{"id":34017,"date":"2026-08-12T16:44:48","date_gmt":"2026-08-12T08:44:48","guid":{"rendered":"https:\/\/www.simcentric.com\/uncategorized-tc\/how-ai-inference-service-auto-scaling-manages-traffic-spikes\/"},"modified":"2026-08-12T16:46:58","modified_gmt":"2026-08-12T08:46:58","slug":"how-ai-inference-service-auto-scaling-manages-traffic-spikes","status":"publish","type":"post","link":"https:\/\/www.simcentric.com\/tc\/america-dedicated-server-tc\/how-ai-inference-service-auto-scaling-manages-traffic-spikes\/","title":{"rendered":"AI \u63a8\u8ad6\u670d\u52d9\u81ea\u52d5\u64f4\u7e2e\u5bb9\u5982\u4f55\u61c9\u5c0d\u6d41\u91cf\u9ad8\u5cf0"},"content":{"rendered":"

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AI \u5de5\u4f5c\u8ca0\u8f09\u81ea\u52d5\u64f4\u7e2e\u5bb9\u7684\u95dc\u9375\u6307\u6a19<\/strong><\/h2>\n

\u8ffd\u8e64\u4f47\u5217\u6df1\u5ea6\uff0c\u800c\u4e0d\u662f CPU \u4f7f\u7528\u7387<\/h3>\n

\u7576\u4f60\u5728\u751f\u7522\u74b0\u5883\u4e2d\u904b\u884c\u7e41\u5fd9\u7684 AI \u63a8\u8ad6\u670d\u52d9\u6642\uff0c\u6a19\u6e96 CPU \u4f7f\u7528\u7387\u6307\u6a19\u4e26\u4e0d\u80fd\u53cd\u6620\u771f\u5be6\u60c5\u6cc1\u3002\u73fe\u4ee3 LLM \u57f7\u884c\u968e\u6bb5\u5f15\u64ce\u901a\u5e38\u6703\u5728\u5bb9\u5668\u555f\u52d5\u6642\u7acb\u5373\u9810\u5148\u5206\u914d\u53ef\u7528 GPU \u986f\u793a\u8a18\u61b6\u9ad4\u3002\u9019\u7a2e\u975c\u614b\u986f\u793a\u8a18\u61b6\u9ad4\u5360\u7528\u6703\u8b93\u50b3\u7d71\u8a08\u7b97\u6307\u6a19\u5931\u53bb\u5c0d\u5373\u6642\u8acb\u6c42\u58d3\u529b\u7684\u5224\u65b7\u80fd\u529b\u3002\u5167\u90e8\u4f47\u5217\u6df1\u5ea6\u6307\u6a19\u80fd\u5920\u5728\u6574\u9ad4\u7cfb\u7d71\u6548\u80fd\u4e0b\u964d\u4e4b\u524d\uff0c\u63d0\u524d\u66b4\u9732\u5f85\u8655\u7406\u8acb\u6c42\u7684\u5806\u7a4d\u60c5\u6cc1\u3002\u4f60\u5fc5\u9808\u76f4\u63a5\u76e3\u63a7\u61c9\u7528\u7a0b\u5f0f\u6d41\u7a0b\u4e2d\u7684\u6392\u968a\u8acb\u6c42\uff0c\u624d\u80fd\u6e96\u78ba\u8a55\u4f30 LLM \u5de5\u4f5c\u8ca0\u8f09\u58d3\u529b\uff0c\u4e26\u7dad\u6301\u670d\u52d9\u54c1\u8cea\u3002<\/p>\n

\u7a81\u767c\u6d41\u91cf\u6703\u5c07\u65b0\u5230\u9054\u7684\u8acb\u6c42\u63a8\u5165\u4e0d\u65b7\u64f4\u5927\u7684\u5de5\u4f5c\u4f47\u5217\u4e2d\u3002\u73fe\u4ee3 LLM \u81ea\u52d5\u64f4\u7e2e\u5bb9\u9ad4\u7cfb\u4f9d\u8cf4\u5373\u6642\u4f47\u5217\u6307\u6a19\u4f86\u89f8\u767c\u5feb\u901f\u64f4\u5bb9\u3002\u50b3\u7d71\u64f4\u7e2e\u5bb9\u7b56\u7565\u5728\u7570\u5e38\u6d41\u91cf\u885d\u64ca\u57fa\u790e\u8a2d\u65bd\u6642\uff0c\u56de\u61c9\u901f\u5ea6\u5f80\u5f80\u904e\u6162\u3002\u900f\u904e\u89c0\u5bdf\u4f47\u5217\u6210\u9577\u901f\u7387\uff0c\u4f60\u7684\u64f4\u7e2e\u5bb9\u7ba1\u7406\u5668\u53ef\u4ee5\u5728\u8acb\u6c42\u958b\u59cb\u5806\u7a4d\u6642\u53ca\u6642\u9810\u5148\u914d\u7f6e\u66f4\u591a\u8a08\u7b97\u5be6\u4f8b\u3002\u4e3b\u52d5\u5f0f\u7bc0\u9ede\u9810\u914d\u7f6e\u80fd\u5920\u9632\u6b62\u5f85\u8655\u7406\u8acb\u6c42\u58d3\u57ae\u73fe\u6709\u6a21\u578b\u5de5\u4f5c\u7bc0\u9ede\u3002\u9019\u7a2e\u4e3b\u52d5\u4f47\u5217\u7ba1\u7406\u65b9\u5f0f\u53ef\u5728\u9ad8\u5f37\u5ea6\u8655\u7406\u8ca0\u8f09\u4e0b\u4fdd\u6301\u9762\u5411\u4f7f\u7528\u8005\u7684 LLM \u670d\u52d9\u7a69\u5b9a\uff0c\u4e26\u5728\u6d41\u91cf\u6ce2\u52d5\u6642\u7dad\u6301\u6838\u5fc3\u670d\u52d9\u8868\u73fe\u3002\u4f47\u5217\u8ffd\u8e64\u9084\u80fd\u5e6b\u52a9\u4f60\u5728\u6240\u6709\u6d3b\u8e8d\u7bc0\u9ede\u4e4b\u9593\u5be6\u73fe\u66f4\u7cbe\u7d30\u7684\u7b97\u529b\u6700\u4f73\u5316\u3002<\/p>\n

