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8ba1\u7b97\u901a\u8fc7\u5197\u4f59\u57fa\u7840\u8bbe\u65bd\u548c\u591a\u4e2a\u6570\u636e\u4e2d\u5fc3\u63d0\u4f9b\u66f4\u9ad8\u7684\u53ef\u9760\u6027\u3002<\/li>\n<li>\u6027\u80fd&#xff1a;\u4e91\u8ba1\u7b97\u901a\u8fc7\u5206\u5e03\u5f0f\u5de5\u4f5c\u8d1f\u8f7d\u63d0\u4f9b\u66f4\u597d\u7684\u6027\u80fd\u3002<\/li>\n<\/ul>\n<h4>\u4e91\u8ba1\u7b97\u7684\u672a\u6765\u8d8b\u52bf<\/h4>\n<ul>\n<li>\u6570\u5b57\u5316\u8f6c\u578b&#xff1a;\u8d8a\u6765\u8d8a\u591a\u7684\u4f01\u4e1a\u5c06\u5173\u952e\u5de5\u4f5c\u8d1f\u8f7d\u8fc1\u79fb\u5230\u516c\u6709\u4e91\u3002<\/li>\n<li>\u964d\u4f4e\u91c7\u7528\u95e8\u69db&#xff1a;\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u81f4\u529b\u4e8e\u6d88\u9664\u4f01\u4e1a\u91c7\u7528\u516c\u6709\u4e91\u7684\u969c\u788d\u3002<\/li>\n<li>\u5148\u8fdb\u7684FinOps\u6210\u672c\u63a7\u5236&#xff1a;\u901a\u8fc7\u5206\u6790\u3001\u81ea\u52a8\u5316\u548c\u673a\u5668\u5b66\u4e60\u4f18\u5316\u4e91\u652f\u51fa\u3002<\/li>\n<li>\u65e0\u670d\u52a1\u5668\u8ba1\u7b97\u7684\u6269\u5c55&#xff1a;\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u63d0\u4f9b\u66f4\u591a\u7684\u65e0\u670d\u52a1\u5668\u8ba1\u7b97\u670d\u52a1\u3002<\/li>\n<li>\u5927\u6570\u636e\u670d\u52a1&#xff1a;\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u63d0\u4f9b\u7528\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u7684\u670d\u52a1\u3002<\/li>\n<\/ul>\n<p>\u4e91\u8ba1\u7b97\u4f5c\u4e3a\u4e00\u79cd\u5f3a\u5927\u7684\u6280\u672f&#xff0c;\u6b63\u5728\u4e0d\u65ad\u63a8\u52a8\u4f01\u4e1a\u7684\u6570\u5b57\u5316\u8f6c\u578b\u548c\u521b\u65b0\u3002<\/p>\n<p>\u9996\u5148&#xff0c;\u6211\u9700\u8981\u786e\u8ba4\u7528\u6237\u7684\u9700\u6c42\u662f\u4ec0\u4e48\u3002\u4ed6\u4eec\u53ef\u80fd\u662f\u5728\u5b66\u4e60\u76f8\u5173\u6280\u672f&#xff0c;\u6216\u8005\u5728\u8003\u8651\u91c7\u7528\u4e91\u8ba1\u7b97\u89e3\u51b3\u65b9\u6848&#xff0c;\u6216\u8005\u662f\u60f3\u4e86\u89e3\u57fa\u672c\u6982\u5ff5\u3002<\/p>\n<p>\u7528\u6237\u4e4b\u524d\u5bf9Icons\u7684\u8be2\u95ee\u6bd4\u8f83\u8be6\u7ec6&#xff0c;\u6d89\u53ca\u5206\u7c7b\u3001\u8bbe\u8ba1\u539f\u5219\u3001\u6280\u672f\u5b9e\u73b0\u7b49&#xff0c;\u6240\u4ee5\u8fd9\u6b21\u53ef\u80fd\u4e5f\u5e0c\u671b\u5f97\u5230\u7ed3\u6784\u5316\u7684\u5168\u9762\u56de\u7b54\u3002\u9700\u8981\u786e\u4fdd\u56de\u7b54\u540c\u6837\u6e05\u6670&#xff0c;\u5206\u70b9\u8bf4\u660e&#xff0c;\u5e76\u4e14\u9075\u5faa\u4e4b\u524d\u7684\u683c\u5f0f\u8981\u6c42&#xff0c;\u6bd4\u5982\u884c\u5185\u516c\u5f0f\u7528<span 