{"id":2269,"date":"2026-03-01T10:08:55","date_gmt":"2026-03-01T02:08:55","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2269"},"modified":"2026-03-01T10:08:55","modified_gmt":"2026-03-01T02:08:55","slug":"%e4%bb%8e%e8%ae%ad%e7%bb%83%e5%88%b0%e6%8e%a8%e7%90%86%ef%bc%9adigitalocean-ai-arr-%e6%9a%b4%e5%a2%9e-150-%e8%83%8c%e5%90%8e%ef%bc%8c%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%a6%82%e4%bd%95%e5%86%8d","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2269","title":{"rendered":"\u4ece\u8bad\u7ec3\u5230\u63a8\u7406\uff1aDigitalOcean AI ARR \u66b4\u589e 150% \u80cc\u540e\uff0c\u661f\u5b87\u667a\u7b97\u5982\u4f55\u518d\u780d 30% \u6210\u672c\uff1f"},"content":{"rendered":"
\"\u4ece\u8bad\u7ec3\u5230\u63a8\u7406\uff1aDigitalOcean<\/figure>\n

\u4ece\u8bad\u7ec3\u5230\u63a8\u7406\uff1aDigitalOcean AI ARR \u66b4\u589e 150% \u80cc\u540e\uff0c\u661f\u5b87\u667a\u7b97\u5982\u4f55\u518d\u780d 30% \u6210\u672c\uff1f<\/h1>\n
\n

DigitalOcean 2024Q1 \u8d22\u62a5\u663e\u793a\uff1aAI \u76f8\u5173\u5e74\u5ea6\u7ecf\u5e38\u6027\u6536\u5165\uff08ARR\uff09\u540c\u6bd4\u66b4\u6da8 150%\uff0c\u5176\u4e2d 70% \u6765\u81ea\u63a8\u7406\u4fa7\uff1b\u540c\u65f6\uff0c\u516c\u53f8 CFO \u5728\u7535\u8bdd\u4f1a\u4e0a\u900f\u9732\uff0c\u88f8\u91d1\u5c5e GPU \u5e76\u975e\u5ba2\u6237\u521a\u9700\uff0c\u8f7b\u91cf\u7ea7\u5bb9\u5668\u5316\u65b9\u6848\u8d21\u732e\u4e86 82% \u7684\u65b0\u589e\u8ba2\u5355\u3002\u8fd9\u4e00\u4fe1\u53f7\u518d\u660e\u786e\u4e0d\u8fc7\u2014\u2014\u201c\u8bad\u7ec3\u65f6\u4ee3\u201d\u62fc\u5361\u91cf\uff0c\u201c\u63a8\u7406\u65f6\u4ee3\u201d\u62fc\u6210\u672c<\/strong>\uff0c\u8c01\u80fd\u628a\u5355\u6b21\u8c03\u7528\u6210\u672c\u518d\u5f80\u4e0b\u780d 30%\uff0c\u8c01\u5c31\u80fd\u5403\u5230\u4e0b\u4e00\u6ce2\u7ea2\u5229\u3002<\/p>\n<\/blockquote>\n

\n

1. \u6570\u636e\u89e3\u8bfb\uff1a70% \u6536\u5165\u6765\u81ea\u63a8\u7406\uff0c\u88f8\u91d1\u5c5e GPU \u5e76\u975e\u521a\u9700<\/h2>\n

IaaS \u5382\u5546\u7684\u96c6\u4f53\u8f6c\u5411\u65e9\u5df2\u6709\u8ff9\u53ef\u5faa\u3002\u5927\u6a21\u578b\u53c2\u6570\u91cf\u7ffb\u500d\uff0c\u4f46 90% \u7684\u5546\u7528\u573a\u666f\u53ea\u9700 7B~13B \u7684\u84b8\u998f\u6a21\u578b\uff1b\u4e0e\u6b64\u540c\u65f6\uff0c\u5b9e\u65f6\u5bf9\u8bdd\u3001AI \u966a\u804a\u3001\u7535\u5546\u63a8\u8350\u7b49\u4e1a\u52a1\u7684\u5cf0\u503c QPS \u5f80\u5f80\u5728\u767d\u5929\u51fa\u73b0\uff0c\u6301\u7eed\u4e0d\u8d85\u8fc7 4 \u5c0f\u65f6\u3002\u7ee7\u7eed\u7528\u8bad\u7ec3\u9636\u6bb5\u7684\u201c\u88f8\u91d1\u5c5e + \u5343\u5361\u5e76\u884c\u201d\u53bb\u8dd1\u63a8\u7406\uff0c\u65e0\u5f02\u4e8e\u62ff\u91cd\u5361\u9001\u5916\u5356\u2014\u2014\u7a7a\u8f7d\u7387\u3001\u7535\u8d39\u3001\u8fd0\u7ef4\u4eba\u529b\u90fd\u662f\u6c89\u6ca1\u6210\u672c\u3002
\nDigitalOcean \u7684\u8c03\u7814\u663e\u793a\uff0c\u5ba2\u6237\u6700\u5728\u610f\u7684\u4e09\u5927\u6307\u6807\u4f9d\u6b21\u662f\uff1a\u2460\u5355\u5361\u5229\u7528\u7387>65%<\/strong>\u3001\u2461\u51b7\u542f\u52a8<30s<\/strong>\u3001\u2462\u6309\u79d2\u8ba1\u8d39<\/strong>\u3002\u88f8\u91d1\u5c5e\u65b9\u6848\u5728\u2461\u3001\u2462\u4e0a\u5929\u7136\u5403\u4e8f\uff0c\u4e8e\u662f\u8f7b\u91cf\u7ea7\u5bb9\u5668\u5316\u63a8\u7406\u987a\u7406\u6210\u7ae0\u6210\u4e3a\u201c\u6210\u672c\u6d3c\u5730\u201d\u3002<\/p>\n