\u76e3\u63a7 TTFT \u8207 Token \u5ef6\u9072<\/h3>\n

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Token \u9593\u5ef6\u9072\u8861\u91cf\u7684\u662f\u5f8c\u7e8c\u6bcf\u500b\u8f38\u51fa Token \u7684\u6301\u7e8c\u751f\u6210\u901f\u5ea6\u3002\u6d41\u91cf\u6a21\u5f0f\u6ce2\u52d5\u7d93\u5e38\u6703\u6253\u4e82\u6d3b\u8e8d\u6a21\u578b\u526f\u672c\u7684\u4e32\u6d41\u751f\u6210\u901f\u7387\u3002\u5c08\u696d\u5316\u7684 LLM \u81ea\u52d5\u64f4\u7e2e\u5bb9\u7cfb\u7d71\u6703\u5728\u56de\u61c9\u4e32\u6d41\u901f\u5ea6\u8dcc\u7834\u76ee\u6a19\u57fa\u6e96\u6642\u64f4\u5c55\u7e3d\u5de5\u4f5c\u5bb9\u91cf\u3002\u90e8\u7f72\u667a\u6167\u6279\u6b21\u8655\u7406\u7b56\u7565\uff0c\u53ef\u4ee5\u5728\u4e0d\u640d\u5bb3 Token \u50b3\u8f38\u901f\u5ea6\u7684\u524d\u63d0\u4e0b\u6700\u4f73\u5316 GPU \u986f\u793a\u8a18\u61b6\u9ad4\u4f7f\u7528\u3002\u5168\u9762\u7684\u8cc7\u6e90\u6700\u4f73\u5316\u80fd\u5920\u70ba\u6bcf\u4e00\u500b\u4e26\u884c LLM \u4efb\u52d9\u63d0\u4f9b\u7a69\u5b9a\u7684 Token \u4e32\u6d41\u8f38\u51fa\u3002\u53ef\u9760\u7684\u64f4\u7e2e\u5bb9\u7b56\u7565\u53ef\u5728\u591a\u8b8a\u7684\u63a8\u8ad6\u5de5\u4f5c\u8ca0\u8f09\u4e0b\u7dad\u6301\u5f37\u52c1\u7684 LLM \u6548\u80fd\u548c\u7a69\u5b9a\u7684\u4e32\u6d41\u6307\u6a19\u3002\u9019\u4e9b\u7d30\u7c92\u5ea6\u6307\u6a19\u80fd\u5920\u70ba\u4f60\u7684\u6838\u5fc3 AI \u63a8\u8ad6\u5e73\u53f0\u63d0\u4f9b\u66f4\u660e\u667a\u7684\u64f4\u7e2e\u5bb9\u6c7a\u7b56\uff0c\u4e26\u63a8\u52d5\u5404\u500b\u6d3b\u8e8d\u670d\u52d9\u7684 AI \u6700\u4f73\u5316\u3002<\/p>\n

AI \u63a8\u8ad6\u670d\u52d9\u7684\u64f4\u7e2e\u5bb9\u7b56\u7565<\/strong><\/h2>\n

\u57fa\u65bc\u5be6\u4f8b\u526f\u672c\u7684\u6c34\u5e73\u64f4\u5c55<\/h3>\n

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\u52d5\u614b GPU \u986f\u793a\u8a18\u61b6\u9ad4\u8207\u5207\u7247\u5206\u914d<\/h3>\n

\u5782\u76f4\u8cc7\u6e90\u8abf\u6574\u80fd\u5920\u900f\u904e\u5f48\u6027 GPU \u5206\u914d\u6700\u5927\u5316\u672c\u5730\u786c\u9ad4\u6548\u7387\u3002\u8abf\u6574\u786c\u9ad4\u908a\u754c\u53ef\u8b93\u5e95\u5c64\u7cfb\u7d71\u5728\u7121\u9700\u5b8c\u5168\u91cd\u65b0\u555f\u52d5\u7bc0\u9ede\u7684\u60c5\u6cc1\u4e0b\uff0c\u70ba\u6d3b\u8e8d AI \u63a8\u8ad6\u670d\u52d9\u52d5\u614b\u4fee\u6539\u986f\u793a\u8a18\u61b6\u9ad4\u9650\u5236\u3002\u786c\u9ad4\u5206\u5340\u6280\u8853\u53ef\u4ee5\u5c07\u5be6\u9ad4 GPU \u5283\u5206\u70ba\u66f4\u5c0f\u4e14\u5f7c\u6b64\u9694\u96e2\u7684\u8a08\u7b97\u5be6\u4f8b\uff0c\u4ee5\u8655\u7406\u50b3\u5165\u8acb\u6c42\u3002\u7576\u8907\u96dc\u7684 LLM \u5de5\u4f5c\u8ca0\u8f09\u9700\u8981\u66f4\u5927\u7684\u4e0a\u4e0b\u6587\u8996\u7a97\u6642\uff0c\u4f60\u53ef\u4ee5\u61c9\u7528\u52d5\u614b GPU \u8cc7\u6e90\u5206\u914d\u4f86\u64f4\u5c55 vRAM \u908a\u754c\u3002\u9019\u7a2e\u6709\u91dd\u5c0d\u6027\u7684\u9748\u6d3b\u6027\u80fd\u5728\u4f7f\u7528\u8005\u9700\u6c42\u6ce2\u52d5\u6642\u5be6\u73fe\u9ad8\u6548\u786c\u9ad4\u6700\u4f73\u5316\uff0c\u4e26\u78ba\u4fdd\u670d\u52d9\u54c1\u8cea\u3002\u5373\u6642\u7cfb\u7d71\u6307\u6a19\u4e5f\u6703\u6e05\u695a\u986f\u793a\u5bb9\u91cf\u63d0\u5347\u6548\u679c\u3002<\/p>\n

\u57f7\u884c\u968e\u6bb5\u7ba1\u7406\u5668\u6703\u5c07\u667a\u6167\u6279\u6b21\u8655\u7406\u7b56\u7565\u8207\u5f48\u6027 GPU \u5206\u914d\u7d50\u5408\u8d77\u4f86\uff0c\u4ee5\u6700\u4f73\u5316\u5f85\u8655\u7406\u8acb\u6c42\u7684\u8a18\u61b6\u9ad4\u983b\u5bec\u3002\u91cd\u65b0\u5206\u914d\u8a08\u7b97\u5207\u7247\u53ef\u4ee5\u8b93\u5f15\u64ce\u70ba\u4e26\u884c\u8acb\u6c42\u8655\u7406\u66f4\u5927\u7684\u6279\u6b21\u898f\u6a21\u3002\u7cfb\u7d71\u63a7\u5236\u5668\u6703\u8a55\u4f30\u5373\u6642\u904b\u884c\u6307\u6a19\uff0c\u4e26\u6309\u9700\u8abf\u6574\u786c\u9ad4\u908a\u754c\u3002\u9748\u6d3b\u7684\u8cc7\u6e90\u5206\u5340\u80fd\u5920\u6700\u4f73\u5316\u8907\u96dc\u63a8\u8ad6\u5de5\u4f5c\u8ca0\u8f09\u4e0b AI \u63a8\u8ad6\u670d\u52d9\u7684\u6301\u7e8c\u541e\u5410\uff0c\u5f9e\u800c\u7a69\u5b9a\u8b8a\u5316\u4e2d\u7684\u7cfb\u7d71\u8ca0\u8f09\u3002\u6301\u7e8c\u7684\u5bb9\u91cf\u6700\u4f73\u5316\u65e2\u80fd\u5b88\u4f4f\u4f4e\u5ef6\u9072\u57fa\u6e96\uff0c\u53c8\u80fd\u907f\u514d\u7b97\u529b\u6d6a\u8cbb\u3002\u6548\u80fd\u6307\u6a19\u6703\u6307\u5f15\u66f4\u660e\u667a\u7684 AI \u64f4\u7e2e\u5bb9\u7b56\u7565\uff0c\u800c\u7cfb\u7d71\u6307\u6a19\u5247\u6709\u52a9\u65bc\u964d\u4f4e\u652f\u63f4\u578b LLM \u61c9\u7528\u5728\u6301\u7e8c\u6d41\u91cf\u4e0b\u7684\u5ef6\u9072\u6ce2\u52d5\u3002\u667a\u6167\u7cfb\u7d71\u6700\u4f73\u5316\u5c07\u6301\u7e8c\u63a8\u52d5\u6574\u500b\u5e73\u53f0\u7684\u6548\u7387\u63d0\u5347\u3002<\/p>\n

