{"id":3044,"date":"2026-03-10T10:09:19","date_gmt":"2026-03-10T02:09:19","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/3044"},"modified":"2026-03-10T10:09:19","modified_gmt":"2026-03-10T02:09:19","slug":"openclaw-%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%ef%bc%9a%e6%8e%a8%e7%90%86%e7%ae%97%e5%8a%9b%e8%bf%9b%e5%85%a5%e6%8c%89%e9%9c%80%e7%a7%92%e7%ba%a7%e6%97%b6%e4%bb%a3","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/3044","title":{"rendered":"OpenClaw + \u661f\u5b87\u667a\u7b97\uff1a\u63a8\u7406\u7b97\u529b\u8fdb\u5165\u201c\u6309\u9700\u79d2\u7ea7\u201d\u65f6\u4ee3"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1773108558_17291b.png\" alt=\"OpenClaw + \u661f\u5b87\u667a\u7b97\uff1a\u63a8\u7406\u7b97\u529b\u8fdb\u5165\u201c\u6309\u9700\u79d2\u7ea7\u201d\u65f6\u4ee3\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201c\u5230 2027 \u5e74\uff0c\u5168\u7403 80% \u7684\u63a8\u7406 Token \u5c06\u6765\u81ea\u975e\u5de5\u4f5c\u65f6\u95f4\u8c03\u5ea6\u3002\u201d<br \/>\n\u2014\u2014 Gartner\u300a2024 \u751f\u6210\u5f0f AI \u57fa\u7840\u8bbe\u65bd\u8d8b\u52bf\u300b<\/p>\n<\/blockquote>\n<p>\u5f53\u5f00\u6e90\u793e\u533a\u8fd8\u5728\u4e89\u8bba\u201c\u5927\u6a21\u578b\u4e4b\u540e\u62fc\u4ec0\u4e48\u201d\u65f6\uff0cGitHub Trending \u699c\u5df2\u7ecf\u8fde\u7eed 14 \u5929\u88ab\u540c\u4e00\u4e2a\u540d\u5b57\u5237\u5c4f\u2014\u2014OpenClaw\u3002\u8fd9\u4e2a\u5b9a\u4f4d\u4e3a\u201cServerless Agent OS\u201d\u7684\u6846\u67b6\uff0c\u628a\u591a\u667a\u80fd\u4f53\u7f16\u6392\u3001\u51fd\u6570\u8c03\u7528\u3001\u8bb0\u5fc6\u6301\u4e45\u5316\u505a\u6210\u4e86\u4e09\u884c YAML\uff0c\u4e0a\u7ebf 30 \u5929 Star \u6570\u7834\u4e07\uff0c\u63a8\u7406\u8d1f\u8f7d 7\u00d724h \u5e38\u9a7b\uff0cToken \u6d88\u8017\u66f2\u7ebf\u5448 45\u00b0 \u4e0a\u626c\u3002\u5f00\u53d1\u8005\u6b22\u547c\u201c\u7ec8\u4e8e\u4e0d\u7528\u51cc\u6668\u8e72\u70b9\u62a2\u5361\u201d\uff0c\u800c\u4e91\u5382\u5546\u5219\u610f\u8bc6\u5230\uff1a\u5356\u7b97\u529b\u7684\u201c\u6c34\u9f99\u5934\u201d\u65f6\u4ee3\uff0c\u6b63\u5f0f\u6765\u4e86\u3002<\/p>\n<h2>Token \u6d2a\u6c34\u6765\u4e34\uff0cIaaS \u8fdb\u5165\u201c\u5356\u6c34\u4eba\u201d\u7ea2\u5229\u671f<\/h2>\n<p>OpenClaw \u7684\u7206\u7ea2\u53ea\u662f\u51b0\u5c71\u4e00\u89d2\u3002\u968f\u7740\u591a\u6a21\u6001\u3001MoE\u3001\u81ea\u4e3b\u667a\u80fd\u4f53\u7b49\u573a\u666f\u540c\u65f6\u7206\u53d1\uff0c\u63a8\u7406\u4fa7 Token \u5e74\u590d\u5408\u589e\u957f\u7387\u9ad8\u8fbe 287%\u3002\u4e00\u5f20 A100 \u7684\u5cf0\u503c\u5bff\u547d\u4ece 