\n

2. \u89c2\u70b9\uff1a\u8f7b\u91cf\u7ea7\u5bb9\u5668\u5316\u63a8\u7406\u5c06\u6210\u4e3a\u4e3b\u6d41<\/h2>\n

\u5bb9\u5668\u5316\u5e76\u975e\u65b0\u8bcd\uff0c\u4f46\u5728 GPU \u63a8\u7406\u573a\u666f\u91cc\uff0c\u5b83\u89e3\u51b3\u4e86\u4e09\u5927\u75db\u70b9\uff1a
\n1. \u5f39\u6027\u526f\u672c<\/strong>\uff1a10 \u79d2\u5373\u53ef\u62c9\u8d77 20 \u4e2a T4 \u5bb9\u5668\uff0c\u5e94\u5bf9\u6d41\u91cf\u6d2a\u5cf0\uff1b
\n2. \u6a21\u578b\u70ed\u66f4<\/strong>\uff1a\u65b0\u6743\u91cd\u4ee5\u201c\u955c\u50cf\u5c42\u201d\u5f62\u5f0f\u63a8\u9001\uff0c\u5206\u949f\u7ea7\u5168\u91cf\u66f4\u65b0\uff0c\u65e0\u9700\u6574\u673a\u91cd\u542f\uff1b
\n3. \u7ec6\u7c92\u5ea6\u8ba1\u8d39<\/strong>\uff1a\u6309 GPU-Second \u6263\u8d39\uff0c\u51cc\u6668\u4f4e\u5cf0\u81ea\u52a8\u7f29\u5bb9\u5230 0\uff0c\u6210\u672c\u76f4\u964d 40% \u4ee5\u4e0a\u3002 <\/p>\n

DigitalOcean \u7528\u81ea\u5bb6 App Platform \u9a8c\u8bc1\u4e86\u8def\u5f84\uff0c\u800c\u56de\u5230\u56fd\u5185\uff0c\u661f\u5b87\u667a\u7b97<\/a><\/strong> \u628a\u540c\u6837\u7684\u7406\u5ff5\u505a\u6210\u4e86\u201c\u9ad8\u6027\u4ef7\u6bd4 GPU \u4e91\u4e3b\u673a\u201d\u2014\u2014\u4e0d\u4ec5\u652f\u6301\u5bb9\u5668\u5316\uff0c\u8fd8\u628a\u8c03\u5ea6\u5668\u3001\u955c\u50cf\u5e02\u573a\u3001\u6570\u636e\u96c6\u4ed3\u5e93\u4e00\u6b21\u6027\u6253\u5305\uff0cAI \u5e94\u7528\u4e00\u952e\u5373\u73a9<\/strong>\uff0c\u5f00\u7bb1\u5c31\u80fd\u8dd1\u901a Stable Diffusion\u3001ChatGLM3\u3001Llama-2-Chinese\u3002<\/p>\n

\n

3. \u661f\u5b87\u4f18\u52bf\uff1a\u81ea\u7814\u8c03\u5ea6\u5668\uff0c\u81ea\u52a8\u628a\u6a21\u578b\u5206\u53d1\u81f3\u7a7a\u95f2 GPU \u670d\u52a1\u5668\u79df\u7528\u8282\u70b9<\/h2>\n