\u7de9\u89e3\u6a21\u578b\u51b7\u555f\u52d5\u5ef6\u9072<\/strong><\/h2>\n

\u900f\u904e\u6a21\u578b\u5feb\u53d6\u5be6\u73fe\u5feb\u901f\u6b0a\u91cd\u8f09\u5165<\/h3>\n

\u7576\u6d41\u91cf\u9ad8\u5cf0\u4f86\u8972\u6642\uff0c\u6a21\u578b\u51b7\u555f\u52d5\u5ef6\u9072\u6703\u524a\u5f31 AI \u670d\u52d9\u7684\u6574\u9ad4\u6548\u80fd\u3002\u81ea\u52d5\u64f4\u7e2e\u5bb9\u57fa\u790e\u8a2d\u65bd\u5fc5\u9808\u80fd\u5920\u5feb\u901f\u8f09\u5165\u5927\u578b LLM \u53c3\u6578\uff0c\u4ee5\u8655\u7406\u50b3\u5165\u7684\u63d0\u793a\u8acb\u6c42\u3002\u91dd\u5c0d llama.cpp \u7684\u6e2c\u8a66\u8868\u660e\uff0c\u5728\u6bd4\u8f03\u4e0d\u540c\u5132\u5b58\u8f09\u5165\u65b9\u5f0f\u6642\uff0c\u7d50\u679c\u51fa\u4eba\u610f\u6599\uff1a<\/p>\n

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

\u8f09\u5165\u65b9\u5f0f<\/p>\n<\/th>\n

\n

\u8017\u6642<\/p>\n<\/th>\n

\n

\u76f8\u5c0d\u901f\u5ea6<\/p>\n<\/th>\n<\/tr>\n

\n

\u78c1\u789f\uff08expert streaming\uff09<\/p>\n<\/td>\n

\n

6.0 \u79d2<\/p>\n<\/td>\n

\n

1x\uff08\u57fa\u6e96\uff09<\/p>\n<\/td>\n<\/tr>\n

\n

GPU memory cache\uff08llama.cpp\uff09<\/p>\n<\/td>\n

\n

6 \u5206 22 \u79d2<\/p>\n<\/td>\n

\n

64x \u66f4\u6162<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n

\u5728\u9019\u4e00\u7279\u5b9a\u6a21\u578b\u670d\u52d9\u5834\u666f\u4e2d\uff0c\u5f9e\u78c1\u789f\u8f09\u5165\u6b0a\u91cd\u7684\u901f\u5ea6\u6bd4\u5f9e GPU memory cache \u8f09\u5165\u5feb 64 \u500d\u3002\u4f60\u61c9\u7576\u6700\u4f73\u5316\u672c\u6a5f\u78c1\u789f\u5b58\u53d6\uff0c\u4ee5\u4fbf\u5728 LLM \u5de5\u4f5c\u7bc0\u9ede\u5feb\u901f\u64f4\u5bb9\u6642\u52a0\u901f\u90e8\u7f72\u3002<\/p>\n

\u7cfb\u7d71\u5de5\u7a0b\u5e2b\u6703\u900f\u904e\u5c07\u5feb\u901f\u672c\u6a5f\u78c1\u789f\u5b58\u53d6\u8207\u5f48\u6027 GPU \u5206\u914d\u7d50\u5408\u8d77\u4f86\uff0c\u907f\u514d\u555f\u52d5\u968e\u6bb5\u7684\u74f6\u9838\u3002\u5feb\u901f\u6b0a\u91cd\u8f09\u5165\u80fd\u5920\u964d\u4f4e\u8655\u7406\u5373\u6642\u8acb\u6c42\u7684\u6d3b\u8e8d LLM \u63a8\u8ad6\u6d41\u7a0b\u7684\u521d\u59cb\u5ef6\u9072\u3002\u667a\u6167\u8a18\u61b6\u9ad4\u6700\u4f73\u5316\u53ef\u8b93\u7cfb\u7d71\u96a8\u6642\u6e96\u5099\u597d\u627f\u63a5\u4e26\u884c\u8acb\u6c42\u548c\u8907\u96dc\u4f7f\u7528\u8005\u8acb\u6c42\u3002\u9ad8\u6548\u7684\u6a94\u6848\u50b3\u8f38\u5354\u5b9a\u6703\u5c07 LLM \u53c3\u6578\u76f4\u63a5\u4e32\u6d41\u50b3\u9001\u5230\u786c\u9ad4\u8cc7\u6e90\u4e2d\u3002\u9019\u6a23\u7684\u6700\u4f73\u5316\u65b9\u6cd5\u65e2\u80fd\u7dad\u6301\u5e73\u53f0\u9ad8\u6548\u80fd\uff0c\u53c8\u80fd\u6e1b\u5c11\u6240\u6709\u6d3b\u8e8d\u670d\u52d9\u4e2d\u7684\u51b7\u555f\u52d5\u5ef6\u9072\u3002<\/p>\n

