7406\u5668\u8d1f\u8f7d<\/td>\n	\u5b9a\u4f4d\u670d\u52a1\u5668\u8fc7\u8f7d<\/td>\n<\/tr>\n
\u5185\u5b58\u4f7f\u7528\u7387<\/td>\n	\u5185\u5b58\u5360\u7528<\/td>\n	\u907f\u514d\u670d\u52a1\u5d29\u6e83<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u501f\u52a9\u8fd9\u4e9b\u6307\u6807\uff0c\u4f60\u53ef\u4ee5\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\uff0c\u660e\u786e\u4f18\u5316\u65b9\u5411\u3002<\/p>\n \u4f7f\u7528\u8ffd\u8e2a\u547d\u4ee4<\/h3>\n \u53d1\u73b0\u6027\u80fd\u74f6\u9888\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u8ffd\u8e2a\u547d\u4ee4\u6df1\u5165\u6392\u67e5\u3002performance_start_trace \u547d\u4ee4\u53ef\u4ee5\u8bb0\u5f55Gemini\u5904\u7406\u6bcf\u4e00\u6b21\u8bf7\u6c42\u7684\u5168\u8fc7\u7a0b\uff0c\u5e2e\u4f60\u5b9a\u4f4d\u8017\u65f6\u6700\u957f\u7684\u73af\u8282\u3002\u8be5\u547d\u4ee4\u4f1a\u751f\u6210\u8ffd\u8e2a\u6587\u4ef6\uff0c\u4f60\u53ef\u4ee5\u5728\u4eea\u8868\u76d8\u6216\u8ffd\u8e2a\u5de5\u5177\u4e2d\u6253\u5f00\u5206\u6790\uff0c\u6587\u4ef6\u4e2d\u7684\u5cf0\u503c\u4e0e\u5ef6\u8fdf\u6570\u636e\uff0c\u5c31\u662fGemini\u7684\u5361\u987f\u8282\u70b9\u3002<\/p>\n \u5728\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\u524d\uff0c\u4e5f\u9700\u8981\u5148\u68c0\u67e5\u57fa\u7840\u6a21\u578b\u3002\u5728\u6837\u672c\u6570\u636e\u96c6\u4e0a\u8fd0\u884cGemini\u5e76\u67e5\u770b\u8ffd\u8e2a\u6570\u636e\uff0c\u5982\u679c\u53d1\u73b0\u8017\u65f6\u73af\u8282\uff0c\u53ef\u4ee5\u5728\u6a21\u578b\u8bad\u7ec3\u6216\u6b63\u5f0f\u4f7f\u7528\u524d\u63d0\u524d\u4fee\u590d\uff0c\u8282\u7701\u65f6\u95f4\u5e76\u89c4\u907f\u540e\u7eed\u95ee\u9898\u3002<\/p>\n # Example: Start a trace for Gemini\r\nperformance_start_trace --model=gemini --output=tracefile.log<\/code><\/pre>\n \u5efa\u8bae\u5728\u670d\u52a1\u5668\u9ad8\u8d1f\u8f7d\u65f6\u6267\u884c\u8ffd\u8e2a\u547d\u4ee4\uff0c\u80fd\u6700\u5927\u6982\u7387\u6355\u6349\u5230\u6027\u80fd\u74f6\u9888\uff0c\u67e5\u770bGemini\u5728\u538b\u529b\u4e0b\u7684\u8fd0\u884c\u8868\u73b0\u3002<\/p>\n \u7ed3\u5408\u76d1\u63a7\u3001\u6307\u6807\u91c7\u96c6\u4e0e\u94fe\u8def\u8ffd\u8e2a\uff0c\u53ef\u5168\u9762\u5b9a\u4f4dGemini\u7684\u6027\u80fd\u74f6\u9888\uff0c\u8fd9\u5957\u5206\u6b65\u65b9\u6848\u80fd\u5e2e\u4f60\u5feb\u901f\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n \u6307\u6807\u4e0e\u8ffd\u8e2a\u6570\u636e\u89e3\u6790<\/strong><\/h2>\n \u76d1\u63a7\u5ef6\u8fdf\u4e0e\u541e\u5410\u91cf<\/h3>\n \u4f60\u9700\u8981\u5173\u6ce8Gemini\u7684\u54cd\u5e94\u901f\u5ea6\u4e0e\u8bf7\u6c42\u5904\u7406\u80fd\u529b\u3002\u5ef6\u8fdf\u6307Gemini\u5355\u6b21\u54cd\u5e94\u7684\u8017\u65f6\uff0c\u541e\u5410\u91cf\u6307Gemini\u6bcf\u79d2\u53ef\u5904\u7406\u7684\u8bf7\u6c42\u6570\u3002\u5ef6\u8fdf\u8fc7\u9ad8\u6216\u541e\u5410\u91cf\u8fc7\u4f4e\uff0c\u901a\u5e38\u610f\u5473\u7740\u5b58\u5728\u6027\u80fd\u74f6\u9888\u3002Datadog\u3001SigNoz\u7b49\u5e73\u53f0\u7684\u4eea\u8868\u76d8\u53ef\u4ee5\u5b9e\u65f6\u89c2\u6d4b\u8fd9\u4e9b\u6570\u636e\uff0c\u901a\u8fc7\u56fe\u8868\u4e0e\u8d8b\u52bf\u66f2\u7ebf\u5feb\u901f\u53d1\u73b0\u6027\u80fd\u4e0b\u964d\u6216\u5361\u987f\u3002<\/p>\n \u4e3a\u5ef6\u8fdf\u7a81\u589e\u8bbe\u7f6e\u544a\u8b66\uff0c\u53ef\u4ee5\u5728\u7528\u6237\u611f\u77e5\u524d\u5b8c\u6210\u95ee\u9898\u4fee\u590d\u3002<\/p>\n \u8ffd\u8e2a\u4ee4\u724c\u4f7f\u7528\u91cf\u4e0e\u8bf7\u6c42\u60c5\u51b5<\/h3>\n \u4f60\u9700\u8981\u638c\u63e1Gemini\u5355\u8bf7\u6c42\u7684\u4ee4\u724c\u6d88\u8017\u60c5\u51b5\u3002\u4ee4\u724c\u6d88\u8017\u8fc7\u9ad8\u4f1a\u5bfc\u81f4\u670d\u52a1\u5668\u5361\u987f\u3001\u6210\u672c\u589e\u52a0\u3002Datadog\u53ef\u4ee5\u8ffd\u8e2a\u4ee4\u724c\u4f7f\u7528\u91cf\uff0c\u5b9a\u4f4d\u9ad8\u8d44\u6e90\u6d88\u8017\u7684\u8bf7\u6c42\uff1bSigNoz\u53ef\u4ee5\u76d1\u63a7\u6bcf\u79d2\u64cd\u4f5c\u6570\u4e0e\u9519\u8bef\u7387\u3002\u501f\u52a9\u8fd9\u4e9b\u5de5\u5177\uff0c\u53ef\u4ee5\u627e\u51fa\u4ee4\u724c\u6d88\u8017\u5f02\u5e38\u6216\u9891\u7e41\u5931\u8d25\u7684\u8bf7\u6c42\uff0c\u7cbe\u51c6\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n \n Datadog \u53ef\u8ffd\u8e2a\u5927\u6a21\u578b\u5de5\u4f5c\u6d41\u4e2d\u7684\u4ee4\u724c\u4f7f\u7528\u91cf\u4e0e\u9519\u8bef\u60c5\u51b5\u3002<\/li>\n SigNoz \u53ef\u5c55\u793a\u6bcf\u4e00\u6b21\u8bf7\u6c42\u4e0e\u9519\u8bef\u7684\u8be6\u7ec6\u4fe1\u606f\u3002<\/li>\n<\/ul>\n \u8bc6\u522b\u8d44\u6e90\u9650\u5236<\/h3>\n \u5fc5\u987b\u68c0\u67e5\u670d\u52a1\u5668\u7684CPU\u4e0e\u5185\u5b58\u8d44\u6e90\u662f\u5426\u5145\u8db3\u3002\u670d\u52a1\u5668\u8d44\u6e90\u4e0d\u8db3\u4f1a\u5bfc\u81f4Gemini\u8fd0\u884c\u5361\u987f\u751a\u81f3\u4e2d\u65ad\u670d\u52a1\u3002Datadog\u4e0eSigNoz\u7684\u4eea\u8868\u76d8\u53ef\u4ee5\u5c55\u793aCPU\u8d1f\u8f7d\u3001\u5185\u5b58\u5360\u7528\u7b49\u6307\u6807\uff0c\u5224\u65adGemini\u662f\u5426\u8fc7\u5ea6\u5360\u7528\u5185\u5b58\u3001\u5904\u7406\u5668\u662f\u5426\u8fc7\u8f7d\uff0c\u8fdb\u800c\u786e\u5b9a\u662f\u5426\u9700\u8981\u5347\u7ea7\u670d\u52a1\u5668\u6216\u4f18\u5316\u6a21\u578b\u3002<\/p>\n \u6301\u7eed\u76d1\u63a7\u8d44\u6e90\u6307\u6807\uff0c\u53ef\u4ee5\u907f\u514d\u670d\u52a1\u5d29\u6e83\uff0c\u4fdd\u969cGemini\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n \u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u4f60\u53ef\u4ee5\u660e\u786eGemini\u7684\u5361\u987f\u4f4d\u7f6e\u4e0e\u95ee\u9898\u6839\u6e90\uff0c\u501f\u52a9\u4e13\u4e1a\u5de5\u5177\u96c6\u4e2d\u67e5\u770b\u6240\u6709\u5173\u952e\u6570\u636e\u3002<\/p>\n [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””]<\/p>\n \u95ee\u9898\u6392\u67e5\u4e0e\u89e3\u51b3<\/strong><\/h2>\n \u5b9a\u4f4d\u6162\u6267\u884c\u64cd\u4f5c<\/h3>\n \u4f60\u9700\u8981\u627e\u51fa\u5bfc\u81f4Gemini\u5361\u987f\u7684\u5177\u4f53\u539f\u56e0\u3002\u9996\u5148\u7ed3\u5408\u8ffd\u8e2a\u6570\u636e\u4e0e\u7cfb\u7edf\u6307\u6807\u7efc\u5408\u5206\u6790\uff0c\u5173\u6ce8\u5ef6\u8fdf\u7a81\u589e\u3001\u541e\u5410\u91cf\u4e0b\u964d\u7b49\u5f02\u5e38\uff0c\u8fd9\u4e9b\u53d8\u5316\u53ef\u4ee5\u6307\u5411\u95ee\u9898\u6839\u6e90\u3002\u901a\u8fc7\u4eea\u8868\u76d8\u67e5\u770b\u957f\u671f\u8fd0\u884c\u89c4\u5f8b\uff0c\u501f\u52a9\u56fe\u8868\u4e0e\u544a\u8b66\u5b9a\u4f4d\u6162\u6267\u884c\u73af\u8282\u3002\u51fa\u73b0\u5361\u987f\u65f6\uff0c\u5c06\u8ffd\u8e2a\u65e5\u5fd7\u4e0eCPU\u3001\u5185\u5b58\u5360\u7528\u6570\u636e\u5bf9\u6bd4\uff0c\u53ef\u7cbe\u51c6\u5b9a\u4f4d\u5bfc\u81f4\u5ef6\u8fdf\u7684\u73af\u8282\u3002<\/p>\n \u6301\u7eed\u901a\u8fc7\u4eea\u8868\u76d8\u76d1\u63a7\uff0c\u53ef\u4ee5\u5728\u7528\u6237\u611f\u77e5\u524d\u53d1\u73b0\u95ee\u9898\u3002<\/p>\n \u89e3\u51b3\u6a21\u578b\u4e0e\u7cfb\u7edf\u95ee\u9898<\/h3>\n \u4f18\u5316\u6a21\u578b\u4e0e\u7cfb\u7edf\u914d\u7f6e\u53ef\u4ee5\u63d0\u5347Gemini\u8fd0\u884c\u901f\u5ea6\u3002AI\u5bf9\u8bdd\u754c\u9762\u53ef\u4ee5\u5e2e\u4f60\u7406\u89e3\u4ee3\u7801\u793a\u4f8b\uff0c\u7528\u901a\u4fd7\u8bed\u8a00\u89e3\u6790\u4ee3\u7801\uff0c\u65e0\u9700\u638c\u63e1\u6240\u6709\u7f16\u7a0b\u8bed\u8a00\u3002AI\u5de5\u5177\u8fd8\u53ef\u4ee5\u5206\u6790\u9519\u8bef\u4fe1\u606f\uff0c\u8bc6\u522b\u5f02\u5e38\u622a\u56fe\u4e2d\u7684\u5173\u952e\u5185\u5bb9\u5e76\u7ed9\u51fa\u6392\u67e5\u5efa\u8bae\uff0c\u52a0\u5feb\u95ee\u9898\u5b9a\u4f4d\u6548\u7387\u3002<\/p>\n AI\u667a\u80fd\u4f53\u53ef\u4ee5\u5feb\u901f\u642d\u5efa\u5f00\u53d1\u73af\u5883\uff0c\u5c06\u9879\u76ee\u65b9\u6848\u8f6c\u5316\u4e3a\u53ef\u76f4\u63a5\u4f7f\u7528\u7684\u73af\u5883\u914d\u7f6e\uff0c\u8282\u7701\u65f6\u95f4\u5e76\u964d\u4f4e\u5931\u8bef\u7387\u3002AI\u670d\u52a1\u53ef\u4ee5\u6839\u636e\u7b80\u77ed\u63cf\u8ff0\u751f\u6210\u8bbe\u8ba1\u539f\u578b\uff0c\u63d0\u5347\u8bbe\u8ba1\u6548\u7387\u3002AI\u667a\u80fd\u4f53\u53ef\u4ee5\u68c0\u6d4b\u7f51\u7ad9\u7684\u65e0\u969c\u788d\u9002\u914d\u4e0eSEO\u60c5\u51b5\uff0c\u751f\u6210\u5305\u542b\u6e05\u6670\u4fee\u590d\u6b65\u9aa4\u7684\u62a5\u544a\u3002AI\u5de5\u5177\u8fd8\u53ef\u4ee5\u5206\u6790\u5206\u6790\u6570\u636e\uff0c\u7ed9\u51fa\u670d\u52a1\u5668\u4f18\u5316\u5efa\u8bae\u3002<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n \u5b9e\u73b0\u65b9\u6848<\/th>\n \u8bf4\u660e<\/th>\n<\/tr>\n \u7528\u4e8e\u4ee3\u7801\u7406\u89e3\u7684AI\u5bf9\u8bdd\u754c\u9762<\/td>\n AI\u5bf9\u8bdd\u754c\u9762\u53ef\u89e3\u6790\u4ee3\u7801\u793a\u4f8b\u5e76\u4ee5\u901a\u4fd7\u8bed\u8a00\u8bf4\u660e\uff0c\u5e2e\u52a9\u5de5\u7a0b\u5e08\u5728\u4e0d\u638c\u63e1\u6240\u6709\u7f16\u7a0b\u8bed\u8a00\u7684\u60c5\u51b5\u4e0b\u7406\u89e3\u4ee3\u7801\u903b\u8f91\u3002<\/td>\n<\/tr>\n \u7528\u4e8e\u9519\u8bef\u5206\u6790\u7684AI\u5bf9\u8bdd\u754c\u9762<\/td>\n AI\u5bf9\u8bdd\u754c\u9762\u53ef\u8bc6\u522b\u9519\u8bef\u4fe1\u606f\u622a\u56fe\uff0c\u63d0\u53d6\u5173\u952e\u5185\u5bb9\u5e76\u7ed9\u51fa\u6f5c\u5728\u95ee\u9898\u6392\u67e5\u5efa\u8bae\uff0c\u52a0\u5feb\u95ee\u9898\u5b9a\u4f4d\u901f\u5ea6\u3002<\/td>\n<\/tr>\n \u7528\u4e8e\u73af\u5883\u642d\u5efa\u7684AI\u667a\u80fd\u4f53<\/td>\n