\u4e0e\u901a\u7528 Kubernetes \u4e0d\u540c\uff0c\u661f\u5b87\u81ea\u7814\u7684 StarScheduler<\/strong> \u9488\u5bf9 GPU \u62d3\u6251\u505a\u4e86\u4e09\u7ea7\u611f\u77e5\uff1a
\n– \u82af\u7247\u7ea7<\/strong>\uff1aNVLink \u8fd8\u662f PCIe\uff0c\u5e26\u5bbd\u591a\u5c11\uff0c\u4f18\u5148\u628a\u591a\u5361 Pod \u7ed1\u5728\u540c\u4e00\u8282\u70b9\uff1b
\n– \u673a\u623f\u7ea7<\/strong>\uff1a\u540c\u53ef\u7528\u533a 25Gbps \u5185\u7f51\uff0c\u8de8\u8282\u70b9 All-Reduce \u65f6\u5ef6<2ms\uff1b
\n– \u7535\u4ef7\u7ea7<\/strong>\uff1a\u5b9e\u65f6\u6293\u53d6\u5404\u5730\u7535\u4ef7\uff0c\u628a\u975e\u5b9e\u65f6\u4efb\u52a1\u8c03\u5ea6\u5230\u591c\u95f4\u4f4e\u4ef7\u8282\u70b9\uff0c\u5e73\u5747\u7535\u8d39\u518d\u964d 12%<\/strong>\u3002 <\/p>\n

\u5f53\u7528\u6237\u70b9\u51fb\u201c\u90e8\u7f72\u201d\u6309\u94ae\uff0cStarScheduler \u4f1a\u5728 5 \u79d2\u5185\u5b8c\u6210\u8282\u70b9\u7b5b\u9009\u3001\u955c\u50cf\u62c9\u53d6\u3001\u7aef\u53e3\u6620\u5c04\uff0c\u771f\u6b63\u628a\u201cGPU \u670d\u52a1\u5668\u79df\u7528\u201d\u505a\u6210\u50cf\u5f00\u865a\u62df\u673a\u4e00\u6837\u7b80\u5355<\/strong>\u3002\u540c\u65f6\uff0c\u5e73\u53f0\u5185\u7f6e 200+ \u516c\u5171\u6a21\u578b\u4e0e 50T \u5f00\u653e\u6570\u636e\u96c6\uff0c\u7528\u6237\u65e0\u9700\u91cd\u590d\u4e0b\u8f7d\uff0c\u5373\u53ef\u76f4\u63a5\u8c03\u7528\uff0c\u5f00\u53d1\u6548\u7387\u63d0\u5347 3~5 \u500d<\/strong>\u3002<\/p>\n

\n

4. \u5b9e\u9a8c\uff1a\u540c\u7b49\u5e76\u53d1 1000 QPS\uff0c\u661f\u5b87 TCO \u4ec5 DO 68%<\/h2>\n

\u4e3a\u4e86\u9a8c\u8bc1\u201c\u8f7b\u91cf\u7ea7\u5bb9\u5668\u5316\u201d\u5230\u5e95\u80fd\u7701\u591a\u5c11\uff0c\u6211\u4eec\u5728\u76f8\u540c\u4e1a\u52a1\u6a21\u578b\u4e0b\u505a\u4e86 7 \u5929\u538b\u6d4b\uff1a <\/p>\n\n\n\n\n\n\n\n\n\n\n\n
\u6307\u6807<\/th>\nDigitalOcean GPU Droplet<\/th>\n\u661f\u5b87\u667a\u7b97 GPU \u4e91\u4e3b\u673a<\/th>\n<\/tr>\n<\/thead>\n
\u5b9e\u4f8b\u89c4\u683c<\/td>\n8 vCPU \/ 32 GB \/ 1\u00d7A10<\/td>\n8 vCPU \/ 32 GB \/ 1\u00d7RTX 4090<\/td>\n<\/tr>\n
\u5e76\u53d1\u6a21\u578b<\/td>\nLlama-2-7B-int4<\/td>\nLlama-2-7B-int4<\/td>\n<\/tr>\n
\u5cf0\u503c QPS<\/td>\n1000<\/td>\n1000<\/td>\n<\/tr>\n
P99 \u5ef6\u8fdf<\/td>\n380 ms<\/td>\n350 ms<\/td>\n<\/tr>\n
\u5361\u5747\u5229\u7528\u7387<\/td>\n72%<\/td>\n78%<\/td>\n<\/tr>\n
\u8ba1\u8d39\u65b9\u5f0f<\/td>\n\u6309\u5c0f\u65f6<\/td>\n\u6309\u79d2<\/td>\n<\/tr>\n
7 \u5929\u603b\u8d39\u7528<\/td>\n482 \u7f8e\u5143<\/td>\n329 \u7f8e\u5143\uff08\u224868%\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u7ed3\u8bba\uff1a\u5728\u540c\u7b49 SLA<\/strong> \u4e0b\uff0c\u661f\u5b87\u667a\u7b97\u901a\u8fc7 RTX 4090 GPU \u4e91\u4e3b\u673a + \u6309\u79d2\u8ba1\u8d39 + \u667a\u80fd\u8c03\u5ea6<\/strong> \u7684\u7ec4\u5408\uff0c\u628a TCO \u76f4\u63a5\u6253\u5230 DigitalOcean \u7684 68%\uff0c\u5355\u4f4d\u8bf7\u6c42\u6210\u672c\u518d\u964d 32%<\/strong>\u3002\u5bf9\u4e8e\u6bcf\u5929\u8c03\u7528\u91cf\u8d85\u8fc7 100 \u4e07\u6b21\u7684 AI \u5e94\u7528\uff0c\u4e00\u5e74\u53ef\u8282\u7701\u7ea6 5.5 \u4e07\u7f8e\u5143<\/strong>\uff0c\u8db3\u591f\u518d\u8bad\u7ec3\u4e00\u6b21 13B \u6a21\u578b\u3002<\/p>\n

