\u90e8\u7f72\u76e3\u63a7\u5de5\u5177<\/h3>\n

\u5b9a\u4f4dGemini\u7684\u6548\u80fd\u74f6\u9838\u9700\u8981\u4f7f\u7528\u5408\u9069\u7684\u5de5\u5177\u3002Datadog LLM\u53ef\u89c0\u6e2c\u6548\u80fd\u5e6b\u4f60\u67e5\u770b\u5176\u5728\u4f3a\u670d\u5668\u4e0a\u7684\u57f7\u884c\u72c0\u614b\uff0c\u5373\u6642\u89c0\u6e2c\u6578\u64da\u4e26\u63d0\u524d\u767c\u73fe\u554f\u984c\u3002\u5718\u968a\u53ef\u900f\u904e\u5100\u8868\u677f\u67e5\u770b\u8da8\u52e2\u8207\u898f\u5f8b\uff0c\u5100\u8868\u677f\u6703\u5c55\u793a\u5ef6\u9072\u3001\u541e\u5410\u91cf\u548c\u8cc7\u6e90\u5360\u7528\u60c5\u6cc1\uff0c\u4f60\u9084\u53ef\u4ee5\u91dd\u5c0d\u7a81\u767c\u7570\u5e38\u8a2d\u5b9a\u8b66\u793a\uff0c\u5f9e\u800c\u5feb\u901f\u56de\u61c9\uff0c\u4fdd\u969cGemini\u7a69\u5b9a\u57f7\u884c\u3002<\/p>\n

\u9078\u64c7\u80fd\u5920\u540c\u6642\u76e3\u6e2c\u7cfb\u7d71\u6307\u6a19\u548c\u6a21\u578b\u5c08\u5c6c\u6578\u64da\u7684\u76e3\u63a7\u5de5\u5177\uff0c\u80fd\u66f4\u8f15\u9b06\u5730\u5b9a\u4f4d\u6548\u80fd\u74f6\u9838\uff0c\u6e05\u6670\u638c\u63e1Gemini\u8207\u4f3a\u670d\u5668\u7684\u5354\u540c\u57f7\u884c\u60c5\u6cc1\u3002<\/p>\n

\u63a1\u96c6\u6838\u5fc3\u6307\u6a19<\/h3>\n

\u5b9a\u4f4d\u6548\u80fd\u74f6\u9838\u9700\u8981\u63a1\u96c6\u95dc\u9375\u6307\u6a19\uff0c\u9996\u5148\u95dc\u6ce8\u5ef6\u9072\u8207\u541e\u5410\u91cf\u3002\u5ef6\u9072\u53cd\u6620Gemini\u7684\u56de\u61c9\u8017\u6642\uff0c\u541e\u5410\u91cf\u9ad4\u73feGemini\u5728\u55ae\u4f4d\u6642\u9593\u5167\u53ef\u8655\u7406\u7684\u8acb\u6c42\u91cf\u3002\u540c\u6642\u9084\u9700\u8981\u7d71\u8a08\u4ee4\u724c\u4f7f\u7528\u91cf\uff0c\u8a72\u6307\u6a19\u53ef\u4ee5\u5e6b\u4f60\u5224\u65b7Gemini\u55ae\u8acb\u6c42\u7684\u8cc7\u6e90\u6d88\u8017\u662f\u5426\u904e\u9ad8\u3002CPU\u8207\u8a18\u61b6\u9ad4\u4f7f\u7528\u7387\u540c\u6a23\u95dc\u9375\uff0c\u80fd\u5920\u53cd\u6620\u4f3a\u670d\u5668\u662f\u5426\u7121\u6cd5\u627f\u8f09Gemini\u7684\u57f7\u884c\u8ca0\u8f09\u3002<\/p>\n

\u4e0b\u8868\u53ef\u4ee5\u5e6b\u4f60\u68b3\u7406\u6838\u5fc3\u6307\u6a19\uff1a<\/p>\n

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

\u6307\u6a19<\/th>\n	\u542b\u7fa9<\/th>\n	\u91cd\u8981\u6027<\/th>\n<\/tr>\n