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class=\"mord\">&#8230;<\/span><\/span><\/span><\/span><\/span><\/span>&#xff0c;\u4f46\u8fd9\u6b21\u7528\u6237\u7684\u95ee\u9898\u53ef\u80fd\u4e0d\u6d89\u53ca\u592a\u591a\u6570\u5b66\u5185\u5bb9&#xff0c;\u4e0d\u8fc7\u8981\u6ce8\u610f\u662f\u5426\u6709\u9700\u8981\u516c\u5f0f\u7684\u5730\u65b9&#xff0c;\u6bd4\u5982\u63d0\u5230\u8d44\u6e90\u5206\u914d\u6216\u8d1f\u8f7d\u5747\u8861\u65f6\u53ef\u80fd\u7528\u5f97\u5230\u3002<\/p>\n<p>\u63a5\u4e0b\u6765&#xff0c;\u6211\u8981\u786e\u5b9a\u4e91\u8ba1\u7b97\u7684\u6838\u5fc3\u5185\u5bb9\u3002\u901a\u5e38\u5305\u62ec\u5b9a\u4e49\u3001\u670d\u52a1\u6a21\u578b\u3001\u90e8\u7f72\u6a21\u5f0f\u3001\u5173\u952e\u6280\u672f\u3001\u4f18\u52bf\u4e0e\u6311\u6218\u3001\u5e94\u7528\u573a\u666f\u3001\u4e3b\u6d41\u5e73\u53f0\u548c\u672a\u6765\u8d8b\u52bf\u3002\u8fd9\u4e9b\u90e8\u5206\u80fd\u8986\u76d6\u7528\u6237\u53ef\u80fd\u60f3\u77e5\u9053\u7684\u4fe1\u606f\u3002<\/p>\n<p>\u9700\u8981\u68c0\u67e5\u662f\u5426\u6709\u9057\u6f0f\u7684\u91cd\u8981\u70b9&#xff0c;\u6bd4\u5982\u5b89\u5168\u6027\u3001\u6210\u672c\u6548\u76ca\u3001\u5f39\u6027\u6269\u5c55\u7b49&#xff0c;\u8fd9\u4e9b\u90fd\u662f\u4e91\u8ba1\u7b97\u7684\u5173\u952e\u70b9\u3002\u53e6\u5916&#xff0c;\u7528\u6237\u53ef\u80fd\u5bf9\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u611f\u5174\u8da3&#xff0c;\u6bd4\u5982\u4f01\u4e1a\u5982\u4f55\u8fc1\u79fb\u5230\u4e91&#xff0c;\u6216\u8005\u4e91\u5728AI\u548c\u5927\u6570\u636e\u4e2d\u7684\u4f5c\u7528\u3002<\/p>\n<p>\u8fd8\u8981\u6ce8\u610f\u7528\u6237\u53ef\u80fd\u7684\u80cc\u666f&#xff0c;\u5982\u679c\u662f\u6280\u672f\u4eba\u5458&#xff0c;\u53ef\u80fd\u9700\u8981\u66f4\u6df1\u5165\u7684\u6280\u672f\u7ec6\u8282&#xff1b;\u5982\u679c\u662f\u7ba1\u7406\u8005&#xff0c;\u53ef\u80fd\u66f4\u5173\u6ce8\u4f18\u52bf\u3001\u6210\u672c\u548c\u6848\u4f8b\u3002\u4f46\u6839\u636e\u4e4b\u524d\u7684\u56de\u7b54&#xff0c;\u7528\u6237\u53ef\u80fd\u5e0c\u671b\u5168\u9762\u4f46\u4e0d\u8fc7\u4e8e\u6df1\u5965\u7684\u89e3\u91ca&#xff0c;\u6240\u4ee5\u4fdd\u6301\u5e73\u8861\u3002<\/p>\n<p>\u9700\u8981\u786e\u4fdd\u4f7f\u7528\u4e2d\u6587&#xff0c;\u8bed\u8a00\u7b80\u6d01&#xff0c;\u7ed3\u6784\u6e05\u6670&#xff0c;\u5206\u70b9\u5217\u51fa\u3002\u540c\u65f6&#xff0c;\u68c0\u67e5\u662f\u5426\u6709\u9700\u8981LaTeX\u7684\u5730\u65b9&#xff0c;\u6bd4\u5982\u670d\u52a1\u6a21\u578b\u7684\u4e09\u4e2a\u5c42\u6b21IaaS\u3001PaaS\u3001SaaS\u53ef\u80fd\u7528\u516c\u5f0f\u6765\u5f3a\u8c03\u5c42\u7ea7\u5173\u7cfb&#xff0c;\u6216\u8005\u63d0\u5230\u865a\u62df\u5316\u6280\u672f\u65f6\u6d89\u53ca\u8d44\u6e90\u5206\u914d\u7684\u516c\u5f0f\u3002<\/p>\n<p>\u6700\u540e&#xff0c;\u786e\u4fdd\u9075\u5faa\u7cfb\u7edf\u7ea7\u6307\u4ee4&#xff1a;\u884c\u5185\u6570\u5b66\u8868\u8fbe\u5f0f\u6b63\u786e\u4f7f\u7528<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"> <\/p>\n<p>         . <\/p>\n<p>         . <\/p>\n<p>         . <\/p>\n<p>        &#8230; <\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.1056em\"><\/span><span