AI\u667a\u80fd\u4f53\u53ef\u6839\u636e\u9879\u76ee\u65b9\u6848\u751f\u6210\u5b8c\u6574\u7684\u5f00\u53d1\u73af\u5883\uff0c\u5c06\u642d\u5efa\u65f6\u95f4\u4ece\u6570\u5929\u7f29\u77ed\u81f3\u6570\u5c0f\u65f6\u3002<\/td>\n<\/tr>\n \u7528\u4e8e\u8bbe\u8ba1\u539f\u578b\u7684AI\u667a\u80fd\u4f53<\/td>\n AI\u670d\u52a1\u53ef\u6839\u636e\u7b80\u77ed\u63cf\u8ff0\u751f\u6210\u8bbe\u8ba1\u539f\u578b\uff0c\u5927\u5e45\u63d0\u5347\u8bbe\u8ba1\u5de5\u4f5c\u6548\u7387\u3002<\/td>\n<\/tr>\n \u7528\u4e8e\u7f51\u7ad9\u81ea\u52a8\u8bc4\u4f30\u7684AI\u667a\u80fd\u4f53<\/td>\n AI\u667a\u80fd\u4f53\u53ef\u68c0\u6d4b\u7f51\u7ad9\u7684\u65e0\u969c\u788d\u9002\u914d\u4e0eSEO\u60c5\u51b5\uff0c\u751f\u6210\u5305\u542b\u6e05\u6670\u4fee\u590d\u6b65\u9aa4\u7684\u62a5\u544a\u4f9b\u5de5\u7a0b\u5e08\u4f18\u5316\u3002<\/td>\n<\/tr>\n \u7528\u4e8e\u5206\u6790\u96c6\u6210\u7684AI\u667a\u80fd\u4f53<\/td>\n AI\u667a\u80fd\u4f53\u53ef\u5206\u6790\u8c37\u6b4c\u5206\u6790\u6570\u636e\u5e76\u751f\u6210\u62a5\u544a\uff0c\u7ed9\u51fa\u670d\u52a1\u5668\u4f18\u5316\u601d\u8def\uff0c\u964d\u4f4e\u6570\u636e\u89e3\u8bfb\u96be\u5ea6\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \n AI\u4ee3\u7801\u5206\u6790\u4f1a\u751f\u6210\u6613\u61c2\u7684\u8bf4\u660e\uff0c\u5efa\u8bae\u540c\u6b65\u68c0\u67e5\u5b89\u5168\u6027\u4e0e\u6027\u80fd\u3002<\/li>\n AI\u751f\u6210\u7684\u8bbe\u8ba1\u65b9\u6848\u53ef\u80fd\u9700\u8981\u8c03\u6574\uff0c\u4ee5\u9002\u914d\u54c1\u724c\u9700\u6c42\u3002<\/li>\n<\/ul>\n \u6267\u884c\u4fee\u590d\u64cd\u4f5c<\/h3>\n \u6309\u7167\u660e\u786e\u6b65\u9aa4\u5373\u53ef\u89e3\u51b3\u6027\u80fd\u95ee\u9898\u3002\u53d1\u73b0\u6162\u6267\u884c\u73af\u8282\u540e\uff0c\u53ef\u4fee\u6539\u4ee3\u7801\u6216\u6269\u5145\u670d\u52a1\u5668\u8d44\u6e90\uff1b\u82e5CPU\u3001\u5185\u5b58\u74f6\u9888\u5bfc\u81f4\u5361\u987f\uff0c\u53ef\u5347\u7ea7\u786c\u4ef6\uff1b\u82e5\u4ee4\u724c\u6d88\u8017\u8fc7\u9ad8\uff0c\u53ef\u8c03\u6574\u6a21\u578b\u53c2\u6570\u3002\u501f\u52a9AI\u5de5\u5177\u81ea\u52a8\u5316\u914d\u7f6e\u4e0e\u6d4b\u8bd5\uff0c\u964d\u4f4e\u5931\u8bef\u7387\u3001\u8282\u7701\u65f6\u95f4\u3002\u6301\u7eed\u901a\u8fc7\u4eea\u8868\u76d8\u4e0e\u544a\u8b66\u76d1\u63a7Gemini\u8fd0\u884c\u72b6\u6001\uff0c\u53ef\u63d0\u524d\u53d1\u73b0\u65b0\u95ee\u9898\u3002<\/p>\n \u91c7\u7528\u6e05\u6670\u3001\u5de5\u5177\u5316\u7684\u6d41\u7a0b\uff0c\u53ef\u4fdd\u969cGemini\u7a33\u5b9a\u6d41\u7545\u8fd0\u884c\u3002\u5148\u90e8\u7f72\u4e13\u4e1a\u76d1\u63a7\u5de5\u5177\uff0c\u518d\u8ffd\u8e2a\u6838\u5fc3\u6307\u6807\u3001\u5b9a\u4f4d\u6162\u6267\u884c\u73af\u8282\uff0c\u53d1\u73b0\u95ee\u9898\u540e\u7acb\u5373\u5904\u7406\u3002<\/p>\n \n \u90e8\u7f72\u76d1\u63a7\u7cfb\u7edf<\/li>\n \u5206\u6790\u6307\u6807\u4e0e\u8ffd\u8e2a\u6570\u636e<\/li>\n \u6267\u884c\u95ee\u9898\u4fee\u590d\u64cd\u4f5c<\/li>\n<\/ul>\n \u6301\u7eed\u76d1\u63a7Gemini\u8fd0\u884c\u72b6\u6001\u5e76\u9075\u5faa\u6700\u4f73\u5b9e\u8df5\uff0c\u53ef\u63d0\u524d\u53d1\u73b0\u65b0\u95ee\u9898\uff0c\u4fdd\u969c\u670d\u52a1\u5668\u9ad8\u6548\u8fd0\u884c\u3002<\/p>\n [\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":" [vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””] \u4f60\u53ef\u4ee5\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7\u7684\u65b9\u5f0f\u5b9a\u4f4d\u670d\u52a1\u5668\u4e0a Gemini\u7684\u6027\u80fd\u74f6\u9888\uff0c\u4e5f\u53ef\u4ee5\u7ed3\u5408\u94fe\u8def\u8ffd\u8e2a\u4e0e\u7cfb\u7edf\u6d1e\u5bdf\u8fdb\u884c\u5206\u6790\u3002Datadog LLM\u53ef\u89c2\u6d4b\u6027\u8fd9\u7c7b\u4e13\u4e1a\u5de5\u5177\u80fd\u5e2e\u4f60\u5feb\u901f\u53d1\u73b0\u95ee\u9898\uff0cperformance_start_trace \u7b49\u547d\u4ee4\u53ef\u9ad8\u6548\u7cbe\u51c6\u5730\u5b9a\u4f4d\u6545\u969c\u3002\u5982\u679c\u51fa\u73b0\u7a81\u53d1\u5361\u987f\uff0c\u9700\u68c0\u67e5\u57fa\u7840\u6a21\u578b\u3002\u8fd9\u5957\u65b9\u6cd5\u80fd\u4e3a\u4f60\u63d0\u4f9b\u6e05\u6670\u7684 \u6027\u80fd\u4f18\u5316\u6b65\u9aa4\u3002 [\/vc_column_text][\/vc_column][\/vc_row][vc_row el_class=”blog-detail-section”][vc_column][vc_column_text css=””] \u6027\u80fd\u74f6\u9888\u5b9a\u4f4d\uff1a\u6838\u5fc3\u6b65\u9aa4 \u90e8\u7f72\u76d1\u63a7\u5de5\u5177 \u5b9a\u4f4dGemini\u7684\u6027\u80fd\u74f6\u9888\u9700\u8981\u4f7f\u7528\u5408\u9002\u7684\u5de5\u5177\u3002Datadog LLM\u53ef\u89c2\u6d4b\u6027\u80fd\u5e2e\u4f60\u67e5\u770b\u5176\u5728\u670d\u52a1\u5668\u4e0a\u7684\u8fd0\u884c\u72b6\u6001\uff0c\u5b9e\u65f6\u89c2\u6d4b\u6570\u636e\u5e76\u63d0\u524d\u53d1\u73b0\u95ee\u9898\u3002\u56e2\u961f\u53ef\u901a\u8fc7\u4eea\u8868\u76d8\u67e5\u770b\u8d8b\u52bf\u4e0e\u89c4\u5f8b\uff0c\u4eea\u8868\u76d8\u4f1a\u5c55\u793a\u5ef6\u8fdf\u3001\u541e\u5410\u91cf\u548c\u8d44\u6e90\u5360\u7528\u60c5\u51b5\uff0c\u4f60\u8fd8\u53ef\u4ee5\u9488\u5bf9\u7a81\u53d1\u5f02\u5e38\u8bbe\u7f6e\u544a\u8b66\uff0c\u4ece\u800c\u5feb\u901f\u54cd\u5e94\uff0c\u4fdd\u969cGemini\u7a33\u5b9a\u8fd0\u884c\u3002 \u9009\u62e9\u80fd\u591f\u540c\u65f6\u76d1\u6d4b\u7cfb\u7edf\u6307\u6807\u548c\u6a21\u578b\u4e13\u5c5e\u6570\u636e\u7684\u76d1\u63a7\u5de5\u5177\uff0c\u80fd\u66f4\u8f7b\u677e\u5730\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\uff0c\u6e05\u6670\u638c\u63e1Gemini\u4e0e\u670d\u52a1\u5668\u7684\u534f\u540c\u8fd0\u884c\u60c5\u51b5\u3002 \u91c7\u96c6\u6838\u5fc3\u6307\u6807 \u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\u9700\u8981\u91c7\u96c6\u5173\u952e\u6307\u6807\uff0c\u9996\u5148\u5173\u6ce8\u5ef6\u8fdf\u4e0e\u541e\u5410\u91cf\u3002\u5ef6\u8fdf\u53cd\u6620Gemini\u7684\u54cd\u5e94\u8017\u65f6\uff0c\u541e\u5410\u91cf\u4f53\u73b0Gemini\u5728\u5355\u4f4d\u65f6\u95f4\u5185\u53ef\u5904\u7406\u7684\u8bf7\u6c42\u91cf\u3002\u540c\u65f6\u8fd8\u9700\u8981\u7edf\u8ba1\u4ee4\u724c\u4f7f\u7528\u91cf\uff0c\u8be5\u6307\u6807\u53ef\u4ee5\u5e2e\u4f60\u5224\u65adGemini\u5355\u8bf7\u6c42\u7684\u8d44\u6e90\u6d88\u8017\u662f\u5426\u8fc7\u9ad8\u3002CPU\u4e0e\u5185\u5b58\u4f7f\u7528\u7387\u540c\u6837\u5173\u952e\uff0c\u80fd\u591f\u53cd\u6620\u670d\u52a1\u5668\u662f\u5426\u65e0\u6cd5\u627f\u8f7dGemini\u7684\u8fd0\u884c\u8d1f\u8f7d\u3002 \u4e0b\u8868\u53ef\u4ee5\u5e2e\u4f60\u68b3\u7406\u6838\u5fc3\u6307\u6807\uff1a \u6307\u6807 \u542b\u4e49 \u91cd\u8981\u6027 \u5ef6\u8fdf \u54cd\u5e94\u65f6\u95f4 \u68c0\u6d4b\u5361\u987f\u95ee\u9898 \u541e\u5410\u91cf \u6bcf\u79d2\u8bf7\u6c42\u6570 \u8861\u91cf\u8fd0\u884c\u6548\u7387 \u4ee4\u724c\u4f7f\u7528\u91cf \u5355\u8bf7\u6c42\u4ee4\u724c\u6570 \u53d1\u73b0\u8d44\u6e90\u7a81\u589e CPU\u4f7f\u7528\u7387 \u5904\u7406\u5668\u8d1f\u8f7d \u5b9a\u4f4d\u670d\u52a1\u5668\u8fc7\u8f7d \u5185\u5b58\u4f7f\u7528\u7387 \u5185\u5b58\u5360\u7528 \u907f\u514d\u670d\u52a1\u5d29\u6e83 \u501f\u52a9\u8fd9\u4e9b\u6307\u6807\uff0c\u4f60\u53ef\u4ee5\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\uff0c\u660e\u786e\u4f18\u5316\u65b9\u5411\u3002 \u4f7f\u7528\u8ffd\u8e2a\u547d\u4ee4 \u53d1\u73b0\u6027\u80fd\u74f6\u9888\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u8ffd\u8e2a\u547d\u4ee4\u6df1\u5165\u6392\u67e5\u3002performance_start_trace \u547d\u4ee4\u53ef\u4ee5\u8bb0\u5f55Gemini\u5904\u7406\u6bcf\u4e00\u6b21\u8bf7\u6c42\u7684\u5168\u8fc7\u7a0b\uff0c\u5e2e\u4f60\u5b9a\u4f4d\u8017\u65f6\u6700\u957f\u7684\u73af\u8282\u3002\u8be5\u547d\u4ee4\u4f1a\u751f\u6210\u8ffd\u8e2a\u6587\u4ef6\uff0c\u4f60\u53ef\u4ee5\u5728\u4eea\u8868\u76d8\u6216\u8ffd\u8e2a\u5de5\u5177\u4e2d\u6253\u5f00\u5206\u6790\uff0c\u6587\u4ef6\u4e2d\u7684\u5cf0\u503c\u4e0e\u5ef6\u8fdf\u6570\u636e\uff0c\u5c31\u662fGemini\u7684\u5361\u987f\u8282\u70b9\u3002 \u5728\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\u524d\uff0c\u4e5f\u9700\u8981\u5148\u68c0\u67e5\u57fa\u7840\u6a21\u578b\u3002\u5728\u6837\u672c\u6570\u636e\u96c6\u4e0a\u8fd0\u884cGemini\u5e76\u67e5\u770b\u8ffd\u8e2a\u6570\u636e\uff0c\u5982\u679c\u53d1\u73b0\u8017\u65f6\u73af\u8282\uff0c\u53ef\u4ee5\u5728\u6a21\u578b\u8bad\u7ec3\u6216\u6b63\u5f0f\u4f7f\u7528\u524d\u63d0\u524d\u4fee\u590d\uff0c\u8282\u7701\u65f6\u95f4\u5e76\u89c4\u907f\u540e\u7eed\u95ee\u9898\u3002 # Example: Start a trace for Gemini performance_start_trace –model=gemini –output=tracefile.log \u5efa\u8bae\u5728\u670d\u52a1\u5668\u9ad8\u8d1f\u8f7d\u65f6\u6267\u884c\u8ffd\u8e2a\u547d\u4ee4\uff0c\u80fd\u6700\u5927\u6982\u7387\u6355\u6349\u5230\u6027\u80fd\u74f6\u9888\uff0c\u67e5\u770bGemini\u5728\u538b\u529b\u4e0b\u7684\u8fd0\u884c\u8868\u73b0\u3002 \u7ed3\u5408\u76d1\u63a7\u3001\u6307\u6807\u91c7\u96c6\u4e0e\u94fe\u8def\u8ffd\u8e2a\uff0c\u53ef\u5168\u9762\u5b9a\u4f4dGemini\u7684\u6027\u80fd\u74f6\u9888\uff0c\u8fd9\u5957\u5206\u6b65\u65b9\u6848\u80fd\u5e2e\u4f60\u5feb\u901f\u89e3\u51b3\u95ee\u9898\u3002 [\/vc_column_text][\/vc_column][\/vc_row][vc_row […]<\/p>\n Read More…<\/a><\/p>\n","protected":false},"author":1,"featured_media":30670,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[8117],"tags":[10523,10524,10525,10526,8163],"class_list":["post-30673","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-japan-dedicated-server-sc","tag-gemini","tag-server-performance-bottleneck","tag-llm-monitoring","tag-cpu-usage","tag-japan-server-hosting-sc"],"acf":[],"yoast_head":"\n