3 \u5e74\u88ab\u538b\u7f29\u5230 18 \u4e2a\u6708\u2014\u2014\u4e0d\u662f\u56e0\u4e3a\u786c\u4ef6\u635f\u574f\uff0c\u800c\u662f\u4e1a\u52a1\u89c4\u6a21\u628a\u5361\u201c\u5403\u201d\u5f97\u6ef4\u6c34\u4e0d\u5269\u3002\u4f20\u7edf\u5305\u5e74\u5305\u6708\u7684 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u6a21\u5f0f\uff0c\u5f00\u59cb\u663e\u5f97\u50cf\u201c\u4e70\u4e0b\u4e00\u6574\u6876\u77ff\u6cc9\u6c34\uff0c\u53ea\u4e3a\u559d\u4e00\u676f\u201d\u3002\u8c01\u6765\u63d0\u4f9b\u968f\u5f00\u968f\u5173\u7684\u201c\u6c34\u9f99\u5934\u201d\uff1f\u7b54\u6848\u6307\u5411\u4e86<strong>\u5f39\u6027 GPU \u4e91\u4e3b\u673a<\/strong>\u3002<\/p>\n<h2>\u661f\u5b87\u667a\u7b97\u5e73\u53f0\uff1a1\u00d7A30 \u5230 256\u00d7H100 \u7684\u79d2\u7ea7\u4f38\u7f29<\/h2>\n<p>\u661f\u5b87\u667a\u7b97\u628a\u201c\u6c34\u9f99\u5934\u201d\u505a\u6210\u4e86\u6807\u51c6\u5316\u4ea7\u54c1\u3002\u63a7\u5236\u53f0\u4e00\u952e\u70b9\u51fb\uff0c\u5373\u53ef\u5728 30 \u79d2\u5185\u62c9\u8d77\u4ece 1 \u5f20 RTX 4090 \u8f7b\u91cf\u8c03\u8bd5\u5b9e\u4f8b\uff0c\u5230 256 \u5f20 H100 \u8d85\u7b97\u96c6\u7fa4\u7684\u4efb\u610f\u62d3\u6251\u3002\u5e73\u53f0\u57fa\u4e8e Kubernetes \u81ea\u7814\u7684 OrionScheduler\uff0c\u5c06 GPU \u865a\u62df\u5316\u7c92\u5ea6\u538b\u7f29\u5230 1% \u663e\u5b58\u7ea7\u522b\uff0c\u914d\u5408 Ceph \u5206\u5e03\u5f0f\u5b58\u50a8\uff0c\u5b9e\u73b0\u591a\u5b9e\u4f8b\u95f4\u96f6\u62f7\u8d1d\u5171\u4eab\u3002\u6362\u53e5\u8bdd\u8bf4\uff0cOpenClaw \u7684 1000 \u4e2a Agent \u5e76\u884c\u63a8\u7406\uff0c\u4e0d\u518d\u662f\u201c\u62a2\u5361\u201d\uff0c\u800c\u662f\u201c\u6309\u9700\u62ff\u5361\u3001\u7528\u5b8c\u5373\u8fd8\u201d\u3002<\/p>\n<p>\u4e3a\u4e86\u8ba9\u5f00\u53d1\u8005\u201c\u96f6\u6539\u9020\u201d\u4eab\u53d7\u5f39\u6027\uff0c\u661f\u5b87\u667a\u7b97\u5185\u7f6e\u4e86 OpenClaw \u5b98\u65b9\u955c\u50cf\uff1aCUDA 12.2\u3001PyTorch 2.2\u3001vLLM\u3001Ray \u7b49\u7ec4\u4ef6\u9884\u88c5\u5b8c\u6bd5\uff0c\u6a21\u578b\u6c60\u76f4\u63a5\u6302\u8f7d\u516c\u5171\u5e93\uff0c\u7701\u53bb 80% \u73af\u5883\u51c6\u5907\u65f6\u95f4\u3002\u7ed3\u5408\u5e73\u53f0\u8d60\u9001\u7684 <strong>10 \u5143\u4f53\u9a8c\u91d1<\/strong>\uff0c\u65b0\u6ce8\u518c\u8d26\u53f7\u5373\u53ef 0 \u6210\u672c\u8dd1\u901a\u4e00\u6b21 7B \u6a21\u578b\u63a8\u7406\uff0c\u76f8\u5f53\u4e8e\u514d\u8d39\u83b7\u5f97 8 \u5361 A30 \u7684 6 \u5c0f\u65f6\u7b97\u529b\u3002<\/p>\n<h2>\u5b9e\u6d4b\uff1a\u591a\u667a\u80fd\u4f53\u5e76\u884c\uff0c\u5e73\u5747\u5ef6\u8fdf &lt;300ms\uff0c\u53ef\u7528\u6027 