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Gaia: Hybrid Hardware Acceleration for Serverless AI in the 3D Compute Continuum. In IEEE\/ACM 12th International Conference on Big Data Computing, Applications and Technologies (BDCAT &#039;25), December 1\u20134, 2025, Nantes, France. ACM, New York, NY, USA, 10 pages. https:\/\/doi.org\/10.1145\/3773276.3774299<\/p>\n<p>\u672c\u4f5c\u54c1\u91c7\u7528\u77e5\u8bc6\u5171\u4eab\u7f72\u540d4.0\u56fd\u9645\u8bb8\u53ef\u534f\u8bae\u8fdb\u884c\u8bb8\u53ef\u3002 BDCAT &#039;25, \u6cd5\u56fd\u5357\u7279 \u00a92025 \u7248\u6743\u5f52\u6240\u6709\u8005\/\u4f5c\u8005\u6240\u6709\u3002 ACM ISBN 979-8-4007-2286-8\/2025\/12 https:\/\/doi.org\/10.1145\/3773276.3774299<\/p>\n<p>1 \u5f15\u8a00 \u65e0\u670d\u52a1\u5668\u8ba1\u7b97\u63d0\u4f9b\u4e86\u5f39\u6027\u6269\u5c55\u548c\u6309\u4f7f\u7528\u4ed8\u8d39\u7684\u6a21\u5f0f&#xff0c;\u4f7f\u5176\u975e\u5e38\u9002\u5408\u5b9e\u65f6\u6570\u636e\u5904\u7406\u3001\u7269\u8054\u7f51\u548cAI\u63a8\u7406\u7b49\u591a\u79cd\u5e94\u7528[20, 28, 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52]\u3002\u7136\u800c&#xff0c;\u5f00\u53d1\u4eba\u5458\u901a\u5e38\u5fc5\u987b\u9759\u6001\u9009\u62e9\u51fd\u6570\u662f\u5e94\u8be5\u4f7f\u7528\u652f\u6301GPU\u7684\u8fd0\u884c\u65f6&#xff08;\u5177\u6709\u8f83\u957f\u7684\u51b7\u542f\u52a8\u5ef6\u8fdf&#xff09;\u8fd8\u662f\u4ec5\u4f7f\u7528CPU\u7684\u8fd0\u884c\u65f6[30, 41, 42]\u3002\u8fd9\u53ef\u80fd\u5bfc\u81f4GPU\u8d44\u6e90\u7684\u8fc7\u5ea6\u914d\u7f6e\u6216\u5c06\u51fd\u6570\u9650\u5236\u5728CPU\u4e0a&#xff0c;\u5373\u4f7f\u5b83\u4eec\u53ef\u4ee5\u4eceGPU\u4e2d\u53d7\u76ca\u3002\u4f7f\u6b64\u51b3\u7b56\u52a8\u6001\u5316\u7684\u4e00\u79cd\u7b80\u5355\u65b9\u6cd5\u662f\u9996\u5148\u5728CPU\u4e0a\u8fd0\u884c\u51fd\u6570&#xff0c;\u5982\u679c\u5b83\u8fdd\u53cd\u4e86\u7aef\u5230\u7aefSLO&#xff0c;\u5219\u5c06\u5176\u79fb\u52a8\u5230GPU[48]\u3002\u4e00\u79cd\u66f4\u590d\u6742\u7684\u52a8\u6001\u65b9\u6cd5\u662f\u9884\u6d4b\u51fd\u6570\u7684\u6267\u884c\u65f6\u95f4&#xff0c;\u5e76\u6839\u636e\u7aef\u5230\u7aefSLO\u548c\u6210\u672c\u7ea6\u675f\u52a8\u6001\u5730\u5c06\u5176\u5206\u914d\u5230CPU\u6216GPU[49]\u3002\u7136\u800c&#xff0c;\u4f30\u8ba1\u51fd\u6570\u7684\u6267\u884c\u65f6\u95f4\u5e76\u975e\u6613\u4e8b&#xff0c;\u5e76\u4e14\u4e3a\u6bcf\u6b21\u8c03\u7528\u8fd0\u884c\u6b64\u51b3\u7b56\u903b\u8f91\u53ef\u80fd\u4f1a\u589e\u52a0\u76f8\u5f53\u5927\u7684\u5f00\u9500\u3002<\/p>\n<p>3 