{"id":24705,"date":"2025-08-18T10:48:00","date_gmt":"2025-08-18T02:48:00","guid":{"rendered":"https:\/\/cn.hostease.com\/blog\/?p=24705"},"modified":"2025-07-17T15:03:06","modified_gmt":"2025-07-17T07:03:06","slug":"singapore-vps-ai-inference-cpu-hostease","status":"publish","type":"post","link":"https:\/\/cn.hostease.com\/blog\/server\/singapore-vps-ai-inference-cpu-hostease\/","title":{"rendered":"\u65b0\u52a0\u5761VPS\u90e8\u7f72AI\u6a21\u578b\uff1aCPU\u8ba1\u7b97\u578bVPS\u80fd\u5426\u6ee1\u8db3\u5c0f\u89c4\u6a21\u63a8\u7406\u4e0e\u8f7b\u91cf\u8bad\u7ec3\uff1f"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u9009\u62e9\u65b0\u52a0\u5761VPS\u90e8\u7f72AI<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5730\u7406\u7ea2\u5229<\/strong>\uff1a\u65b0\u52a0\u5761\u5728\u4e1c\u5357\u4e9a\u6838\u5fc3\u8282\u70b9\uff0c\u5e73\u5747\u5f80\u8fd4\u5ef6\u8fdf &lt;30 ms\uff0c\u53ef\u8986\u76d6\u9a6c\u6765\u897f\u4e9a\u3001\u5370\u5ea6\u5c3c\u897f\u4e9a\u7b49\u8de8\u5883\u5356\u5bb6\u4e3b\u8981\u5e02\u573a\u3002<\/li>\n\n\n\n<li><strong>AI\u6e17\u900f\u7387\u9ad8<\/strong>\uff1a45% \u4ee5\u4e0a\u7684\u65b0\u52a0\u5761\u4f01\u4e1a\u5df2\u5728\u751f\u4ea7\u73af\u5883\u4f7f\u7528AI\/ML\uff0c\u5bf9\u4f4e\u65f6\u5ef6\u63a8\u7406\u8282\u70b9\u9700\u6c42\u65fa\u76db\u3002<\/li>\n\n\n\n<li><strong>Hostease\u52a0\u6210<\/strong>\uff1a\u63d0\u4f9b<a href=\"https:\/\/cn.hostease.com\/sgvps.html\" title=\"\">\u65b0\u52a0\u5761VPS\u4e91\u4e3b\u673a<\/a>\u3001\u72ec\u7acb\u670d\u52a1\u5668\u53caGPU\u670d\u52a1\u5668\uff0c\u53ef\u6839\u636e\u6a21\u578b\u89c4\u6a21\u7075\u6d3b\u6a2a\u5411\u5347\u7ea7\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c0f\u89c4\u6a21AI\u63a8\u7406\u9700\u8981\u591a\u5c11\u8d44\u6e90<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u573a\u666f<\/th><th>\u6a21\u578b\u4f53\u91cf&amp;\u91cf\u5316<\/th><th>\u5178\u578b\u901f\u7387*<\/th><th>\u9002\u7528\u5bf9\u8c61<\/th><\/tr><\/thead><tbody><tr><td>\u4e92\u52a8\u5f0fChat Demo<\/td><td>3B INT4 \/ GGUF<\/td><td>15-25 tokens\/s<\/td><td>\u65b0\u624b\u9a8c\u8bc1\u60f3\u6cd5<\/td><\/tr><tr><td>\u79c1\u57df\u52a9\u7406\/\u5ba2\u670d<\/td><td>7B INT4<\/td><td>5-10 tokens\/s<\/td><td>\u4e2d\u5c0f\u72ec\u7acb\u7ad9<\/td><\/tr><tr><td>\u5c0f\u578bAPI\u670d\u52a1 (\u22645\u5e76\u53d1)<\/td><td>7B INT4 + kv-cache<\/td><td>8-12 tokens\/s\/\u4f1a\u8bdd<\/td><td>\u8f7b\u91cfSaaS<\/td><\/tr><tr><td>LoRA\u5fae\u8c03**<\/td><td>7B FP16<\/td><td>1-2 step\/s<\/td><td>\u6a21\u578b\u5b9a\u5236<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u901f\u7387\u53c2\u8003\u793e\u533a\u5b9e\u6d4b\uff0c\u53d7\u7ebf\u7a0b\u6570\u3001\u6279\u91cf\u5927\u5c0f\u7b49\u5f71\u54cd\u3002<br>CPU VPS\u53ef\u505aLoRA\uff0c\u4f46\u65f6\u95f4\u6210\u672c\u8f83\u9ad8\uff0c\u63a8\u8350GPU\u670d\u52a1\u5668\u3002<\/p>\n\n\n\n<p>\u5173\u952e\u786c\u4ef6\u9608\u503c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5185\u5b58<\/strong>\uff1aLlama 