\u9810\u71b1\u5de5\u4f5c\u6c60\u5be6\u73fe\u5373\u6642\u627f\u8f09<\/h3>\n

\u9810\u71b1\u5de5\u4f5c\u6c60\u80fd\u5920\u5728\u7a81\u767c\u8ca0\u8f09\u9ad8\u5cf0\u671f\u9593\u5b88\u4f4f\u76ee\u6a19\u5ef6\u9072\u3002\u5f85\u547d\u5be6\u4f8b\u6703\u7dad\u6301\u6d3b\u8e8d\u7684\u57f7\u884c\u968e\u6bb5\u74b0\u5883\uff0c\u5f9e\u800c\u5728\u8acb\u6c42\u5230\u9054\u6642\u7acb\u5373\u8655\u7406\u6279\u6b21\u8acb\u6c42\uff0c\u800c\u4e0d\u6703\u5f15\u5165\u984d\u5916\u7db2\u8def\u5ef6\u9072\u3002\u9019\u4e9b\u9592\u7f6e\u5bb9\u5668\u5728\u8655\u7406\u771f\u5be6 LLM \u4efb\u52d9\u524d\u7121\u9700\u7d93\u6b77\u7de9\u6162\u7684\u521d\u59cb\u5316\u6b65\u9a5f\u3002\u667a\u6167\u63a8\u8ad6\u5f15\u64ce\u6703\u5728\u4f47\u5217\u6df1\u5ea6\u4e0a\u5347\u6642\u7acb\u5373\u555f\u7528\u9810\u5148\u5206\u914d\u5be6\u4f8b\u3002\u6070\u7576\u7684\u5de5\u4f5c\u6c60\u898f\u6a21\u7b56\u7565\u53ef\u4ee5\u4fdd\u8b77\u4f60\u7684\u6838\u5fc3\u670d\u52d9\u514d\u53d7\u7a81\u767c\u4f7f\u7528\u8005\u8acb\u6c42\u9ad8\u5cf0\u7684\u885d\u64ca\u3002<\/p>\n

\u4f60\u53ef\u4ee5\u52d5\u614b\u7ba1\u7406\u9810\u71b1\u5bb9\u91cf\uff0c\u4ee5\u63a7\u5236 AI \u5e73\u53f0\u7684\u7e3d\u9ad4\u7b97\u529b\u6210\u672c\u3002\u667a\u6167 LLM \u53e2\u96c6\u81ea\u52d5\u5316\u6703\u7dad\u6301\u4e00\u5b9a\u7684\u6d3b\u8e8d\u7bc0\u9ede\u57fa\u7dda\uff0c\u65e2\u4e0d\u6d6a\u8cbb\u786c\u9ad4\u8cc7\u6e90\uff0c\u53c8\u80fd\u4fdd\u6301\u670d\u52d9\u96a8\u6642\u53ef\u7528\u3002\u5c08\u7528\u64f4\u7e2e\u5bb9\u6f14\u7b97\u6cd5\u6703\u57fa\u65bc\u5373\u6642\u8acb\u6c42\u548c\u6b77\u53f2\u6d41\u91cf\u9ad8\u5cf0\uff0c\u8abf\u6574\u7528\u65bc\u8655\u7406\u4f47\u5217\u8acb\u6c42\u7684\u5de5\u4f5c\u7bc0\u9ede\u53ef\u7528\u6027\u3002\u5c07\u9810\u71b1 LLM \u5be6\u4f8b\u8207\u5f48\u6027 GPU \u5206\u914d\u76f8\u7d50\u5408\uff0c\u80fd\u5920\u63d0\u5347\u6bcf\u500b AI \u5f15\u64ce\u7684\u8cc7\u6e90\u6700\u4f73\u5316\u6548\u679c\u3002\u6301\u7e8c\u7684\u5de5\u4f5c\u8ca0\u8f09\u6700\u4f73\u5316\u53ef\u4ee5\u5e73\u7a69\u8655\u7406\u5927\u898f\u6a21\u8acb\u6c42\u3002\u9019\u7a2e\u7a69\u5065\u7b56\u7565\u6709\u52a9\u65bc\u7a69\u5b9a\u4e32\u6d41\u5ef6\u9072\uff0c\u4e26\u78ba\u4fdd\u6240\u6709\u6d3b\u8e8d\u670d\u52d9\u5be6\u73fe\u5e73\u6ed1\u7684\u904b\u884c\u64f4\u7e2e\u5bb9\u3002<\/p>\n

\u9810\u6e2c\u5f0f\u81ea\u52d5\u64f4\u7e2e\u5bb9\u8207\u6d41\u91cf\u6574\u5f62<\/strong><\/h2>\n

\u5229\u7528\u9810\u6e2c\u6a21\u578b\u9810\u5224\u6d41\u91cf\u9ad8\u5cf0<\/h3>\n

\u9810\u6e2c\u5f0f\u81ea\u52d5\u64f4\u7e2e\u5bb9\u7cfb\u7d71\u6703\u5206\u6790\u6b77\u53f2\u6d41\u91cf\u6a21\u5f0f\uff0c\u4ee5\u9810\u6e2c\u5373\u5c07\u5230\u4f86\u7684\u6d41\u91cf\u9ad8\u5cf0\u3002\u4f60\u53ef\u4ee5\u5728\u65b0\u8acb\u6c42\u7a81\u7834\u76ee\u6a19\u5ef6\u9072\u4e0a\u9650\u4e4b\u524d\uff0c\u63d0\u524d\u9810\u5148\u914d\u7f6e\u786c\u9ad4\u3002\u6a19\u6e96\u7684\u56de\u61c9\u5f0f\u64f4\u7e2e\u5bb9\u7b56\u7565\u901a\u5e38\u8981\u7b49\u5230\u56b4\u91cd\u5ef6\u9072\u51fa\u73fe\u4e4b\u5f8c\u624d\u6703\u884c\u52d5\u3002\u9810\u6e2c\u6f14\u7b97\u6cd5\u6703\u5206\u6790\u904e\u5f80\u6307\u6a19\u8da8\u52e2\uff0c\u5f9e\u800c\u8b58\u5225\u65e5\u5e38\u71df\u904b\u4e2d\u7684\u9031\u671f\u6027\u6d41\u91cf\u6a21\u5f0f\u3002\u9019\u6a23\uff0c\u4f60\u4fbf\u53ef\u4ee5\u63d0\u524d\u90e8\u7f72\u984d\u5916\u57fa\u790e\u8a2d\u65bd\uff0c\u4ee5\u7dad\u6301\u9762\u5c0d\u65b0\u8acb\u6c42\u6642\u7684\u7a69\u5b9a\u5bb9\u91cf\u3002\u73fe\u4ee3 AI \u5e73\u53f0\u8d8a\u4f86\u8d8a\u4f9d\u8cf4\u81ea\u52d5\u5316\u6307\u6a19\u5206\u6790\u4f86\u9810\u5224\u8b8a\u5316\u4e2d\u7684\u4f7f\u7528\u8005\u9700\u6c42\u3002<\/p>\n