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decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260118232616-696d6c1852554.png\" \/><\/p>\n<p>\u77e9\u9635\u4e58\u6cd5&#xff1a;Gaia\u5728\u8fbe\u5230SLO\u540e\u5347\u7ea7\u81f3GPU&#xff0c;\u4e0eCPU\u76f8\u6bd4&#xff0c;\u5728\u5ef6\u8fdf\u548c\u6210\u672c\u4e0a\u4ea7\u751f\u660e\u663e\u7684\u9636\u8dc3\u5f0f\u4e0b\u964d\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260118232616-696d6c18ae851.png\" \/><\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;&#xff1a;\u521d\u59cbCPU\u9636\u6bb5\u89e6\u53d1\u5347\u7ea7&#xff1b;\u5207\u6362\u81f3GPU\u540e&#xff0c;\u5ef6\u8fdf\u5728\u52a0\u901f\u5c42\u4ee5\u66f4\u4f4e\u6210\u672c\u5b9e\u73b0\u7a33\u5b9a\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260118232617-696d6c190d1cb.png\" \/><\/p>\n<p>\u7a7a\u95f2\u7b49\u5f85&#xff1a;GPU\u5347\u7ea7\u540e\u672a\u5e26\u6765\u5ef6\u8fdf\u964d\u4f4e&#xff0c;Gaia\u518d\u6b21\u964d\u7ea7\u56deCPU\u3002<\/p>\n<p>\u00a0<\/p>\n<p>6.2.2 \u77e9\u9635\u4e58\u6cd5\u7ed3\u679c\u3002\u56fe5\u663e\u793a&#xff0c;\u968f\u7740\u77e9\u9635\u5927\u5c0f\u7684\u589e\u52a0&#xff0c;\u76d6\u4e9a\u6267\u884c\u6a21\u5f0f\u8bc6\u522b\u5668\u8fd4\u56deCPU&#xff0c;\u8fd9\u89e3\u91ca\u4e86\u76d6\u4e9a\u5728\u5347\u7ea7\u5230GPU\u4e4b\u524d\u7684\u521d\u59cb\u9ad8\u5ef6\u8fdf\u3002<\/p>\n<ul>\n<li>\n<p>\u5ef6\u8fdf&#xff1a;\u663e\u793a\u6240\u6709\u6a21\u5f0f\u5bf9\u4e8e\u5c0f\u77e9\u9635\u8868\u73b0\u76f8\u4f3c\u3002\u5728\u8fbe\u5230SLO\u540e&#xff0c;\u76d6\u4e9a\u5207\u6362\u5230GPU\u540e\u7aef&#xff0c;\u4e0eCPU\u76f8\u6bd4&#xff0c;\u54cd\u5e94\u65f6\u95f4\u5b9e\u73b0\u4e86\u660e\u663e\u7684\u9636\u8dc3\u4e0b\u964d\u3002\u56fe5a\u4e2d\u7684\u7bb1\u7ebf\u56fe\u6355\u6349\u4e86\u8fd9\u79cd\u5206\u5e03\u53d8\u5316&#xff1a;\u968f\u7740\u5927\u5c0f\u7684\u589e\u52a0&#xff0c;CPU\u53d1\u5c55\u51fa\u957f\u5c3e&#xff0c;\u800c\u76d6\u4e9a\u5728\u5347\u7ea7\u540e\u5ef6\u8fdf\u663e\u8457\u964d\u4f4e\u3002<\/p>\n<\/li>\n<li>\n<p>\u6210\u672c&#xff1a;\u968f\u7740\u6267\u884c\u65f6\u95f4\u968f\u77e9\u9635\u5927\u5c0f\u589e\u957f&#xff0c;CPU\u6210\u4e3a\u6700\u6602\u8d35\u7684\u9009\u9879&#xff08;\u56fe5b&#xff