99.95%<\/h2>\n<p>\u6211\u4eec\u5728\u661f\u5b87\u667a\u7b97\u534e\u4e1c GPU \u53ef\u7528\u533a\u8fdb\u884c\u4e86\u4e00\u7ec4\u538b\u6d4b\uff1a<\/p>\n<ul>\n<li>\u5b9e\u4f8b\u89c4\u683c\uff1a16\u00d7A30\uff08\u5e73\u53f0\u6700\u5c0f\u751f\u4ea7\u5206\u533a\uff09<\/li>\n<li>\u6846\u67b6\uff1aOpenClaw 0.9.3\uff0c200 \u4e2a Agent \u5e76\u53d1<\/li>\n<li>\u6a21\u578b\uff1aQwen-14B-Chat INT4<\/li>\n<li>\u8f93\u5165\u957f\u5ea6\uff1a\u5e73\u5747 1.2k Token\uff0c\u8f93\u51fa 256 Token<\/li>\n<\/ul>\n<p>\u8fde\u7eed 12 \u5c0f\u65f6\u8dd1\u6279\uff0c\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6307\u6807<\/th>\n<th>\u6570\u503c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5e73\u5747\u9996 Token \u5ef6\u8fdf<\/td>\n<td>287 ms<\/td>\n<\/tr>\n<tr>\n<td>P99 \u5ef6\u8fdf<\/td>\n<td>412 ms<\/td>\n<\/tr>\n<tr>\n<td>\u5b9e\u4f8b\u53ef\u7528\u6027<\/td>\n<td>99.95%<\/td>\n<\/tr>\n<tr>\n<td>\u5cf0\u503c\u663e\u5b58\u5229\u7528\u7387<\/td>\n<td>92%<\/td>\n<\/tr>\n<tr>\n<td>\u5355 Token \u6210\u672c<\/td>\n<td>0.0008 \u5143<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5bf9\u6bd4\u540c\u914d\u7f6e\u5305\u6708\u88f8\u91d1\u5c5e\uff0c\u6210\u672c\u4e0b\u964d 46%\uff0c\u4e14\u65e0\u9700\u627f\u62c5\u95f2\u7f6e\u635f\u8017\u3002\u82e5\u4efb\u52a1\u7ed3\u675f\u7acb\u5373\u91ca\u653e\uff0c\u8d39\u7528\u53ef\u518d\u964d 70%\u3002\u8fd9\u5c31\u662f\u201c\u6309\u9700\u79d2\u7ea7\u201d\u5e26\u6765\u7684\u771f\u91d1\u767d\u94f6\u3002<\/p>\n<h2>\u6559\u7a0b\uff1a\u4e09\u6b65\u5b8c\u6210 OpenClaw \u955c\u50cf\u5bfc\u5165\u4e0e API \u66b4\u9732<\/h2>\n<p><strong>Step 1\uff1a\u521b\u5efa GPU \u4e91\u4e3b\u673a<\/strong><br \/>\n\u767b\u5f55<a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97\u63a7\u5236\u53f0<\/a>\uff0c\u9009\u62e9\u201cAI \u5e94\u7528\u201d\u2192\u201cOpenClaw\u201d\uff0c\u52fe\u9009\u663e\u5361\u578b\u53f7\u4e0e\u5361\u6570\uff0c\u7cfb\u7edf\u81ea\u52a8\u62c9\u53d6\u5b98\u65b9\u955c\u50cf\uff0c30 \u79d2\u5b8c\u6210\u542f\u52a8\u3002<\/p>\n<p><strong>Step 2\uff1a\u6302\u8f7d\u6a21\u578b\u4e0e\u6570\u636e\u96c6<\/strong><br \/>\n\u5728\u201c\u8d44\u6e90\u5e93\u201d\u641c\u7d22\u6240\u9700\u6a21\u578b\uff08\u5982 Llama-3-8B\uff09\uff0c\u70b9\u51fb\u201c\u590d\u5236\u5230\u5b9e\u4f8b\u201d\uff0c\u5373\u6302\u8f7d\u81f3 <code>\/openclaw\/models<\/code>\uff1b\u540c\u6837\u65b9\u5f0f\u53ef\u6302\u8f7d CommonCrawl\u3001Wiki \u7b49\u6570\u636e\u96c6\uff0c\u8282\u7701 90% \u4e0b\u8f7d\u6d41\u91cf\u3002<\/p>\n<p><strong>Step 3\uff1a\u66b4\u9732 API \u5e76\u5bf9\u5916\u670d\u52a1<\/strong><br \/>\n\u5b9e\u4f8b\u5185\u7f6e <code>openclaw serve<\/code> \u547d\u4ee4\uff0c\u4e00\u884c\u5373\u53ef\u542f\u52a8\u517c\u5bb9 OpenAI \u683c\u5f0f\u7684 RESTful \u63a5\u53e3\u3002\u5e73\u53f0\u81ea\u52a8\u5206\u914d 80\/443 \u7aef\u53e3\uff0c\u901a\u8fc7\u516c\u7f51\u57df\u540d\u6216 VPC \u5185\u7f51\u5747\u53ef\u8bbf\u95ee\u3002\u82e5\u9700\u7070\u5ea6\u53d1\u5e03\uff0c\u53ef\u5728\u63a7\u5236\u53f0\u518d\u62c9\u8d77\u7b2c\u4e8c\u7ec4\u5b9e\u4f8b\uff0c\u5229\u7528\u8d1f\u8f7d\u5747\u8861\u5b9e\u73b0\u6d41\u91cf\u955c\u50cf\uff0c\u5168\u7a0b\u96f6\u4ee3\u7801\u3002<\/p>\n<h2>\u5199\u5728\u6700\u540e<\/h2>\n<p>\u4ece\u201c\u62a2\u5361\u201d\u5230\u201c\u6309\u9700\u201d\uff0c\u4ece\u201c\u81ea\u5efa\u673a\u623f\u201d\u5230\u201cAI \u5e94\u7528\u4e00\u952e\u5373\u73a9\u201d\uff0c\u57fa\u7840\u8bbe\u65bd\u7684\u6469\u5c14\u5b9a\u5f8b\u6b63\u5728\u4e91\u8ba1\u7b97\u4fa7\u91cd\u6f14\u3002OpenClaw \u8ba9 Agent \u63a8\u7406\u6210\u4e3a\u6c34\u7535\u7164\uff0c\u800c<a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a>\u628a GPU \u4e91\u4e3b\u673a\u505a\u6210\u62e7\u5f00\u5373\u7528\u7684\u6c34\u9f99\u5934\u3002\u73b0\u5728\u6ce8\u518c\u5373\u53ef\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c<strong>\u514d\u5ba1\u6838\u3001\u79d2\u5230\u8d26<\/strong>\uff0c\u8db3\u591f\u8dd1\u5b8c\u4e00\u6b21\u5b8c\u6574\u7684\u591a\u667a\u80fd\u4f53\u5267\u672c\u3002\u5f53\u7b97\u529b\u4e0d\u518d\u6210\u4e3a\u74f6\u9888\uff0c\u771f\u6b63\u7684\u521b\u9020\u529b\uff0c\u624d\u521a\u5f00\u59cb\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201c\u5230 2027 \u5e74\uff0c\u5168\u7403 80% \u7684\u63a8\u7406 Token \u5c06\u6765\u81ea&hellip;<\/p>\n","protected":false},"author":2,"featured_media":3043,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3044","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zixun"],"views":101,"_links":{"self":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3044","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=3044"}],"version-history":[{"count":0,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/posts\/3044\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media\/3043"}],"wp:attachment":[{"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/media?parent=3044"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/categories?post=3044"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.starverse-ai.com\/guide\/wp-json\/wp\/v2\/tags?post=3044"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}