\u9810\u6e2c\u6a21\u578b\u6703\u5c07\u5373\u6642\u9700\u6c42\u8207\u9577\u671f\u7cfb\u7d71\u6307\u6a19\u7d50\u5408\u8d77\u4f86\u9032\u884c\u8a55\u4f30\u3002\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u80fd\u5920\u5206\u6790\u5373\u6642\u6d41\u91cf\uff0c\u4e26\u81ea\u52d5\u8abf\u6574\u4f3a\u670d\u5668\u5bb9\u91cf\u3002\u4f60\u53ef\u4ee5\u5728\u4f7f\u7528\u8005\u8acb\u6c42\u767c\u8d77\u91cd\u578b\u63a8\u8ad6\u4efb\u52d9\u4e4b\u524d\uff0c\u9810\u5148\u914d\u7f6e\u5c08\u7528 GPU \u7bc0\u9ede\u3002\u9019\u7a2e\u4e3b\u52d5\u6700\u4f73\u5316\u80fd\u5920\u5728\u7a81\u767c\u6d41\u91cf\u9ad8\u5cf0\u671f\u9593\u4fdd\u8b77\u8655\u7406\u901f\u5ea6\u3002\u56e0\u6b64\uff0c\u9810\u6e2c\u5f0f LLM \u81ea\u52d5\u64f4\u7e2e\u5bb9\u65e2\u80fd\u964d\u4f4e\u4f47\u5217\u7b49\u5f85\u6642\u9593\uff0c\u53c8\u80fd\u5728\u6838\u5fc3 LLM \u670d\u52d9\u4e2d\u7dad\u6301\u7a69\u5b9a\u541e\u5410\u3002\u6a5f\u5668\u5b78\u7fd2\u6f14\u7b97\u6cd5\u9084\u6703\u8ffd\u8e64\u6b77\u53f2\u6d41\u91cf\u6a21\u5f0f\uff0c\u4ee5\u4e0d\u65b7\u6700\u4f73\u5316\u672a\u4f86\u7684\u8cc7\u6e90\u6c7a\u7b56\u3002<\/p>\n

\u9650\u6d41\u8207 Scale to Zero<\/h3>\n

\u7dca\u6025\u6d41\u91cf\u6574\u5f62\u80fd\u5920\u5728\u7a81\u767c\u8ca0\u8f09\u9ad8\u5cf0\u4e0b\u4fdd\u8b77\u4f60\u7684 AI \u63a8\u8ad6\u670d\u52d9\u3002\u7576\u5feb\u901f\u64f4\u5bb9\u4f86\u4e0d\u53ca\u53ca\u6642\u914d\u7f6e\u786c\u9ad4\u6642\uff0c\u9650\u6d41\u6a5f\u5236\u6703\u4e1f\u68c4\u8d85\u984d\u8acb\u6c42\u3002\u9650\u6d41\u53ef\u4ee5\u4fdd\u8b77\u6d3b\u8e8d\u7bc0\u9ede\u4e0d\u88ab\u56b4\u91cd\u8ca0\u8f09\u62d6\u57ae\uff0c\u5f9e\u800c\u7dad\u6301\u9ad8\u512a\u5148\u7d1a\u8acb\u6c42\u7684\u6548\u80fd\u6307\u6a19\u3002\u4f60\u61c9\u7576\u5728\u908a\u7de3\u8def\u7531\u5c64\u5be6\u65bd\u9019\u4e9b\u52d5\u614b\u64f4\u7e2e\u5bb9\u7b56\u7565\uff0c\u4ee5\u7ba1\u7406\u4e0d\u65b7\u8b8a\u5316\u7684\u6d41\u91cf\u6a21\u5f0f\u548c\u6392\u968a\u8acb\u6c42\u3002\u6709\u6548\u7684\u8acb\u6c42\u8def\u7531\u53ef\u9632\u6b62\u8907\u96dc LLM \u61c9\u7528\u7684\u57fa\u790e\u8a2d\u65bd\u5d29\u6f70\uff0c\u540c\u6642\u4fdd\u8b77\u6574\u9ad4\u670d\u52d9\u5bb9\u91cf\u3002\u667a\u6167\u8def\u7531\u9084\u6703\u6700\u4f73\u5316\u6bcf\u500b\u6d3b\u8e8d LLM \u5f15\u64ce\u7684\u8cc7\u6e90\u5229\u7528\u7387\u3002<\/p>\n

\u667a\u6167\u4e14\u5177\u6210\u672c\u6548\u76ca\u7684\u64f4\u7e2e\u5bb9\u80fd\u5920\u5728\u4f4e\u8c37\u6642\u6bb5\u964d\u4f4e\u71df\u904b\u6210\u672c\u3002\u7576\u4f7f\u7528\u8005\u9700\u6c42\u4e0b\u964d\u6642\uff0c\u4f60\u53ef\u4ee5\u5c07\u9592\u7f6e\u8a08\u7b97\u7bc0\u9ede\u7e2e\u6e1b\u5230\u96f6\u3002\u672a\u4f7f\u7528\u7684\u5de5\u4f5c\u5be6\u4f8b\u6703\u5c07\u6602\u8cb4\u7684 GPU \u786c\u9ad4\u91cb\u653e\u56de\u53e2\u96c6\uff0c\u5f9e\u800c\u6d88\u9664\u7121\u8b02\u7684\u7b97\u529b\u958b\u92b7\u3002\u73fe\u4ee3 LLM \u81ea\u52d5\u64f4\u7e2e\u5bb9\u7cfb\u7d71\u6703\u5728\u6536\u5230\u65b0\u7684 LLM \u63d0\u793a\u8acb\u6c42\u5f8c\u5feb\u901f\u91cd\u65b0\u555f\u7528\u3002\u81ea\u52d5\u5316\u6700\u4f73\u5316\u6703\u8ffd\u8e64\u6548\u7387\u6307\u6a19\uff0c\u4ee5\u5728\u670d\u52d9\u53ef\u7528\u6027\u8207\u56b4\u683c\u9810\u7b97\u9650\u5236\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\u3002\u6301\u7e8c\u7684\u5de5\u4f5c\u8ca0\u8f09\u6700\u4f73\u5316\u80fd\u5920\u5728\u8655\u7406\u652f\u63f4\u578b\u8acb\u6c42\u3001\u4e26\u884c\u8acb\u6c42\u548c\u6d3b\u8e8d\u8acb\u6c42\u7684\u540c\u6642\u7dad\u6301\u670d\u52d9\u5065\u5eb7\uff0c\u4e26\u70ba\u6bcf\u4e00\u500b\u6d3b\u8e8d AI \u5f15\u64ce\u63d0\u4f9b\u6301\u7e8c\u6548\u80fd\u6700\u4f73\u5316\u3002<\/p>\n