3 8B WOQ\u91cf\u5316\u540e\u63a8\u7406\u4ec5 ~10 GB RAM\uff0c\u4f46\u91cf\u5316\u9636\u6bb5\u5cf0\u503c\u9700 ~60 GB\u3002<\/li>\n\n\n\n<li><strong>CPU\u7ebf\u7a0b<\/strong>\uff1a\u793e\u533a\u6d4b\u8bd5\u8868\u660e\uff0c18 \u6838 Xeon E5-2686 \u5728CPU\u4e0a\u8dd1 Llama 3 8B \u7ea6 215 \u5b57\u7b26\/34 \u79d2\uff08\u22486 tokens\/s\uff09\uff0c\u6bd4\u8001\u6b3e\u79fb\u52a8 i5 \u63d0\u901f\u8fd1 5\u00d7\u3002<\/li>\n\n\n\n<li><strong>GPU\u52a0\u901f\u5e45\u5ea6<\/strong>\uff1a\u5728 Intel Ultra 5 \u6d4b\u8bd5\u4e2d\uff0c7B INT4 \u6a21\u578b GPU \u63a8\u7406\u6bd4 CPU \u63d0\u901f 7-10\u00d7\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">CPU\u8ba1\u7b97\u578bVPS\u80fd\u505a\u4ec0\u4e48<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5feb\u901f\u539f\u578b\u4e0e\u6f14\u793a<\/strong><br>\u5bf9\u4e8e\u22647B\u53c2\u6570\u4e14\u5df2\u505aINT4\/INT8\u91cf\u5316\u7684\u6a21\u578b\uff0c4 vCPU\/8 GB RAM VPS \u5373\u53ef\u8dd1\u8d77\u6765\uff1b\u9002\u5408\u5c55\u793aAI Demo\u6216\u5185\u90e8\u9a8c\u8bc1\u3002<\/li>\n\n\n\n<li><strong>\u8fb9\u7f18\u63a8\u7406\u4e0e\u4f4eQPS\u573a\u666f<\/strong><br>\u6bcf\u79d2 &lt;2 \u8bf7\u6c42\u65f6\uff0cCPU-only \u67b6\u6784\u53ef\u7701\u53bbGPU\u6210\u672c\uff1b\u7ed3\u5408\u5206\u5e03\u5f0f\u7f13\u5b58\u4e0eBatch\u63a8\u7406\uff0c\u4ecd\u53ef\u4fdd\u6301\u79d2\u7ea7\u54cd\u5e94\u3002<\/li>\n\n\n\n<li><strong>\u8f7b\u91cf\u77e5\u8bc6\u5e93\u95ee\u7b54<\/strong><br>\u901a\u8fc7RAG\u6846\u67b6+\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4e3b\u8d44\u6e90\u74f6\u9888\u53d8\u4e3aIO\u548c\u5185\u5b58\uff0cCPU VPS\u8db3\u4ee5\u652f\u6491\u4e2d\u5c0f\u4f01\u4e1a\u5185\u90e8\u68c0\u7d22\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f55\u65f6\u5fc5\u987b\u9009\u62e9GPU\u6216\u66ff\u4ee3\u65b9\u6848<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6279\u91cf\u5e76\u53d1\u6216\u5b9e\u65f6\u5bf9\u8bdd >10 TPS<\/strong><br>GPU\u6216vLLM\u591a\u5b9e\u4f8b\u624d\u53ef\u7a33\u5b9a 30+ tokens\/s\u3002<\/li>\n\n\n\n<li><strong>\u4e2d\u578b\u8bad\u7ec3\/LoRA\u6279\u91cf\u5b9e\u9a8c<\/strong><br>24 GB VRAM (RTX 4090) \u53ef\u57282-3\u5c0f\u65f6\u5b8c\u6210\u5343\u6761\u6307\u4ee4LoRA\uff1bCPU\u5c06\u653e\u592710-20\u500d\u65f6\u957f\u3002<\/li>\n\n\n\n<li><strong>\u591a\u6a21\u6001\/\u56fe\u751f\u6587<\/strong><br>Stable Diffusion\u3001VLM \u7b49\u4efb\u52a1\u9ad8\u5ea6\u4f9d\u8d56Tensor\u6838\u5fc3\uff0c\u4e0d\u9002\u5408CPU\u3002<\/li>\n<\/ul>\n\n\n\n<p><a href=\"https:\/\/cn.hostease.com\/gpu-servers.html#SGGPU\" title=\"\">Hostease\u5df2\u5728\u65b0\u52a0\u5761\u6570\u636e\u4e2d\u5fc3\u4e0a\u67b6 GPU\u670d\u52a1\u5668\uff088\u00d7H100\uff09<\/a>\uff0c\u65b9\u4fbf\u5916\u8d38\u5356\u5bb6\u6d3b\u52a8\u9ad8\u5cf0\u671f\u7a81\u53d1\u7b97\u529b\u9700\u6c42\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u6218\u4f18\u5316\u5c0f\u8d34\u58eb<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AVX-512 \/ IPEX-LLM<\/strong>\uff1a\u9009\u62e9\u652f\u6301AVX-512\u7684\u5904\u7406\u5668\u6216\u5f00\u542fIntel IPEX-LLM\uff0c\u53ef\u83b7\u5f9730-40%\u6027\u80fd\u589e\u76ca\u3002<\/li>\n\n\n\n<li><strong>kv-cache\u6301\u4e45\u5316<\/strong>\uff1a\u5bf9\u591a\u8f6e\u5bf9\u8bdd\u542f\u7528kv-cache\u843d\u76d8\uff0c\u51cf\u5c11\u9996\u6b21Token\u51b7\u542f\u52a8\u5ef6\u8fdf\u3002<\/li>\n\n\n\n<li><strong>\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0e\u91cf\u5316\u4f4d\u5bbd\u52a8\u6001\u8c03\u8282<\/strong>\uff1a\u5728API\u4fa7\u66b4\u9732<code>n_ctx<\/code>\u4e0e\u4f4d\u5bbd\u53c2\u6570\uff0c\u8ba9\u7528\u6237\u81ea\u884c\u6743\u8861\u901f\u5ea6\u4e0e\u7cbe\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Hostease\u65b0\u52a0\u5761\u4ea7\u54c1\u7ec4\u5408\u901f\u89c8<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u4ea7\u54c1\u7ebf<\/th><th>\u5178\u578b\u65b9\u6848<\/th><th>\u9002\u7528\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td>\u65b0\u52a0\u5761VPS\u4e91\u4e3b\u673a<\/td><td>2-8 vCPU \/ 4-32 GB RAM<\/td><td>\u5c0f\u89c4\u6a21\u63a8\u7406\u3001Web\/API<\/td><\/tr><tr><td>\u65b0\u52a0\u5761GPU\u670d\u52a1\u5668<\/td><td>RTX 4090 \/ L40 S \/ A800<\/td><td>\u9ad8\u5e76\u53d1\u63a8\u7406\u3001LoRA\u8bad\u7ec3<\/td><\/tr><tr><td><a href=\"https:\/\/cn.hostease.com\/singapore-servers.html\" title=\"\">\u65b0\u52a0\u5761\u72ec\u7acb\u670d\u52a1\u5668<\/a><\/td><td>16-64 vCPU \/ 128 GB+<\/td><td>\u591a\u6a21\u578b\u90e8\u7f72\u3001\u6279\u91cf\u6570\u636e\u5904\u7406<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">FAQ\uff08\u65b0\u624b\u9ad8\u9891\u95ee\u7b54\uff09<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Q\uff1a\u53ea\u6709CPU\u7684VPS\u80fd\u76f4\u63a5\u8bad\u7ec3\u6a21\u578b\u5417\uff1f<\/strong><br><strong>A\uff1a<\/strong> \u7406\u8bba\u4e0a\u53ef\u4ee5\uff0c\u4f46\u5373\u4fbf7B LoRA\u4e5f\u53ef\u80fd\u9700\u8981\u6570\u5341\u5c0f\u65f6\uff1b\u5efa\u8bae\u79df\u7528Hostease GPU\u670d\u52a1\u5668\u8282\u7ea6\u65f6\u95f4\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Q\uff1aAVX\u6307\u4ee4\u5bf9\u63a8\u7406\u5f71\u54cd\u5927\u5417\uff1f<\/strong><br><strong>A\uff1a<\/strong> \u6709\u3002\u5f00\u542fAVX-512\u53ef\u8ba97B\u6a21\u578bCPU\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u7ea630%\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Q\uff1aVPS\u80fd\u88c5Docker\/vLLM\u5417\uff1f<\/strong><br><strong>A\uff1a<\/strong> Hostease\u65b0\u52a0\u5761VPS\u9884\u88c5Ubuntu 22 LTS\uff0c\u53ef\u4e00\u952e\u5b89\u88c5Docker\u3001vLLM\u6216ollama\uff0c\u65e0\u9700\u989d\u5916\u6536\u8d39\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Q\uff1a\u9700\u8981\u591a\u5c11\u5185\u5b58\u624d\u7a33\uff1f<\/strong><br><strong>A\uff1a<\/strong> 7B INT4 \u63a8\u7406\u6700\u597d\u9884\u755910 