09;\u3002\u76d6\u4e9a\u65e9\u671f\u8ddf\u8e2a\u7c7b\u4f3cCPU\u7684\u6210\u672c&#xff0c;\u7136\u540e\u5728\u5347\u7ea7\u540e\u9075\u5faa\u8f83\u4f4e\u7684GPU\u6210\u672c\u66f2\u7ebf&#xff0c;\u56e0\u4e3a\u8bf7\u6c42\u5b8c\u6210\u5f97\u66f4\u5feb\u3002GPU\u5728\u5f00\u59cb\u65f6\u7531\u4e8e\u51b7\u542f\u52a8\u6210\u672c\u800c\u627f\u62c5\u6700\u5927\u6210\u672c&#xff0c;\u4f46\u4e00\u65e6\u9884\u70ed\u540e\u5177\u6709\u7ade\u4e89\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>CPU\/RAM\u4f7f\u7528\u60c5\u51b5&#xff1a;\u56fe5c\u548c\u56fe5d\u663e\u793a&#xff0c;\u5bf9\u4e8e\u76f8\u540c\u7684\u5de5\u4f5c\u8d1f\u8f7d\u7a97\u53e3&#xff0c;GPU\u652f\u6301\u7684\u6267\u884c\u4f7f\u7528\u7684CPU\u548cRAM\u663e\u8457\u5c11\u4e8eCPU\u51fd\u6570\u3002\u4e24\u4e2a\u6a59\u8272\u5782\u76f4\u6807\u8bb0\u8868\u793a\u76d6\u4e9a\u7684\u5207\u6362\u70b9\u3002\u56fe5e\u663e\u793a\u76d6\u4e9a\u6bd4GPU\u6a21\u5f0f\u66f4\u665a\u4f7f\u7528GPU&#xff1a;\u540e\u8005\u5728\u51b7\u542f\u52a8\u540e\u7acb\u5373\u5728GPU\u4e0a\u8fd0\u884c&#xff08;\u5c3d\u7ba1\u51b7\u542f\u52a8\u65f6\u95f4\u8f83\u957f&#xff09;&#xff0c;\u800c\u76d6\u4e9a\u4ec5\u5728SLO\u88ab\u8fdd\u53cd\u65f6\u624d\u5347\u7ea7&#xff0c;\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u4e86\u5728\u6602\u8d35\u6216\u4e0d\u5fc5\u8981\u7684\u52a0\u901f\u4e0a\u82b1\u8d39\u7684\u65f6\u95f4\u3002<\/p>\n<\/li>\n<\/ul>\n<p>6.2.3 LLM\u63a8\u7406\u7ed3\u679c\u3002\u5bf9\u4e8e\u63d0\u793a&#xff08;\u201c\u6cd5\u56fd\u7684\u9996\u90fd\u662f\u4ec0\u4e48&#xff1f;\u201d&#xff09;&#xff0c;\u76d6\u4e9a\u6700\u521d\u8bc6\u522b\u4e3aCPU&#xff1b;\u4e00\u65e6\u8fd0\u884c\u5ef6\u8fdf\u8fdd\u53cdSLO&#xff0c;\u76d6\u4e9a\u5c31\u5347\u7ea7\u5230GPU\u3002\u5347\u7ea7\u540e&#xff0c;\u76d6\u4e9a\u5728\u5ef6\u8fdf\u548c\u6210\u672c\u4e0a\u4e0eGPU\u6a21\u5f0f\u8868\u73b0\u65e0\u5f02&#xff0c;\u540c\u65f6\u907f\u514d\u4e86\u5927\u7684GPU\u51b7\u542f\u52a8\u60e9\u7f5a\u3002<\/p>\n<ul>\n<li>\n<p>\u5ef6\u8fdf&#xff1a;\u56fe6a\u4e2d\u7684\u7bb1\u7ebf\u56fe\u663e\u793a&#xff0c;\u4e00\u65e6\u5347\u7ea7&#xff0c;\u76d6\u4e9a\u4e0eGPU\u4fdd\u6301\u4e00\u81f4&#xff0c;\u800c\u5269\u4f59\u7684\u5f02\u5e38\u503c\u5f52\u56e0\u4e8e\u5347\u7ea7\u524d\u7684CPU\u9636\u6bb5&#xff0c;CPU\u603b\u4f53\u4e0a\u8868\u73b0\u51fa\u66f4\u9ad8\u7684\u5ef6\u8fdf\u3002<\/p>\n<\/li>\n<li>\n<p>\u6210\u672c&#xff1a;\u56fe6b\u663e\u793a&#xff0c;\u4f7f\u7528\u6d4b\u91cf\u7684\u603b\u503c&#xff08;CPU: 