\u4fdd\u6301\u72c0\u614b\u8207\u7cfb\u7d71\u7a69\u5b9a\u6027<\/strong><\/h2>\n

\u5feb\u53d6\u611f\u77e5\u578b\u6d41\u91cf\u8def\u7531<\/h3>\n

\u5feb\u53d6\u611f\u77e5\u578b\u6d41\u91cf\u8def\u7531\u53ef\u5e6b\u52a9\u4f60\u5728\u63a8\u8ad6\u7bc0\u9ede\u4e4b\u9593\u4fdd\u7559\u72c0\u614b\u3002\u4f60\u53ef\u4ee5\u5c07\u50b3\u5165\u8acb\u6c42\u5c0e\u5411\u5230\u5b58\u6709\u76f8\u95dc LLM \u5feb\u53d6\u8cc7\u6599\u7684\u7279\u5b9a\u5de5\u4f5c\u5be6\u4f8b\u3002\u5171\u4eab\u7684\u63d0\u793a\u4e0a\u4e0b\u6587\u80fd\u5920\u907f\u514d\u5c0d\u91cd\u8907\u8acb\u6c42\u9032\u884c\u5197\u9918\u8655\u7406\u3002\u667a\u6167\u8def\u7531\u7cfb\u7d71\u6703\u7d50\u5408\u5373\u6642\u6307\u6a19\u8207\u76ee\u524d\u6d41\u91cf\u6a21\u5f0f\uff0c\u5c07\u65b0\u8acb\u6c42\u5339\u914d\u5230\u5df2\u9810\u71b1\u5feb\u53d6\u7684\u8a18\u61b6\u9ad4\u4f4d\u7f6e\u4e0a\u3002\u9019\u7a2e\u5b9a\u5411\u5206\u767c\u80fd\u5920\u63d0\u5347\u7cfb\u7d71\u6548\u80fd\u4e00\u81f4\u6027\uff0c\u4e26\u6e1b\u5c11 AI \u670d\u52d9\u53e2\u96c6\u4e2d\u7684\u8cc7\u6e90\u6700\u4f73\u5316\u958b\u92b7\u3002\u7bc0\u9ede\u8def\u7531\u5668\u9084\u6703\u6301\u7e8c\u76e3\u63a7\u6d3b\u8e8d\u5feb\u53d6\u72c0\u614b\uff0c\u4ee5\u4fbf\u5728\u9ad8\u8ca0\u8f09\u671f\u9593\u6700\u5927\u5316\u5feb\u53d6\u547d\u4e2d\u7387\u3002<\/p>\n

\u8def\u7531\u6f14\u7b97\u6cd5\u6703\u5728\u5206\u767c\u8acb\u6c42\u524d\u5206\u6790\u63d0\u793a\u524d\u7db4\u3002\u4f60\u53ef\u4ee5\u5c07\u76f8\u4f3c\u8acb\u6c42\u8def\u7531\u5230\u540c\u4e00\u500b GPU \u5de5\u4f5c\u7bc0\u9ede\uff0c\u4ee5\u6700\u5927\u5316\u5feb\u53d6\u91cd\u7528\u3002\u9019\u7a2e\u8a18\u61b6\u9ad4\u6700\u4f73\u5316\u53ef\u4ee5\u5728\u9700\u6c42\u6fc0\u589e\u6642\u964d\u4f4e\u56de\u61c9\u5ef6\u9072\u3002\u9ad8\u6548\u7684\u8def\u7531\u6620\u5c04\u80fd\u5920\u9632\u6b62\u6d3b\u8e8d LLM \u57f7\u884c\u968e\u6bb5\u5f15\u64ce\u4e4b\u9593\u767c\u751f\u5feb\u53d6\u6296\u52d5\u3002\u4f60\u7684 AI \u5e73\u53f0\u6703\u8ffd\u8e64\u6548\u80fd\u6307\u6a19\uff0c\u4ee5\u5728\u4fdd\u8b77\u6574\u9ad4\u670d\u52d9\u54c1\u8cea\u7684\u540c\u6642\uff0c\u70ba\u5f85\u8655\u7406\u8acb\u6c42\u7dad\u6301\u5feb\u901f\u8f38\u51fa\u901f\u5ea6\u3002\u667a\u6167\u9023\u7dda\u6c60\u9084\u80fd\u5728\u8655\u7406\u4f7f\u7528\u8005\u8acb\u6c42\u6642\u964d\u4f4e\u7db2\u8def\u958b\u92b7\u3002<\/p>\n

\u9072\u6eef\u6a5f\u5236\u8207\u51b7\u537b\u6642\u9593\u7ba1\u7406<\/h3>\n

\u9072\u6eef\u6a5f\u5236\u80fd\u5920\u9632\u6b62\u81ea\u52d5\u64f4\u7e2e\u5bb9\u53e2\u96c6\u51fa\u73fe\u983b\u7e41\u6296\u52d5\u3002\u8b8a\u5316\u4e2d\u7684\u6d41\u91cf\u6a21\u5f0f\u5f80\u5f80\u6703\u5c0e\u81f4\u64f4\u7e2e\u5bb9\u7ba1\u7406\u5668\u4e0d\u65b7\u589e\u522a\u5be6\u4f8b\u3002\u4f60\u61c9\u7576\u5728\u64f4\u7e2e\u5bb9\u7b56\u7565\u4e2d\u8a2d\u5b9a\u660e\u78ba\u7684\u51b7\u537b\u6642\u9593\uff0c\u4ee5\u907f\u514d\u904e\u65e9\u7d42\u6b62 LLM \u7bc0\u9ede\u3002\u64f4\u7e2e\u5bb9\u7cfb\u7d71\u61c9\u8a55\u4f30\u79fb\u52d5\u5e73\u5747\u6307\u6a19\uff0c\u800c\u4e0d\u662f\u77ac\u6642\u6d41\u91cf\u5c16\u5cf0\u3002\u5ef6\u5f8c\u57f7\u884c\u7e2e\u5bb9\u64cd\u4f5c\uff0c\u80fd\u5920\u70ba\u5f8c\u7e8c\u8acb\u6c42\u4fdd\u7559\u7a69\u5b9a\u7684\u5de5\u4f5c\u7bc0\u9ede\uff0c\u4e26\u5728\u9ad8\u5cf0\u6642\u6bb5\u964d\u4f4e\u5ef6\u9072\u6307\u6a19\u3002\u7a69\u5b9a\u7684\u5be6\u4f8b\u7d44\u9084\u53ef\u6e1b\u5c11\u53e2\u96c6\u7bc0\u9ede\u9593\u983b\u7e41\u91cd\u65b0\u8f09\u5165\u4e0a\u4e0b\u6587\u7684\u60c5\u6cc1\u3002<\/p>\n