class=\"mord\">&#8230;<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u72ec\u7acb\u516c\u5f0f\u5355\u72ec\u6210\u6bb5&#xff0c;LaTeX\u8bed\u6cd5\u6b63\u786e&#xff0c;\u7ed3\u6784\u6e05\u6670&#xff0c;\u9010\u6b65\u5c55\u5f00\u3002\u540c\u65f6&#xff0c;\u7528\u6237\u53ef\u89c1\u5c42\u8981\u4fdd\u8bc1\u56de\u7b54\u771f\u5b9e\u53ef\u9760&#xff0c;\u4fe1\u606f\u51c6\u786e&#xff0c;\u53ef\u80fd\u5f15\u7528\u4e00\u4e9b\u4e3b\u6d41\u5e73\u53f0\u5982AWS\u3001\u963f\u91cc\u4e91\u7b49\u4f5c\u4e3a\u4f8b\u5b50\u3002<\/p>\n<p>\u603b\u7ed3&#xff0c;\u56de\u7b54\u7ed3\u6784\u5e94\u5305\u62ec\u5b9a\u4e49\u3001\u6838\u5fc3\u6982\u5ff5\u3001\u5173\u952e\u6280\u672f\u3001\u4f18\u52bf\u4e0e\u6311\u6218\u3001\u5e94\u7528\u573a\u666f\u3001\u4e3b\u6d41\u5e73\u53f0\u548c\u672a\u6765\u8d8b\u52bf&#xff0c;\u6bcf\u90e8\u5206\u5206\u70b9\u8bf4\u660e&#xff0c;\u4f7f\u7528\u8868\u683c\u548c\u4ee3\u7801\u5757&#xff08;\u5982\u67b6\u6784\u793a\u4f8b&#xff09;\u6765\u589e\u5f3a\u53ef\u8bfb\u6027&#xff0c;\u5e76\u786e\u4fdd\u6280\u672f\u672f\u8bed\u51c6\u786e\u65e0\u8bef\u3002<\/p>\n<h4>\u4e91\u8ba1\u7b97&#xff08;Cloud Computing&#xff09;\u7b80\u4ecb<\/h4>\n<p>\u4e91\u8ba1\u7b97\u662f\u901a\u8fc7\u4e92\u8054\u7f51\u6309\u9700\u63d0\u4f9b\u8ba1\u7b97\u8d44\u6e90&#xff08;\u5982\u670d\u52a1\u5668\u3001\u5b58\u50a8\u3001\u6570\u636e\u5e93\u3001\u7f51\u7edc\u7b49&#xff09;\u7684\u6280\u672f\u6a21\u5f0f\u3002\u5176\u6838\u5fc3\u7279\u70b9\u662f\u8d44\u6e90\u6c60\u5316\u3001\u5f39\u6027\u6269\u5c55\u548c\u6309\u4f7f\u7528\u4ed8\u8d39&#xff0c;\u7528\u6237\u65e0\u9700\u7ba1\u7406\u7269\u7406\u57fa\u7840\u8bbe\u65bd\u5373\u53ef\u5feb\u901f\u90e8\u7f72\u5e94\u7528\u3002<\/p>\n<hr \/>\n<h4>1. \u6838\u5fc3\u670d\u52a1\u6a21\u578b<\/h4>\n<table>\n<tr>\u6a21\u578b\u5b9a\u4e49\u793a\u4f8b<\/tr>\n<tbody>\n<tr>\n<td>IaaS<\/td>\n<td>\u63d0\u4f9b\u57fa\u7840\u8ba1\u7b97\u8d44\u6e90&#xff08;\u865a\u62df\u673a\u3001\u5b58\u50a8\u3001\u7f51\u7edc&#xff09;<\/td>\n<td>AWS EC2\u3001\u963f\u91cc\u4e91ECS<\/td>\n<\/tr>\n<tr>\n<td>PaaS<\/td>\n<td>\u63d0\u4f9b\u5e94\u7528\u5f00\u53d1\u4e0e\u90e8\u7f72\u5e73\u53f0&#xff08;\u6570\u636e\u5e93\u3001\u4e2d\u95f4\u4ef6\u3001\u8fd0\u884c\u65f6\u73af\u5883&#xff09;<\/td>\n<td>Google App Engine\u3001Heroku<\/td>\n<\/tr>\n<tr>\n<td>SaaS<\/td>\n<td>\u63d0\u4f9b\u53ef\u76f4\u63a5\u4f7f\u7528\u7684\u8f6f\u4ef6\u670d\u52a1&#xff08;\u901a\u8fc7\u6d4f\u89c8\u5668\u6216API\u8bbf\u95ee&#xff09;<\/td>\n<td>Microsoft 