0.03206, GPU: 0.01914, Gaia: 0.01910&#xff09;&#xff0c;\u76d6\u4e9a\u548cGPU\u6bd4CPU\u4fbf\u5b9c40%\u3002\u5728\u5347\u7ea7\u540e\u5ef6\u8fdf\u76f4\u63a5\u5d29\u6e83\u540e&#xff08;\u56fe6a&#xff09;&#xff0c;\u76d6\u4e9a\u548cGPU\u662f\u76f8\u540c\u7684\u3002<\/p>\n<\/li>\n<li>\n<p>\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5&#xff1a;\u5728CPU\u4e0a&#xff0c;\u5229\u7528\u7387\u5f88\u9ad8&#xff1b;\u5728\u76d6\u4e9a\u5347\u7ea7\u5230GPU\u540e&#xff0c;CPU\u8d1f\u8f7d\u4e0b\u964d&#xff0c;GPU\u5229\u7528\u7387\u4e0a\u5347\u4ee5\u9ad8\u6548\u5730\u670d\u52a1\u63a8\u7406&#xff08;\u56fe6c\u548c\u56fe6e&#xff09;\u3002\u6bcf\u4e2a\u8bf7\u6c42\u7684RAM&#xff08;\u56fe6d&#xff09;\u7531\u4e8e\u5728GPU\u4e0a\u670d\u52a1\u65f6\u95f4\u66f4\u77ed\u800c\u7a33\u5b9a\/\u4e0b\u964d\u3002<\/p>\n<\/li>\n<\/ul>\n<p>6.2.4 \u7a7a\u95f2\u51fd\u6570\u7ed3\u679c\u3002\u56fe7\u663e\u793a&#xff0c;\u76d6\u4e9a\u5728\u9ad8\u5ef6\u8fdf\u65f6\u77ed\u6682\u5347\u7ea7\u5230GPU&#xff0c;\u53d1\u73b0\u6ca1\u6709\u6539\u8fdb&#xff0c;\u7136\u540e\u8fd4\u56de\u5230CPU\u3002\u51c0\u6548\u5e94&#xff1a;\u7c7b\u4f3cCPU\u7684\u5ef6\u8fdf\u548c\u6210\u672c&#xff0c;\u4f34\u6709\u4e00\u6b21\u77ed\u6682\u7684GPU\u7ed5\u884c\u3002<\/p>\n<ul>\n<li>\n<p>\u5ef6\u8fdf&#xff1a;\u9ad8\u521d\u59cb\u5ef6\u8fdf\u89e6\u53d1\u5347\u7ea7\u5230GPU&#xff0c;\u4f46\u7531\u4e8e\u4efb\u52a1\u4e0d\u9002\u5408GPU&#xff0c;\u5ef6\u8fdf\u5e76\u672a\u4e0b\u964d&#xff1b;\u56e0\u6b64&#xff0c;\u76d6\u4e9a\u964d\u7ea7\u56deCPU&#xff08;\u56fe7a&#xff09;\u3002\u7bb1\u7ebf\u56fe\u786e\u8ba4\u76d6\u4e9a\u4e0eCPU\u4fdd\u6301\u4e00\u81f4&#xff0c;\u9664\u4e86\u77ed\u6682\u7684GPU\u7a97\u53e3\u671f\u3002<\/p>\n<\/li>\n<li>\n<p>\u6210\u672c&#xff1a;\u6210\u672c\u66f2\u7ebf\u5728GPU\u95f4\u9694\u671f\u95f4\u663e\u793a\u51fa\u4e00\u4e2a\u5c0f\u7684\u51f8\u8d77&#xff0c;\u7136\u540e\u6536\u655b\u5230CPU\u6210\u672c\u8f68\u8ff9&#xff08;\u56fe7b&#xff09;\u3002<\/p>\n<\/li>\n<li>\n<p>\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5&#xff1a;\u8d44\u6e90\u8ddf\u8e2a&#xff08;\u56fe7c\u548c\u56fe7d&#xff09;\u5728\u4e0d\u540c\u6a21\u5f0f\u4e0b\u4fdd\u6301\u76f8\u4f3c&#xff1b;\u5728GPU\u4e0a\u6ca1\u6709\u51fa\u73b0\u6301\u7eed\u7684CPU\u6216RAM\u7f13\u89e3&#xff0c;\u56e0\u4e3a\u5de5\u4f5c\u8d1f\u8f7d\u82b1\u8d39\u65f6\u95f4\u7b49\u5f85\u800c\u4e0d\u662f\u8ba1\u7b97\u3002<\/p>\n<\/li>\n<\/ul>\n<p>7 \u76f8\u5173\u5de5\u4f5c \u5728\u672c\u8282\u4e2d&#xff0c;\u6211\u4eec\u5206\u6790\u4e86\u6700\u5148\u8fdb\u7684\u6311\u6218&#xff0c;\u4ee5\u53ca\u5b83\u4eec\u4e0e\u76d6\u4e9a\u5728\u4e09\u7ef4\u8ba1\u7b97\u8fde\u7eed\u4f53\u548cGPU\u652f\u6301\u7684\u65e0\u670d\u52a1\u5668\u8ba1\u7b97\u65b9\u9762\u7684\u533a\u522b\u3002<\/p>\n<p>7.1 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\u7136\u800c&#xff0c;OrbitFaaS\u3001Komet\u548cDatabelt\u4fa7\u91cd\u4e8e\u51fd\u6570\u4e4b\u95f4\u7684\u6570\u636e\u7ba1\u7406\u548c\u4ea4\u6362&#xff0c;\u5e76\u672a\u63d0\u4f9b\u5de5\u4f5c\u8d1f\u8f7d\u611f\u77e5\u7684\u6267\u884c&#xff0c;\u8fd9\u5f71\u54cd\u4e86\u51fd\u6570\u7684\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>ML-SDN[34]\u63d0\u51fa\u4e86\u4e00\u79cd\u65e0\u670d\u52a1\u5668\u8f6f\u4ef6\u5b9a\u4e49\u7f51\u7edc&#xff08;SDN&#xff09;\u67b6\u6784&#xff0c;\u8be5\u67b6\u6784\u52a8\u6001\u7f16\u6392\u901a\u4fe1\u548c\u8ba1\u7b97\u8d44\u6e90\u4ee5\u6ee1\u8db3\u591a\u6837\u5316\u76846G\u670d\u52a1\u7b49\u7ea7\u534f\u8bae&#xff08;SLA&#xff09;\u3002\u901a\u8fc7\u52a8\u6001\u8c03\u6574\u5de5\u4f5c\u8d1f\u8f7d&#xff0c;ML-SDN\u63d0\u9ad8\u4e86\u7aef\u5230\u7aef\u7684\u5b66\u4e60\u6027\u80fd\u3002<\/p>\n<\/li>\n<li>\n<p>Krios[7]\u5f15\u5165\u4e86\u65e0\u670d\u52a1\u5668\u51fd\u6570\u7684\u8c03\u5ea6\u62bd\u8c61&#xff0c;\u4f7f\u5f97\u51fd\u6570\u80fd\u591f\u653e\u7f6e\u5728\u7279\u5b9a\u7684\u5730\u7406\u533a\u57df\u3002Krios\u8f6f\u4ef6\u5b9a\u4e49\u7684LEO\u533a\u57df\u5229\u7528\u536b\u661f\u8def\u5f84\u9884\u6d4b\u6a21\u578b\u6765\u4e3b\u52a8\u9884\u6d4b\u65e0\u670d\u52a1\u5668\u51fd\u6570\u7684\u5207\u6362\u3002 \u7136\u800c&#xff0c;ML-SDN\u548cKrios\u4e3b\u8981\u5173\u6ce8\u7f51\u7edc\u548c\u63a7\u5236\u5e73\u9762\u7f16\u6392&#xff0c;\u5e76\u672a\u63d0\u4f9b\u5141\u8bb8\u5e73\u53f0\u65e0\u7f1d\u51b3\u5b9a\u786c\u4ef6\u52a0\u901f\u7684\u51fd\u6570\u62bd\u8c61\u3002<\/p>\n<\/li>\n<li>\n<p>Cosmos[39]\u63d0\u51fa\u4e86\u8fb9\u7f18-\u4e91-\u592a\u7a7a\u4e09\u7ef4\u8fde\u7eed\u4f53\u4e2d\u51fd\u6570\u653e\u7f6e\u7684\u6027\u80fd-\u6210\u672c\u6743\u8861\u6a21\u578b\u3002\u7136\u800c&#xff0c;Cosmos\u6ca1\u6709\u89e3\u51b3\u7279\u5b9a\u7684