\u5de5\u7a0b\u5e2b\u6703\u8abf\u6821\u51b7\u537b\u53c3\u6578\uff0c\u4ee5\u61c9\u5c0d\u6ce2\u52d5\u7684\u6d41\u91cf\u6a21\u5f0f\u3002\u5373\u4f7f\u6d3b\u8e8d\u4f7f\u7528\u8005\u6d41\u91cf\u5df2\u7d93\u4e0b\u964d\uff0c\u4f60\u4e5f\u53ef\u4ee5\u66ab\u6642\u4fdd\u7559\u984d\u5916\u7684 LLM \u53e2\u96c6\u5bb9\u91cf\uff0c\u4ee5\u4fdd\u969c\u670d\u52d9\u7a69\u5b9a\u3002\u6070\u7576\u7684\u51b7\u537b\u8a2d\u5b9a\u80fd\u5920\u5be6\u73fe\u5e73\u6ed1\u7684\u5bb9\u91cf\u6700\u4f73\u5316\uff0c\u4e26\u70ba\u5f8c\u7e8c\u8acb\u6c42\u63d0\u4f9b\u53ef\u9760\u8655\u7406\u80fd\u529b\u3002\u5e73\u8861\u7684\u64f4\u7e2e\u5bb9\u7b56\u7565\u6709\u52a9\u65bc\u964d\u4f4e\u6838\u5fc3 AI \u63a8\u8ad6\u670d\u52d9\u7684\u5ef6\u9072\u95be\u503c\u3002\u5c0d\u904b\u884c\u6307\u6a19\u9032\u884c\u7cbe\u7d30\u8abf\u6821\uff0c\u53ef\u4ee5\u5728\u6240\u6709\u6d3b\u8e8d LLM \u5de5\u4f5c\u8ca0\u8f09\u548c\u4f7f\u7528\u8005\u8acb\u6c42\u4e4b\u9593\u7a69\u5b9a\u6574\u9ad4\u670d\u52d9\u5bb9\u91cf\uff0c\u4e26\u7dad\u6301\u4f4e\u5ef6\u9072\u3002\u53ef\u9760\u7684\u64f4\u7e2e\u5bb9\u57f7\u884c\u6a5f\u5236\u5c07\u70ba\u4f60\u7684\u6838\u5fc3 LLM \u61c9\u7528\u5728\u591a\u8b8a\u4f7f\u7528\u8005\u9700\u6c42\u4e0b\u63d0\u4f9b\u5805\u5be6\u4fdd\u969c\u3002<\/p>\n

\n
<\/div>\n<\/div>\n

AI \u63a8\u8ad6\u670d\u52d9\u900f\u904e\u4f47\u5217\u6307\u6a19\u8ffd\u8e64\u3001\u5de5\u4f5c\u7bc0\u9ede\u9810\u71b1\u4ee5\u53ca\u6d41\u91cf\u6574\u5f62\u4f86\u7ba1\u7406\u7a81\u767c\u6d41\u91cf\u9ad8\u5cf0\u3002\u81ea\u52d5\u64f4\u7e2e\u5bb9\u7684 LLM \u80fd\u5920\u5206\u767c\u8acb\u6c42\u4e26\u6eff\u8db3\u9700\u6c42\u3002\u81ea\u52d5\u64f4\u7e2e\u5bb9\u9084\u6703\u85c9\u52a9\u9810\u6e2c\u6f14\u7b97\u6cd5\u8207 scale-to-zero \u529f\u80fd\uff0c\u5728\u4f4e\u5ef6\u9072\u6a19\u6e96\u8207\u6210\u672c\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\u3002\u4f60\u5fc5\u9808\u6301\u7e8c\u6700\u4f73\u5316 MLOps \u6d41\u7a0b\u3002\u900f\u904e\u8abf\u6821\u51b7\u537b\u9031\u671f\u3001\u4f47\u5217\u95be\u503c\u4ee5\u53ca\u515c\u5e95\u9650\u6d41\u898f\u5247\uff0c\u53ef\u4ee5\u7a69\u5b9a\u50b3\u5165\u8acb\u6c42\u3002\u6700\u4f73\u5316\u63aa\u65bd\u80fd\u5920\u5728\u64f4\u7e2e\u5bb9\u671f\u9593\u4fdd\u8b77\u4e26\u884c\u8acb\u6c42\u3001\u6392\u968a\u8acb\u6c42\u3001\u6279\u6b21\u8acb\u6c42\u3001\u95dc\u9375\u8acb\u6c42\u548c\u5ef6\u5f8c\u8acb\u6c42\u3002AI \u5f15\u64ce\u8ca0\u8cac\u8655\u7406\u6838\u5fc3 LLM \u4efb\u52d9\u3001\u6838\u5fc3 LLM \u57f7\u884c\u968e\u6bb5\u3001\u6d3b\u8e8d LLM \u6a21\u578b\u4ee5\u53ca\u53d7\u652f\u63f4\u7684 LLM \u5de5\u4f5c\u8ca0\u8f09\u3002AI \u6700\u4f73\u5316\u6709\u52a9\u65bc\u7dad\u6301\u4f4e\u5ef6\u9072\u95be\u503c\u3002\u81ea\u52d5\u64f4\u7e2e\u5bb9 LLM \u6703\u4f9d\u64da\u53e2\u96c6\u6307\u6a19\u3001\u904b\u884c\u6307\u6a19\u548c\u57f7\u884c\u968e\u6bb5\u6307\u6a19\u4f86\u8abf\u6574\u5bb9\u91cf\uff0c\u5f9e\u800c\u4fdd\u6301\u6838\u5fc3\u670d\u52d9\u5c0d AI \u63a8\u8ad6\u4f7f\u7528\u8005\u8acb\u6c42\u7684\u53ef\u9760\u652f\u6490\u3002<\/p>\n

\u5e38\u898b\u554f\u984c<\/strong><\/h2>\n

\u70ba\u4ec0\u9ebc\u6a19\u6e96 CPU \u6307\u6a19\u4e0d\u9069\u7528\u65bc AI \u64f4\u7e2e\u5bb9\uff1f<\/h3>\n

\u6df1\u5ea6\u5b78\u7fd2\u5f15\u64ce\u6703\u9810\u5148\u5206\u914d GPU \u986f\u793a\u8a18\u61b6\u9ad4\u3002\u9019\u7a2e\u975c\u614b\u5360\u7528\u6703\u63a9\u84cb\u771f\u5be6\u5de5\u4f5c\u8ca0\u8f09\u8b8a\u5316\u3002\u4f60\u61c9\u76e3\u63a7\u50b3\u5165\u8acb\u6c42\u548c\u4f47\u5217\u6df1\u5ea6\uff0c\u800c\u4e0d\u662f CPU \u4f7f\u7528\u7387\u3002\u8ffd\u8e64\u5f85\u8655\u7406\u8acb\u6c42\uff0c\u6709\u52a9\u65bc\u4f60\u5728\u7cfb\u7d71\u5ef6\u9072\u640d\u5bb3\u7dda\u4e0a\u61c9\u7528\u6548\u80fd\u4e4b\u524d\u89f8\u767c\u52d5\u614b\u64f4\u7e2e\u5bb9\u3002<\/p>\n

\u6c34\u5e73\u64f4\u5c55\u5982\u4f55\u9632\u6b62\u56de\u61c9\u5ef6\u9072\uff1f<\/h3>\n