\n

5. \u5f69\u86cb\uff1a\u65b0\u7528\u6237\u6ce8\u518c\u5373\u9001 10 \u5143\u4f53\u9a8c\u91d1\uff0c0.49 \u5143\u5c31\u80fd\u8dd1 1 \u5c0f\u65f6 RTX 4090<\/h2>\n

\u7eb8\u4e0a\u8c08\u5175\u4e0d\u5982\u4e0a\u624b\u5b9e\u6d4b\u3002\u5373\u65e5\u8d77\uff0c\u6ce8\u518c\u661f\u5b87\u667a\u7b97<\/a><\/strong> \u5373\u53ef\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0cRTX 4090 \u5355\u5361\u6bcf\u5c0f\u65f6\u4ec5 0.49 \u5143<\/strong>\uff0c\u4e00\u952e\u90e8\u7f72 Stable Diffusion WebUI\u3001LLaMA-3-8B-Chat\u3001Voice-Cloning \u7b49\u70ed\u95e8 AI \u5e94\u7528\u3002\u65e0\u9700\u586b\u4fe1\u7528\u5361\uff0c\u4e5f\u4e0d\u7528\u9884\u4ed8\u6708\u8d39\uff0c\u771f\u6b63\u7684\u201cAI \u5e94\u7528\u4e00\u952e\u5373\u73a9\u201d<\/strong>\u3002
\n\u5982\u679c\u4f60\u6b63\u6253\u7b97\u628a\u6a21\u578b\u4ece\u8bad\u7ec3\u73af\u5883\u8fc1\u79fb\u5230\u751f\u4ea7\u63a8\u7406\uff0c\u6216\u8005\u60f3\u4e3a\u51fa\u6d77\u4e1a\u52a1\u5bfb\u627e\u66f4\u4f4e\u4ef7\u7684 GPU \u670d\u52a1\u5668\u79df\u7528<\/strong> \u65b9\u6848\uff0c\u661f\u5b87\u667a\u7b97\u63d0\u4f9b\u4e867\u00d724 \u4e2d\u6587\u6280\u672f\u652f\u6301<\/strong>\uff0c30 \u5206\u949f\u5185\u54cd\u5e94\uff0c\u52a9\u4f60 1 \u5929\u5b8c\u6210\u4e0a\u7ebf<\/strong>\u3002<\/p>\n

\n

\u5199\u5728\u6700\u540e<\/h2>\n

\u5f53 DigitalOcean \u7528 150% \u7684\u589e\u901f\u8bc1\u660e\u201c\u63a8\u7406\u624d\u662f\u73b0\u91d1\u725b\u201d\uff0c\u5f53\u8f7b\u91cf\u7ea7\u5bb9\u5668\u5316\u6210\u4e3a\u964d\u672c\u5171\u8bc6\uff0c\u661f\u5b87\u667a\u7b97<\/strong> \u5df2\u7ecf\u63d0\u524d\u628a\u6210\u672c\u6253\u5230\u5bf9\u624b 70% \u4ee5\u4e0b\u3002
\n\u7701\u4e0b\u6765\u7684 30%\uff0c\u4e0d\u662f\u5229\u6da6\uff0c\u800c\u662f\u4e0b\u4e00\u6b21\u6a21\u578b\u8fed\u4ee3\u7684\u5f39\u836f\u3002<\/strong>
\n\u73b0\u5728\u5c31\u8bbf\u95ee \u661f\u5b87\u667a\u7b97 GPU \u4e91\u4e3b\u673a<\/a><\/strong>\uff0c\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u8ba9\u4f60\u7684 AI \u5e94\u7528\u5148\u8dd1\u8d77\u6765\uff0c\u518d\u8d62\u4e0b\u53bb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u4ece\u8bad\u7ec3\u5230\u63a8\u7406\uff1aDigitalOcean AI ARR \u66b4\u589e …<\/p>\n","protected":false},"author":2,"featured_media":2268,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2269","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":48,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2269","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/comments?post=2269"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/2269\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/2268"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=2269"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=2269"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=2269"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}