\u5ef6\u9072<\/td>\n	\u56de\u61c9\u6642\u9593<\/td>\n	\u6aa2\u6e2c\u5361\u9813\u554f\u984c<\/td>\n<\/tr>\n
\u541e\u5410\u91cf<\/td>\n	\u6bcf\u79d2\u8acb\u6c42\u6578<\/td>\n	\u8861\u91cf\u57f7\u884c\u6548\u7387<\/td>\n<\/tr>\n
\u4ee4\u724c\u4f7f\u7528\u91cf<\/td>\n	\u55ae\u8acb\u6c42\u4ee4\u724c\u6578<\/td>\n	\u767c\u73fe\u8cc7\u6e90\u7a81\u589e<\/td>\n<\/tr>\n
CPU\u4f7f\u7528\u7387<\/td>\n	\u8655\u7406\u5668\u8ca0\u8f09<\/td>\n	\u5b9a\u4f4d\u4f3a\u670d\u5668\u904e\u8f09<\/td>\n<\/tr>\n
\u8a18\u61b6\u9ad4\u4f7f\u7528\u7387<\/td>\n	\u8a18\u61b6\u9ad4\u5360\u7528<\/td>\n	\u907f\u514d\u670d\u52d9\u7576\u6a5f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n \u85c9\u7531\u9019\u4e9b\u6307\u6a19\uff0c\u4f60\u53ef\u4ee5\u5b9a\u4f4d\u6548\u80fd\u74f6\u9838\uff0c\u660e\u78ba\u6700\u4f73\u5316\u65b9\u5411\u3002<\/p>\n \u4f7f\u7528\u8ffd\u8e64\u6307\u4ee4<\/h3>\n \u767c\u73fe\u6548\u80fd\u74f6\u9838\u5f8c\uff0c\u53ef\u4ee5\u900f\u904e\u8ffd\u8e64\u6307\u4ee4\u6df1\u5165\u6392\u67e5\u3002performance_start_trace \u6307\u4ee4\u53ef\u4ee5\u8a18\u9304Gemini\u8655\u7406\u6bcf\u4e00\u7b46\u8acb\u6c42\u7684\u5168\u904e\u7a0b\uff0c\u5e6b\u4f60\u5b9a\u4f4d\u8017\u6642\u6700\u9577\u7684\u74b0\u7bc0\u3002\u8a72\u6307\u4ee4\u6703\u751f\u6210\u8ffd\u8e64\u6a94\u6848\uff0c\u4f60\u53ef\u4ee5\u5728\u5100\u8868\u677f\u6216\u8ffd\u8e64\u5de5\u5177\u4e2d\u958b\u555f\u5206\u6790\uff0c\u6a94\u6848\u4e2d\u7684\u5cf0\u503c\u8207\u5ef6\u9072\u6578\u64da\uff0c\u5c31\u662fGemini\u7684\u5361\u9813\u7bc0\u9ede\u3002<\/p>\n \u5728\u9032\u884c\u6a21\u578b\u5fae\u8abf\u524d\uff0c\u4e5f\u9700\u8981\u5148\u6aa2\u67e5\u57fa\u790e\u6a21\u578b\u3002\u5728\u6a23\u672c\u8cc7\u6599\u96c6\u4e0a\u57f7\u884cGemini\u4e26\u67e5\u770b\u8ffd\u8e64\u6578\u64da\uff0c\u5982\u679c\u767c\u73fe\u8017\u6642\u74b0\u7bc0\uff0c\u53ef\u4ee5\u5728\u6a21\u578b\u8a13\u7df4\u6216\u6b63\u5f0f\u4f7f\u7528\u524d\u63d0\u524d\u4fee\u5fa9\uff0c\u7bc0\u7701\u6642\u9593\u4e26\u898f\u907f\u5f8c\u7e8c\u554f\u984c\u3002<\/p>\n # Example: Start a trace for Gemini\r\nperformance_start_trace --model=gemini --output=tracefile.log<\/code><\/pre>\n \u5efa\u8b70\u5728\u4f3a\u670d\u5668\u9ad8\u8ca0\u8f09\u6642\u57f7\u884c\u8ffd\u8e64\u6307\u4ee4\uff0c\u80fd\u6700\u5927\u6a5f\u7387\u6355\u6349\u5230\u6548\u80fd\u74f6\u9838\uff0c\u67e5\u770bGemini\u5728\u58d3\u529b\u4e0b\u7684\u57f7\u884c\u8868\u73fe\u3002<\/p>\n \u7d50\u5408\u76e3\u63a7\u3001\u6307\u6a19\u63a1\u96c6\u8207\u93c8\u8def\u8ffd\u8e64\uff0c\u53ef\u5168\u9762\u5b9a\u4f4dGemini\u7684\u6548\u80fd\u74f6\u9838\uff0c\u9019\u5957\u5206\u6b65\u65b9\u6848\u80fd\u5e6b\u4f60\u5feb\u901f\u89e3\u6c7a\u554f\u984c\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\u6a19\u8207\u8ffd\u8e64\u6578\u64da\u89e3\u6790<\/strong><\/h2>\n \u76e3\u63a7\u5ef6\u9072\u8207\u541e\u5410\u91cf<\/h3>\n \u4f60\u9700\u8981\u95dc\u6ce8Gemini\u7684\u56de\u61c9\u901f\u5ea6\u8207\u8acb\u6c42\u8655\u7406\u80fd\u529b\u3002\u5ef6\u9072\u6307Gemini\u55ae\u6b21\u56de\u61c9\u7684\u8017\u6642\uff0c\u541e\u5410\u91cf\u6307Gemini\u6bcf\u79d2\u53ef\u8655\u7406\u7684\u8acb\u6c42\u6578\u3002\u5ef6\u9072\u904e\u9ad8\u6216\u541e\u5410\u91cf\u904e\u4f4e\uff0c\u901a\u5e38\u610f\u5473\u8457\u5b58\u5728\u6548\u80fd\u74f6\u9838\u3002Datadog\u3001SigNoz\u7b49\u5e73\u53f0\u7684\u5100\u8868\u677f\u53ef\u4ee5\u5373\u6642\u89c0\u6e2c\u9019\u4e9b\u6578\u64da\uff0c\u900f\u904e\u5716\u8868\u8207\u8da8\u52e2\u66f2\u7dda\u5feb\u901f\u767c\u73fe\u6548\u80fd\u4e0b\u964d\u6216\u5361\u9813\u3002<\/p>\n \u70ba\u5ef6\u9072\u7a81\u589e\u8a2d\u5b9a\u8b66\u793a\uff0c\u53ef\u4ee5\u5728\u7528\u6236\u611f\u77e5\u524d\u5b8c\u6210\u554f\u984c\u4fee\u5fa9\u3002<\/p>\n \u8ffd\u8e64\u4ee4\u724c\u4f7f\u7528\u91cf\u8207\u8acb\u6c42\u60c5\u6cc1<\/h3>\n \u4f60\u9700\u8981\u638c\u63e1Gemini\u55ae\u8acb\u6c42\u7684\u4ee4\u724c\u6d88\u8017\u60c5\u6cc1\u3002\u4ee4\u724c\u6d88\u8017\u904e\u9ad8\u6703\u5c0e\u81f4\u4f3a\u670d\u5668\u5361\u9813\u3001\u6210\u672c\u589e\u52a0\u3002Datadog\u53ef\u4ee5\u8ffd\u8e64\u4ee4\u724c\u4f7f\u7528\u91cf\uff0c\u5b9a\u4f4d\u9ad8\u8cc7\u6e90\u6d88\u8017\u7684\u8acb\u6c42\uff1bSigNoz\u53ef\u4ee5\u76e3\u63a7\u6bcf\u79d2\u64cd\u4f5c\u6578\u8207\u932f\u8aa4\u7387\u3002\u85c9\u7531\u9019\u4e9b\u5de5\u5177\uff0c\u53ef\u4ee5\u627e\u51fa\u4ee4\u724c\u6d88\u8017\u7570\u5e38\u6216\u983b\u7e41\u5931\u6557\u7684\u8acb\u6c42\uff0c\u7cbe\u6e96\u89e3\u6c7a\u554f\u984c\u3002<\/p>\n \n Datadog \u53ef\u8ffd\u8e64\u5927\u6a21\u578b\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u7684\u4ee4\u724c\u4f7f\u7528\u91cf\u8207\u932f\u8aa4\u60c5\u6cc1\u3002<\/li>\n SigNoz \u53ef\u5c55\u793a\u6bcf\u4e00\u7b46\u8acb\u6c42\u8207\u932f\u8aa4\u7684\u8a73\u7d30\u8cc7\u8a0a\u3002<\/li>\n<\/ul>\n \u8b58\u5225\u8cc7\u6e90\u9650\u5236<\/h3>\n \u5fc5\u9808\u6aa2\u67e5\u4f3a\u670d\u5668\u7684CPU\u8207\u8a18\u61b6\u9ad4\u8cc7\u6e90\u662f\u5426\u5145\u8db3\u3002\u4f3a\u670d\u5668\u8cc7\u6e90\u4e0d\u8db3\u6703\u5c0e\u81f4Gemini\u57f7\u884c\u5361\u9813\u751a\u81f3\u4e2d\u65b7\u670d\u52d9\u3002Datadog\u8207SigNoz\u7684\u5100\u8868\u677f\u53ef\u4ee5\u5c55\u793aCPU\u8ca0\u8f09\u3001\u8a18\u61b6\u9ad4\u5360\u7528\u7b49\u6307\u6a19\uff0c\u5224\u65b7Gemini\u662f\u5426\u904e\u5ea6\u5360\u7528\u8a18\u61b6\u9ad4\u3001\u8655\u7406\u5668\u662f\u5426\u904e\u8f09\uff0c\u9032\u800c\u78ba\u5b9a\u662f\u5426\u9700\u8981\u5347\u7d1a\u4f3a\u670d\u5668\u6216\u6700\u4f73\u5316\u6a21\u578b\u3002<\/p>\n \u6301\u7e8c\u76e3\u63a7\u8cc7\u6e90\u6307\u6a19\uff0c\u53ef\u4ee5\u907f\u514d\u670d\u52d9\u7576\u6a5f\uff0c\u4fdd\u969cGemini\u7a69\u5b9a\u57f7\u884c\u3002<\/p>\n \u900f\u904e\u4ee5\u4e0a\u6b65\u9a5f\uff0c\u4f60\u53ef\u4ee5\u660e\u78baGemini\u7684\u5361\u9813\u4f4d\u7f6e\u8207\u554f\u984c\u6839\u6e90\uff0c\u85c9\u52a9\u5c08\u696d\u5de5\u5177\u96c6\u4e2d\u67e5\u770b\u6240\u6709\u95dc\u9375\u6578\u64da\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 \u554f\u984c\u6392\u67e5\u8207\u89e3\u6c7a<\/strong><\/h2>\n \u5b9a\u4f4d\u6162\u57f7\u884c\u64cd\u4f5c<\/h3>\n \u4f60\u9700\u8981\u627e\u51fa\u5c0e\u81f4Gemini\u5361\u9813\u7684\u5177\u9ad4\u539f\u56e0\u3002\u9996\u5148\u7d50\u5408\u8ffd\u8e64\u6578\u64da\u8207\u7cfb\u7d71\u6307\u6a19\u7d9c\u5408\u5206\u6790\uff0c\u95dc\u6ce8\u5ef6\u9072\u7a81\u589e\u3001\u541e\u5410\u91cf\u4e0b\u964d\u7b49\u7570\u5e38\uff0c\u9019\u4e9b\u8b8a\u5316\u53ef\u4ee5\u6307\u5411\u554f\u984c\u6839\u6e90\u3002\u900f\u904e\u5100\u8868\u677f\u67e5\u770b\u9577\u671f\u57f7\u884c\u898f\u5f8b\uff0c\u85c9\u52a9\u5716\u8868\u8207\u8b66\u793a\u5b9a\u4f4d\u6162\u57f7\u884c\u74b0\u7bc0\u3002\u51fa\u73fe\u5361\u9813\u6642\uff0c\u5c07\u8ffd\u8e64\u65e5\u5fd7\u8207CPU\u3001\u8a18\u61b6\u9ad4\u5360\u7528\u6578\u64da\u5c0d\u6bd4\uff0c\u53ef\u7cbe\u6e96\u5b9a\u4f4d\u5c0e\u81f4\u5ef6\u9072\u7684\u74b0\u7bc0\u3002<\/p>\n \u6301\u7e8c\u900f\u904e\u5100\u8868\u677f\u76e3\u63a7\uff0c\u53ef\u4ee5\u5728\u7528\u6236\u611f\u77e5\u524d\u767c\u73fe\u554f\u984c\u3002<\/p>\n \u89e3\u6c7a\u6a21\u578b\u8207\u7cfb\u7d71\u554f\u984c<\/h3>\n \u6700\u4f73\u5316\u6a21\u578b\u8207\u7cfb\u7d71\u914d\u7f6e\u53ef\u4ee5\u63d0\u5347Gemini\u57f7\u884c\u901f\u5ea6\u3002AI\u5c0d\u8a71\u4ecb\u9762\u53ef\u4ee5\u5e6b\u4f60\u7406\u89e3\u7a0b\u5f0f\u78bc\u7bc4\u4f8b\uff0c\u7528\u901a\u4fd7\u8a9e\u8a00\u89e3\u6790\u7a0b\u5f0f\u78bc\uff0c\u7121\u9700\u638c\u63e1\u6240\u6709\u7a0b\u5f0f\u8a9e\u8a00\u3002AI\u5de5\u5177\u9084\u53ef\u4ee5\u5206\u6790\u932f\u8aa4\u8cc7\u8a0a\uff0c\u8b58\u5225\u7570\u5e38\u622a\u5716\u4e2d\u7684\u95dc\u9375\u5167\u5bb9\u4e26\u7d66\u51fa\u6392\u67e5\u5efa\u8b70\uff0c\u52a0\u5feb\u554f\u984c\u5b9a\u4f4d\u6548\u7387\u3002<\/p>\n AI\u667a\u6167\u9ad4\u53ef\u4ee5\u5feb\u901f\u642d\u5efa\u958b\u767c\u74b0\u5883\uff0c\u5c07\u5c08\u6848\u65b9\u6848\u8f49\u5316\u70ba\u53ef\u76f4\u63a5\u4f7f\u7528\u7684\u74b0\u5883\u914d\u7f6e\uff0c\u7bc0\u7701\u6642\u9593\u4e26\u964d\u4f4e\u5931\u8aa4\u7387\u3002AI\u670d\u52d9\u53ef\u4ee5\u6839\u64da\u7c21\u77ed\u63cf\u8ff0\u751f\u6210\u8a2d\u8a08\u539f\u578b\uff0c\u63d0\u5347\u8a2d\u8a08\u6548\u7387\u3002AI\u667a\u6167\u9ad4\u53ef\u4ee5\u6aa2\u6e2c\u7db2\u7ad9\u7684\u7121\u969c\u7919\u914d\u9069\u8207SEO\u60c5\u6cc1\uff0c\u751f\u6210\u5305\u542b\u6e05\u6670\u4fee\u5fa9\u6b65\u9a5f\u7684\u5831\u544a\u3002AI\u5de5\u5177\u9084\u53ef\u4ee5\u5206\u6790\u6578\u64da\u5206\u6790\u8cc7\u6599\uff0c\u7d66\u51fa\u4f3a\u670d\u5668\u6700\u4f73\u5316\u5efa\u8b70\u3002<\/p>\n \n\n\n\n<\/colgroup>\n\n\n\n\n\n\n\n\n \u5be6\u73fe\u65b9\u6848<\/th>\n \u8aaa\u660e<\/th>\n<\/tr>\n \u7528\u65bc\u7a0b\u5f0f\u78bc\u7406\u89e3\u7684AI\u5c0d\u8a71\u4ecb\u9762<\/td>\n 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