\u6c34\u5e73\u64f4\u5c55\u6703\u5728\u6d41\u91cf\u9ad8\u5cf0\u671f\u9593\u8de8\u8a08\u7b97\u7bc0\u9ede\u90e8\u7f72\u65b0\u7684\u5bb9\u5668\u5be6\u4f8b\u3002\u4f60\u53ef\u4ee5\u5c07\u50b3\u5165\u4f7f\u7528\u8005\u8acb\u6c42\u5206\u6524\u5230\u591a\u500b\u6d3b\u8e8d\u5de5\u4f5c\u7bc0\u9ede\u4e0a\u3002\u9019\u6a23\u53ef\u4ee5\u964d\u4f4e\u55ae\u4e00\u5be6\u4f8b\u4f47\u5217\u9577\u5ea6\uff0c\u4e26\u6e05\u9664\u7a4d\u58d3\u3002\u5206\u6563\u63d0\u793a\u8acb\u6c42\u80fd\u5920\u5728\u6d41\u91cf\u610f\u5916\u6210\u9577\u6642\u4fdd\u8b77\u57fa\u790e\u56de\u61c9\u901f\u5ea6\u3002<\/p>\n

\u4ec0\u9ebc\u662f Time-to-First-Token\uff0c\u70ba\u4ec0\u9ebc\u8981\u8ffd\u8e64\u5b83\uff1f<\/h3>\n

Time-to-First-Token \u6307\u6a21\u578b\u751f\u6210\u7b2c\u4e00\u500b\u8f38\u51fa Token \u4e4b\u524d\u7684\u5ef6\u9072\u3002\u4f60\u9700\u8981\u8ffd\u8e64\u9019\u4e00\u5ef6\u9072\u6307\u6a19\uff0c\u4ee5\u8a55\u4f30\u4f47\u5217\u7b49\u5f85\u6642\u9593\u3002\u8f03\u9ad8\u5ef6\u9072\u610f\u5473\u8457\u5f85\u8655\u7406\u8acb\u6c42\u7b49\u5f85\u904e\u4e45\u3002\u76e3\u63a7\u9019\u4e00\u8a0a\u865f\u6709\u52a9\u65bc\u4f60\u5728\u8ca0\u8f09\u9ad8\u5cf0\u671f\u9593\u7ba1\u7406\u9ad8\u512a\u5148\u7d1a\u8acb\u6c42\u3002<\/p>\n

\u9810\u71b1\u5de5\u4f5c\u6c60\u5982\u4f55\u5e6b\u52a9\u81ea\u52d5\u64f4\u7e2e\u5bb9\uff1f<\/h3>\n

\u9810\u71b1\u5de5\u4f5c\u6c60\u6703\u8b93\u5f85\u547d\u5bb9\u5668\u6301\u7e8c\u4fdd\u6301\u6d3b\u8e8d\u74b0\u5883\u3002\u9019\u6a23\uff0c\u4f60\u5c31\u80fd\u5728\u6d41\u91cf\u7a81\u7136\u4e0a\u5347\u6642\u8df3\u904e\u7de9\u6162\u7684\u6a21\u578b\u521d\u59cb\u5316\u904e\u7a0b\u3002\u9019\u4e9b\u9592\u7f6e\u5be6\u4f8b\u53ef\u4ee5\u7acb\u5373\u8655\u7406\u65b0\u5230\u9054\u7684\u6279\u6b21\u8acb\u6c42\u3002\u5373\u6642\u53ef\u7528\u7684\u5de5\u4f5c\u7bc0\u9ede\u80fd\u5920\u5728\u9ad8\u6d41\u91cf\u58d3\u529b\u4e0b\u4fdd\u8b77\u6838\u5fc3\u670d\u52d9\uff0c\u4e26\u5e6b\u52a9\u7cfb\u7d71\u8655\u7406\u6392\u968a\u8acb\u6c42\u3002<\/p>\n

Scale to Zero \u5982\u4f55\u964d\u4f4e\u71df\u904b\u6210\u672c\uff1f<\/h3>\n

\u5728\u9592\u7f6e\u6642\u6bb5\uff0c\u4f60\u53ef\u4ee5\u5c07\u8a08\u7b97\u7bc0\u9ede\u7e2e\u6e1b\u5230\u96f6\u3002\u672a\u4f7f\u7528\u5be6\u4f8b\u6703\u5c07\u6602\u8cb4\u7684 GPU \u786c\u9ad4\u91cb\u653e\u56de\u53e2\u96c6\u3002\u9019\u6a23\u7684\u81ea\u52d5\u5316\u65b9\u5f0f\u80fd\u5920\u6d88\u9664\u984d\u5916\u652f\u51fa\uff0c\u540c\u6642\u4fdd\u6301\u7cfb\u7d71\u96a8\u6642\u6e96\u5099\u63a5\u6536\u65b0\u8acb\u6c42\u3002\u5f15\u64ce\u6703\u5728\u6536\u5230\u65b0\u7684\u8acb\u6c42\u5f8c\u7acb\u5373\u91cd\u65b0\u555f\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4f60\u7684 AI \u63a8\u8ad6\u670d\u52d9\u53ef\u4ee5\u900f\u904e\u4f47\u5217\u6df1\u5ea6\u8ffd\u8e64\u3001\u7bc0\u9ede\u9810\u71b1\u3001\u6c34\u5e73\u64f4\u5c55\u526f\u672c\u4ee5\u53ca\u4e3b\u52d5\u6d41\u91cf\u6574\u5f62\u4f86\u5438\u6536\u7a81\u767c\u6d41\u91cf\u9ad8\u5cf0\u3002\u5c0d\u65bc\u91cd\u8ca0\u8f09 […]<\/p>\n

Read More…<\/a><\/p>\n","protected":false},"author":1,"featured_media":34012,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4815],"tags":[12747,12748,12749,12750,12751],"class_list":["post-34017","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-america-dedicated-server-tc","tag-ai-inference-service","tag-traffic-spikes","tag-queue-depth","tag-cold-start-latency","tag-gpu-resource-optimization"],"acf":[],"yoast_head":"\nAI \u63a8\u8ad6\u670d\u52d9\u81ea\u52d5\u64f4\u7e2e\u5bb9\u5982\u4f55\u61c9\u5c0d\u6d41\u91cf\u9ad8\u5cf0<\/title>\n<meta name=\"description\" content=\"\u900f\u904e\u8ffd\u8e64\u4f47\u5217\u6df1\u5ea6\u3001\u9810\u71b1\u5de5\u4f5c\u6c60\u3001\u6c34\u5e73\u64f4\u7e2e\u5bb9\u8207\u4e3b\u52d5\u6d41\u91cf\u6574\u5f62\uff0c\u7ba1\u7406 AI \u63a8\u8ad6\u670d\u52d9\u4e2d\u7684\u6d41\u91cf\u9ad8\u5cf0\u3002\" \/>\n<meta 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