GB\u53ef\u7528RAM\uff0c\u907f\u514dOOM\uff1b\u91cf\u5316\u6a21\u578b\u65f6\u9700\u4e34\u65f660 GB\u5cf0\u503c\u3002<\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>Q\uff1a\u5e26\u5bbd\u5bf9\u63a8\u7406\u5f71\u54cd\u5927\u5417\uff1f<\/strong><br><strong>A\uff1a<\/strong> \u6587\u672c\u63a8\u7406\u4e3b\u8981\u74f6\u9888\u5728CPU\/IO\uff1b30 Mbps\u8db3\u591f\u652f\u6491\u767e\u7ea7\u5e76\u53d1\u8fd4\u56de\u7ed3\u679c\uff0c\u4f46\u591a\u6a21\u6001\u9700\u66f4\u9ad8\u4e0a\u884c\u3002<\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">\u5199\u5728\u6700\u540e<\/h2>\n\n\n\n<p>\u5982\u679c\u4f60\u7684\u76ee\u6807\u662f\u9a8c\u8bc1\u60f3\u6cd5\u6216\u5728\u8de8\u5883\u7ad9\u70b9\u5d4c\u5165\u667a\u80fd\u5ba2\u670d\uff0c\u4e00\u4e2a4-8 vCPU\u7684Hostease\u65b0\u52a0\u5761VPS\u5c31\u80fd\u8dd1\u901a7B\u7ea7\u6a21\u578b\uff1b\u5f53\u5e76\u53d1\u548c\u65f6\u5ef6\u5f00\u59cb\u6210\u4e3a\u74f6\u9888\uff0c\u518d\u5e73\u6ed1\u5347\u7ea7\u5230GPU\u670d\u52a1\u5668\u6216\u72ec\u7acb\u670d\u52a1\u5668\u5373\u53ef\u3002\u7acb\u5373\u8bbf\u95ee<a href=\"https:\/\/cn.hostease.com\" title=\"\">Hostease\u5b98\u7f51<\/a>\uff0c\u9009\u914d\u6700\u5408\u9002\u7684\u8282\u70b9\uff0c\u62a2\u5360\u4e1c\u5357\u4e9aAI\u84dd\u6d77\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u5728\u65b0\u52a0\u5761VPS\u4e0a\u8dd1AI\u6a21\u578b\uff1f\u672c\u6587\u7ed3\u5408\u5b9e\u6d4b\u4e0e\u6700\u4f73\u5b9e\u8df5\uff0c\u62c6\u89e3CPU\u8ba1\u7b97\u578bVPS\u5bf97B\u53ca\u4ee5\u4e0b\u6a21\u578b\u7684\u5c0f\u89c4\u6a21\u63a8\u7406\u3001AI demo\u90e8\u7f72\u4e0e\u8f7b\u91cf\u8bad\u7ec3\u7684\u53ef\u884c\u6027\uff0c\u5e76\u7ed9\u51faGPU\u66ff\u4ee3\u65b9\u6848<\/p>\n","protected":false},"author":2,"featured_media":24708,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[2],"tags":[2567,3057,1553,3056],"class_list":["post-24705","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-ai","tag-cpuvps","tag-vps","tag-3056"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/cn.hostease.com\/blog\/wp-content\/uploads\/2025\/07\/AI\u63a8\u7406\u4e0e\u865a\u62df\u5316\u6280\u672f\u7684\u878d\u5408\u89c6\u89c9\u6f14\u793a.webp","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/posts\/24705","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/comments?post=24705"}],"version-history":[{"count":2,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/posts\/24705\/revisions"}],"predecessor-version":[{"id":24709,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/posts\/24705\/revisions\/24709"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/media\/24708"}],"wp:attachment":[{"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/media?parent=24705"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/categories?post=24705"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cn.hostease.com\/blog\/wp-json\/wp\/v2\/tags?post=24705"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}