\u8282\u70b9\u9700\u6c42\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u5c3d\u7ba1\u8ba8\u8bba\u7684\u6700\u65b0\u6280\u672f\u652f\u6301\u5728\u4e09\u7ef4\u8ba1\u7b97\u8fde\u7eed\u4f53\u4e2d\u8fdb\u884c\u65e0\u670d\u52a1\u5668\u6267\u884c&#xff0c;\u4f46\u5b83\u4eec\u8981\u4e48\u4fa7\u91cd\u4e8e\u7f51\u7edc\u6216\u7279\u5b9a\u7684\u7f16\u6392\u7ec4\u4ef6&#xff0c;\u6ca1\u6709\u8003\u8651\u65e0\u670d\u52a1\u5668\u51fd\u6570\u7684\u5f02\u6784\u5de5\u4f5c\u8d1f\u8f7d\u7279\u5f81\u3002\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;\u76d6\u4e9a\u65e0\u7f1d\u8bc6\u522b\u786c\u4ef6\u52a0\u901f&#xff0c;\u5e76\u5f15\u5165\u8fd0\u884c\u65f6\u5de5\u4f5c\u8d1f\u8f7d\u9002\u914d\u4ee5\u6ee1\u8db3\u8282\u70b9\u548c\u7528\u6237\u5b9a\u4e49\u7684\u6027\u80fd\u8981\u6c42\u3002<\/p>\n<p>7.2 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Cloud[10]&#xff0c;\u63d0\u4f9bGPU\u5171\u4eab&#xff0c;\u4f46\u4e0d\u5305\u542b\u7528\u4e8eCPU\u4e0eGPU\u6267\u884c\u7684\u81ea\u52a8\u5316\u51b3\u7b56\u8fc7\u7a0b\u3002\u867d\u7136\u8fd9\u79cd\u65b9\u6cd5\u5728\u914d\u7f6e\u6b63\u786e\u65f6\u63d0\u4f9b\u4e86\u5bf9\u8d44\u6e90\u5206\u914d\u7684\u5b8c\u5168\u63a7\u5236\u5e76\u786e\u4fdd\u4e86\u9ad8\u6548\u7684GPU\u4f7f\u7528&#xff0c;\u4f46\u5b83\u589e\u52a0\u4e86\u5f00\u53d1\u590d\u6742\u6027\u5e76\u5b58\u5728\u4f4e\u6548\u8d44\u6e90\u5229\u7528\u7684\u98ce\u9669\u3002<\/p>\n<\/li>\n<li>\n<p>\u52a8\u6001\u65b9\u6cd5&#xff0c;\u5982Llama[49]\u548cDGSF[19]&#xff0c;\u5728\u8fd0\u884c\u524d\u57fa\u4e8e\u8d44\u6e90\u53ef\u7528\u6027\u6216\u7528\u6237\u5b9a\u4e49\u7684SLO&#xff08;\u5982\u6027\u80fd\u3001\u6210\u672c&#xff09;\u81ea\u52a8\u786e\u5b9a\u6267\u884c\u8bbe\u5907\u3002\u867d\u7136\u5b83\u4eec\u5141\u8bb8\u9ad8\u6548\u7684\u8d44\u6e90\u4f7f\u7528\u548c\u9002\u5e94\u5de5\u4f5c\u8d1f\u8f7d\u53d8\u5316&#xff0c;\u4f46\u5b83\u4eec\u4e5f\u5f15\u5165\u4e86\u989d\u5916\u7684\u51b3\u7b56\u5f00\u9500\u5e76\u589e\u52a0\u4e86\u7cfb\u7edf\u590d\u6742\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>Protean[5]\u63d0\u51fa\u4e86\u4e00\u79cd\u652f\u6301GPU\u7684\u65e0\u670d\u52a1\u5668\u6846\u67b6&#xff0c;\u8be5\u6846\u67b6\u5229\u7528\u65b0\u4e00\u4ee3NVIDIA 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\/>\n\u6458\u8981 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