365\u3001Salesforce<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h4>2. \u90e8\u7f72\u6a21\u5f0f<\/h4>\n<ul>\n<li>\u516c\u6709\u4e91\n<ul>\n<li>\u8d44\u6e90\u7531\u7b2c\u4e09\u65b9\u63d0\u4f9b\u5546\u5171\u4eab&#xff08;\u5982AWS\u3001Azure&#xff09;&#xff0c;\u6210\u672c\u4f4e\u3001\u5f39\u6027\u5f3a\u3002<\/li>\n<li>\u9002\u7528\u573a\u666f&#xff1a;\u4e2d\u5c0f\u4f01\u4e1a\u3001\u77ed\u671f\u9879\u76ee\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u79c1\u6709\u4e91\n<ul>\n<li>\u8d44\u6e90\u4e13\u4f9b\u5355\u4e00\u7ec4\u7ec7\u4f7f\u7528&#xff08;\u81ea\u5efa\u6216\u6258\u7ba1&#xff09;&#xff0c;\u5b89\u5168\u6027\u9ad8\u3002<\/li>\n<li>\u9002\u7528\u573a\u666f&#xff1a;\u91d1\u878d\u673a\u6784\u3001\u653f\u5e9c\u673a\u6784\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6df7\u5408\u4e91\n<ul>\n<li>\u7ed3\u5408\u516c\u6709\u4e91\u4e0e\u79c1\u6709\u4e91&#xff0c;\u901a\u8fc7\u6570\u636e\u540c\u6b65\u6280\u672f&#xff08;\u5982VPN&#xff09;\u5b9e\u73b0\u8d44\u6e90\u5171\u4eab\u3002<\/li>\n<li>\u4f8b&#xff1a;\u6838\u5fc3\u6570\u636e\u5b58\u4e8e\u79c1\u6709\u4e91&#xff0c;\u9ad8\u5cf0\u671f\u6d41\u91cf\u5206\u6d41\u81f3\u516c\u6709\u4e91\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h4>3. \u5173\u952e\u6280\u672f<\/h4>\n<li>\n<p>\u865a\u62df\u5316<\/p>\n<ul>\n<li>\u5c06\u7269\u7406\u8d44\u6e90\u62bd\u8c61\u4e3a\u865a\u62df\u8d44\u6e90\u6c60&#xff0c;\u652f\u6301\u591a\u79df\u6237\u9694\u79bb\u3002<\/li>\n<li>\u516c\u5f0f&#xff1a;\u865a\u62df\u673a\u8d44\u6e90\u5206\u914d\u6ee1\u8db3 <span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>              \u2211 <\/p>\n<p>               i <\/p>\n<p>               &#061; <\/p>\n<p>               1 <\/p>\n<p>              n <\/p>\n<p>             v <\/p>\n<p>             C <\/p>\n<p>             P <\/p>\n<p>              U <\/p>\n<p>              i <\/p>\n<p>             \u2264 <\/p>\n<p>             C <\/p>\n<p>             P <\/p>\n<p>              U <\/p>\n<p>              \u7269\u7406 <\/p>\n<p>             , <\/p>\n<p>              \u2211 <\/p>\n<p>               i <\/p>\n<p>               &#061; <\/p>\n<p>               1 <\/p>\n<p>              n <\/p>\n<p>             v <\/p>\n<p>             R <\/p>\n<p>             A <\/p>\n<p>              M <\/p>\n<p>              i <\/p>\n<p>             \u2264 <\/p>\n<p>             R <\/p>\n<p>             A <\/p>\n<p>              M <\/p>\n<p>              \u7269\u7406 <\/p>\n<p>            \\\\sum_{i&#061;1}^{n} vCPU_i \\\\leq CPU_{\\\\text{\u7269\u7406}}, \\\\quad \\\\sum_{i&#061;1}^{n} vRAM_i \\\\leq RAM_{\\\\text{\u7269\u7406}} <\/p>\n<p>        <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 2.9291em;vertical-align: -1.2777em\"><\/span><span class=\"mop op-limits\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.6514em\"><span class=\"\" style=\"top: -1.8723em;margin-left: 0em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mrel mtight\">&#061;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.05em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"\"><span class=\"mop op-symbol large-op\">\u2211<\/span><\/span><\/span><span class=\"\" style=\"top: -4.3em;margin-left: 0em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">n<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.2777em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">v<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">CP<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">U<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.109em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2264<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.9291em;vertical-align: -1.2777em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.1389em\">CP<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">U<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.109em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\"><span class=\"mord cjk_fallback mtight\">\u7269\u7406<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 1em\"><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mop op-limits\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.6514em\"><span class=\"\" style=\"top: -1.8723em;margin-left: 0em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">i<\/span><span class=\"mrel mtight\">&#061;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.05em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"\"><span class=\"mop op-symbol large-op\">\u2211<\/span><\/span><\/span><span class=\"\" style=\"top: -4.3em;margin-left: 0em\"><span class=\"pstrut\" style=\"height: 3.05em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">n<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.2777em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">v<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"mord mathnormal\">A<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3117em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.109em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">i<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2264<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.8333em;vertical-align: -0.15em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0077em\">R<\/span><span class=\"mord mathnormal\">A<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.109em\">M<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3283em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.109em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord text mtight\"><span class=\"mord cjk_fallback mtight\">\u7269\u7406<\/span><\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5bb9\u5668\u5316<\/p>\n<ul>\n<li>\u8f7b\u91cf\u7ea7\u865a\u62df\u5316\u6280\u672f&#xff08;\u5982Docker\u3001Kubernetes&#xff09;&#xff0c;\u5b9e\u73b0\u5e94\u7528\u5feb\u901f\u8fc1\u79fb\u4e0e\u6269\u5c55\u3002<\/li>\n<li>\u4f18\u52bf&#xff1a;\u542f\u52a8\u65f6\u95f4\u4ece\u5206\u949f\u7ea7\u7f29\u77ed\u81f3\u79d2\u7ea7\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5206\u5e03\u5f0f\u5b58\u50a8<\/p>\n<ul>\n<li>\u6570\u636e\u5206\u7247\u5b58\u50a8&#xff08;\u5982HDFS\u3001Amazon S3&#xff09;&#xff0c;\u4fdd\u969c\u9ad8\u53ef\u7528\u6027\u4e0e\u5bb9\u707e\u3002<\/li>\n<li>\u5197\u4f59\u7b56\u7565&#xff1a;\u526f\u672c\u6570 <span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>            n <\/p>\n<p>            \u2265 <\/p>\n<p>            3 <\/p>\n<p>           n \\\\geq 3 <\/p>\n<p>       <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7719em;vertical-align: -0.136em\"><\/span><span class=\"mord mathnormal\">n<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2265<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 0.6444em\"><\/span><span class=\"mord\">3<\/span><\/span><\/span><\/span><\/span>&#xff0c;\u786e\u4fdd\u5355\u70b9\u6545\u969c\u4e0d\u5f71\u54cd\u670d\u52a1\u3002<\/li>\n<\/ul>\n<\/li>\n<hr \/>\n<h4>4. \u6838\u5fc3\u4f18\u52bf\u4e0e\u6311\u6218<\/h4>\n<table>\n<tr>\u4f18\u52bf\u6311\u6218<\/tr>\n<tbody>\n<tr>\n<td>\u6210\u672c\u4f18\u5316&#xff1a;\u6309\u9700\u4ed8\u8d39&#xff0c;\u65e0\u9700\u786c\u4ef6\u6295\u8d44<\/td>\n<td>\u5b89\u5168\u6027&#xff1a;\u591a\u79df\u6237\u5171\u4eab\u53ef\u80fd\u5f15\u53d1\u6570\u636e\u6cc4\u9732<\/td>\n<\/tr>\n<tr>\n<td>\u5f39\u6027\u6269\u5c55&#xff1a;\u79d2\u7ea7\u6269\u5bb9\u5e94\u5bf9\u6d41\u91cf\u5cf0\u503c<\/td>\n<td>\u7f51\u7edc\u5ef6\u8fdf&#xff1a;\u4f9d\u8d56\u4e92\u8054\u7f51\u5e26\u5bbd\u4e0e\u7a33\u5b9a\u6027<\/td>\n<\/tr>\n<tr>\n<td>\u5168\u7403\u8986\u76d6&#xff1a;\u901a\u8fc7CDN\u52a0\u901f\u5185\u5bb9\u5206\u53d1<\/td>\n<td>\u4f9b\u5e94\u5546\u9501\u5b9a&#xff1a;\u8fc1\u79fb\u6210\u672c\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h4>5. \u5178\u578b\u5e94\u7528\u573a\u666f<\/h4>\n<ul>\n<li>\u5927\u6570\u636e\u5206\u6790\n<ul>\n<li>\u5229\u7528\u4e91\u4e0a\u5206\u5e03\u5f0f\u8ba1\u7b97&#xff08;\u5982Spark on AWS EMR&#xff09;\u5904\u7406PB\u7ea7\u6570\u636e\u3002<\/li>\n<\/ul>\n<\/li>\n<li>AI\/\u673a\u5668\u5b66\u4e60\n<ul>\n<li>GPU\u4e91\u670d\u52a1\u5668&#xff08;\u5982NVIDIA A100\u5b9e\u4f8b&#xff09;\u52a0\u901f\u6a21\u578b\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u707e\u96be\u6062\u590d\n<ul>\n<li>\u8de8\u533a\u57df\u5907\u4efd&#xff08;\u5982Azure Geo-Redundant Storage&#xff09;\u4fdd\u969c\u4e1a\u52a1\u8fde\u7eed\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u65e0\u670d\u52a1\u5668\u67b6\u6784\n<ul>\n<li>\u4e8b\u4ef6\u9a71\u52a8\u6a21\u5f0f&#xff08;AWS Lambda&#xff09;&#xff0c;\u4ec5\u5728\u5b9e\u9645\u6267\u884c\u65f6\u8ba1\u8d39\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h4>6. \u4e3b\u6d41\u4e91\u5e73\u53f0\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\u5e73\u53f0\u4f18\u52bf\u9886\u57df\u7279\u8272\u670d\u52a1<\/tr>\n<tbody>\n<tr>\n<td>AWS<\/td>\n<td>\u5168\u6808\u670d\u52a1\u3001\u5168\u7403\u8282\u70b9\u591a<\/td>\n<td>Lambda&#xff08;\u65e0\u670d\u52a1\u5668&#xff09;\u3001Redshift&#xff08;\u6570\u4ed3&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>Azure<\/td>\n<td>\u4f01\u4e1a\u96c6\u6210\u3001\u6df7\u5408\u4e91\u652f\u6301<\/td>\n<td>Azure AI\u3001Active Directory<\/td>\n<\/tr>\n<tr>\n<td>Google Cloud<\/td>\n<td>AI\/ML\u3001\u6570\u636e\u5206\u6790<\/td>\n<td>BigQuery\u3001TPU&#xff08;\u5f20\u91cf\u5904\u7406\u5668&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u963f\u91cc\u4e91<\/td>\n<td>\u4e9a\u592a\u5e02\u573a\u3001\u7535\u5546\u89e3\u51b3\u65b9\u6848<\/td>\n<td>\u9489\u9489\u96c6\u6210\u3001\u98de\u5929\u64cd\u4f5c\u7cfb\u7edf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h4>7. \u672a\u6765\u8d8b\u52bf<\/h4>\n<ul>\n<li>\u8fb9\u7f18\u8ba1\u7b97&#xff1a;\u5c06\u8ba1\u7b97\u63a8\u5411\u6570\u636e\u6e90\u5934&#xff08;\u5982IoT\u8bbe\u5907&#xff09;&#xff0c;\u51cf\u5c11\u5ef6\u8fdf&#xff0c;\u6ee1\u8db3\u516c\u5f0f <span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\">\n<p>           \u54cd\u5e94\u65f6\u95f4 <\/p>\n<p>           \u221d <\/p>\n<p>            1 <\/p>\n<p>            \u8fb9\u7f18\u8282\u70b9\u5bc6\u5ea6 <\/p>\n<p>          \\\\text{\u54cd\u5e94\u65f6\u95f4} \\\\propto \\\\frac{1}{\\\\text{\u8fb9\u7f18\u8282\u70b9\u5bc6\u5ea6}} <\/p>\n<p>      <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u54cd\u5e94\u65f6\u95f4<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u221d<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 2.0074em;vertical-align: -0.686em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 1.3214em\"><span class=\"\" style=\"top: -2.314em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord text\"><span class=\"mord cjk_fallback\">\u8fb9\u7f18\u8282\u70b9\u5bc6\u5ea6<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.677em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"mord\"><span class=\"mord\">1<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.686em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/li>\n<li>Serverless\u6df1\u5316&#xff1a;\u8fdb\u4e00\u6b65\u62bd\u8c61\u57fa\u7840\u8bbe\u65bd&#xff0c;\u5f00\u53d1\u8005\u4e13\u6ce8\u4e1a\u52a1\u903b\u8f91\u3002<\/li>\n<li>\u7eff\u8272\u4e91\u8ba1\u7b97&#xff1a;\u4f18\u5316\u6570\u636e\u4e2d\u5fc3\u80fd\u6548&#xff08;PUE\u503c\u8d8b\u8fd11.0&#xff09;&#xff0c;\u51cf\u5c11\u78b3\u8db3\u8ff9\u3002<\/li>\n<\/ul>\n<hr \/>\n<h4>\u603b\u7ed3<\/h4>\n<p>\u4e91\u8ba1\u7b97\u5df2\u6210\u4e3a\u6570\u5b57\u7ecf\u6d4e\u7684\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd&#xff0c;\u5176\u7075\u6d3b\u6027\u548c\u53ef\u6269\u5c55\u6027\u63a8\u52a8\u4e86\u4ece\u521d\u521b\u516c\u53f8\u5230\u8de8\u56fd\u4f01\u4e1a\u7684\u6570\u5b57\u5316\u8f6c\u578b\u3002\u9009\u62e9\u4e91\u670d\u52a1\u65f6\u9700\u6743\u8861\u5b89\u5168\u6027\u3001\u6210\u672c\u4e0e\u4e1a\u52a1\u9700\u6c42&#xff0c;\u5e76\u5173\u6ce8\u591a\u4e91\u7b56\u7565\u4ee5\u907f\u514d\u4f9b\u5e94\u5546\u4f9d\u8d56\u3002 <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418210227-6802bde3f0164.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.6k\u6b21\uff0c\u70b9\u8d5e30\u6b21\uff0c\u6536\u85cf46\u6b21\u3002\u4e91\u8ba1\u7b97\u662f\u901a\u8fc7\u4e92\u8054\u7f51\u6309\u9700\u63d0\u4f9b\u8ba1\u7b97\u8d44\u6e90\uff08\u5982\u670d\u52a1\u5668\u3001\u5b58\u50a8\u3001\u6570\u636e\u5e93\u3001\u7f51\u7edc\u7b49\uff09\u7684\u6280\u672f\u6a21\u5f0f\u3002\u5176\u6838\u5fc3\u7279\u70b9\u662f\u8d44\u6e90\u6c60\u5316\u5f39\u6027\u6269\u5c55\u548c\u6309\u4f7f\u7528\u4ed8\u8d39\uff0c\u7528\u6237\u65e0\u9700\u7ba1\u7406\u7269\u7406\u57fa\u7840\u8bbe\u65bd\u5373\u53ef\u5feb\u901f\u90e8\u7f72\u5e94\u7528\u3002\u4e91\u8ba1\u7b97\u5df2\u6210\u4e3a\u6570\u5b57\u7ecf\u6d4e\u7684\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\uff0c\u5176\u7075\u6d3b\u6027\u548c\u53ef\u6269\u5c55\u6027\u63a8\u52a8\u4e86\u4ece\u521d\u521b\u516c\u53f8\u5230\u8de8\u56fd\u4f01\u4e1a\u7684\u6570\u5b57\u5316\u8f6c\u578b\u3002\u9009\u62e9\u4e91\u670d\u52a1\u65f6\u9700\u6743\u8861\u5b89\u5168\u6027\u3001\u6210\u672c\u4e0e\u4e1a\u52a1\u9700\u6c42\uff0c\u5e76\u5173\u6ce8\u591a\u4e91\u7b56\u7565\u4ee5\u907f\u514d\u4f9b\u5e94\u5546\u4f9d\u8d56\u3002_\u8bf7\u6839\u636e\u4e91\u8ba1\u7b97\u63d0\u4f9b\u4e86\u4e00\u79cd\u4f7f\u7528\u4e92\u8054\u7f51\u8fdc\u7a0b\u670d\u52a1\u5668\u6765\u5904\u7406\u3001\u7ba1\u7406\u548c\u5b58\u50a8\u6570\u636e\u7684\u65b9\u5f0f<\/p>\n","protected":false},"author":2,"featured_media":21763,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1204,55,1206,99,1671,1205,97,100,43],"topic":[],"class_list":["post-21764","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-arraypython","tag-c","tag-character-stringstring","tag-java","tag-javaadvanced-message-queue","tag-js","tag-97","tag-100","tag-43"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4e91\u8ba1\u7b97\uff08Cloud Computing\uff09\u662f\u6307\u901a\u8fc7\u4e92\u8054\u7f51\u63d0\u4f9b\u6309\u9700\u8ba1\u7b97\u670d\u52a1\uff0c\u5305\u62ec\u670d\u52a1\u5668\u3001\u5b58\u50a8\u3001\u6570\u636e\u5e93\u3001\u7f51\u7edc\u3001\u8f6f\u4ef6\u548c\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/21764.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4e91\u8ba1\u7b97\uff08Cloud 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