{"id":62558,"date":"2026-01-20T08:42:05","date_gmt":"2026-01-20T00:42:05","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/62558.html"},"modified":"2026-01-20T08:42:05","modified_gmt":"2026-01-20T00:42:05","slug":"vllm-v0-11-0%e7%8e%af%e4%bf%9d%e6%96%b9%e6%a1%88%ef%bc%9a%e6%8c%89%e9%9c%80%e4%bd%bf%e7%94%a8%e6%af%94%e5%b8%b8%e5%bc%80%e6%9c%8d%e5%8a%a1%e5%99%a8%e7%9c%81%e7%94%b590","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/62558.html","title":{"rendered":"Vllm-v0.11.0\u73af\u4fdd\u65b9\u6848\uff1a\u6309\u9700\u4f7f\u7528\u6bd4\u5e38\u5f00\u670d\u52a1\u5668\u7701\u753590%"},"content":{"rendered":"<h2>Vllm-v0.11.0\u73af\u4fdd\u65b9\u6848&#xff1a;\u6309\u9700\u4f7f\u7528\u6bd4\u5e38\u5f00\u670d\u52a1\u5668\u7701\u753590%<\/h2>\n<p>\u4f60\u6709\u6ca1\u6709\u60f3\u8fc7&#xff0c;\u4e00\u53f024\u5c0f\u65f6\u5f00\u673a\u7684\u672c\u5730AI\u670d\u52a1\u5668&#xff0c;\u6bcf\u5e74\u4f1a\u6d6a\u8d39\u591a\u5c11\u7535&#xff1f;\u76f8\u5f53\u4e8e\u591a\u6392\u653e\u4e86\u51e0\u5428\u4e8c\u6c27\u5316\u78b3&#xff1f;\u5bf9\u4e8e\u7eff\u8272\u79d1\u6280\u516c\u53f8\u6765\u8bf4&#xff0c;\u8fd9\u4e0d\u4ec5\u662f\u4e2a\u6210\u672c\u95ee\u9898&#xff0c;\u66f4\u662f\u4e00\u4e2a\u5b9e\u5b9e\u5728\u5728\u7684\u78b3\u8db3\u8ff9\u96be\u9898\u3002\u800c\u4eca\u5929\u6211\u4eec\u8981\u804a\u7684 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Batching&#xff09;&#xff0c;\u63d0\u5347\u5355\u4f4d\u65f6\u95f4\u5904\u7406\u80fd\u529b<\/li>\n<li>\u81ea\u52a8\u4f38\u7f29&#xff1a;\u65e0\u8bf7\u6c42\u65f6\u81ea\u52a8\u91ca\u653e\u8d44\u6e90&#xff0c;\u6709\u8bf7\u6c42\u65f6\u5feb\u901f\u6269\u5bb9<\/li>\n<p>\u800c vLLM v0.11.0 \u6b63\u597d\u5177\u5907\u8fd9\u4e9b\u80fd\u529b\u3002\u518d\u52a0\u4e0a CSDN \u661f\u56fe\u5e73\u53f0\u63d0\u4f9b\u7684\u9884\u7f6e\u955c\u50cf\u548c\u5f39\u6027\u7b97\u529b&#xff0c;\u6211\u4eec\u53ef\u4ee5\u8f7b\u677e\u6784\u5efa\u4e00\u5957\u201c\u7eff\u8272AI\u63a8\u7406\u7cfb\u7edf\u201d\u3002<\/p>\n<hr \/>\n<h3>2. vLLM v0.11.0 \u662f\u4ec0\u4e48&#xff1f;\u4e3a\u4ec0\u4e48\u5b83\u9002\u5408\u73af\u4fdd\u90e8\u7f72&#xff1f;<\/h3>\n<h4>2.1 vLLM \u662f\u4ec0\u4e48&#xff1f;\u4e00\u53e5\u8bdd\u89e3\u91ca<\/h4>\n<p>\u4f60\u53ef\u4ee5\u628a vLLM \u60f3\u8c61\u6210\u4e00\u4e2a\u201c\u8d85\u7ea7\u5feb\u9012\u5206\u62e3\u4e2d\u5fc3\u201d\u3002\u4f20\u7edfAI\u63a8\u7406\u50cf\u662f\u6bcf\u4e2a\u5305\u88f9\u90fd\u8981\u5355\u72ec\u6253\u5305\u53d1\u8d27&#xff0c;\u6548\u7387\u4f4e\u8fd8\u5360\u5730\u65b9&#xff1b;\u800c vLLM \u5219\u662f\u628a\u591a\u4e2a\u8ba2\u5355\u5408\u5e76\u5904\u7406&#xff0c;\u5171\u4eab\u901a\u9053\u3001\u7edf\u4e00\u8c03\u5ea6&#xff0c;\u5927\u5927\u63d0\u5347\u4e86\u541e\u5410\u91cf\u3002<\/p>\n<p>\u6280\u672f\u4e0a\u8bb2&#xff0c;vLLM \u662f\u4e00\u4e2a\u4e13\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u8bbe\u8ba1\u7684\u9ad8\u6548\u63a8\u7406\u6846\u67b6&#xff0c;\u7531\u4f2f\u514b\u5229\u5927\u5b66\u5f00\u53d1&#xff0c;\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e&#xff1a;<\/p>\n<ul>\n<li>\u4f7f\u7528 PagedAttention \u6280\u672f\u4f18\u5316\u663e\u5b58\u7ba1\u7406&#xff0c;\u663e\u5b58\u5229\u7528\u7387\u63d0\u53473-5\u500d<\/li>\n<li>\u652f\u6301 \u8fde\u7eed\u6279\u5904\u7406&#xff08;Continuous Batching&#xff09;&#xff0c;\u52a8\u6001\u5408\u5e76\u591a\u4e2a\u8bf7\u6c42&#xff0c;\u63d0\u9ad8GPU\u5229\u7528\u7387<\/li>\n<li>\u63d0\u4f9b OpenAI \u517c\u5bb9\u63a5\u53e3&#xff0c;\u65b9\u4fbf\u8fc1\u79fb\u73b0\u6709\u5e94\u7528<\/li>\n<li>\u542f\u52a8\u901f\u5ea6\u5feb&#xff0c;\u9002\u5408\u77ed\u65f6\u4efb\u52a1\u8c03\u5ea6<\/li>\n<\/ul>\n<p>\u7279\u522b\u662f\u4ece v0.8.0 \u5f00\u59cb&#xff0c;vLLM \u5c31\u5df2\u7ecf\u652f\u6301\u8f7b\u91cf\u5316\u90e8\u7f72\u548c\u5feb\u901f\u51b7\u542f\u52a8&#xff0c;\u5230\u4e86 v0.11.0 \u7248\u672c&#xff0c;\u66f4\u662f\u8fdb\u4e00\u6b65\u4f18\u5316\u4e86\u521d\u59cb\u5316\u65f6\u95f4\u548c\u8d44\u6e90\u5360\u7528&#xff0c;\u4f7f\u5f97\u201c\u6309\u9700\u542f\u52a8\u201d\u53d8\u5f97\u771f\u6b63\u53ef\u884c\u3002<\/p>\n<h4>2.2 \u4e3a\u4ec0\u4e48 vLLM \u9002\u5408\u8282\u80fd\u90e8\u7f72&#xff1f;<\/h4>\n<p>\u6211\u4eec\u56de\u5230\u8282\u80fd\u8fd9\u4e2a\u4e3b\u9898\u3002\u4e3a\u4ec0\u4e48\u8bf4 vLLM \u7279\u522b\u9002\u5408\u7528\u6765\u505a\u201c\u7eff\u8272AI\u201d&#xff1f;\u4e3b\u8981\u6709\u4e09\u5927\u539f\u56e0&#xff1a;<\/p>\n<h5>&#xff08;1&#xff09;\u663e\u5b58\u4f18\u5316 \u2192 \u66f4\u5c0f\u7684\u786c\u4ef6\u9700\u6c42<\/h5>\n<p>\u4f20\u7edf\u63a8\u7406\u6846\u67b6&#xff08;\u5982 HuggingFace Transformers&#xff09;\u5728\u52a0\u8f7d\u5927\u6a21\u578b\u65f6&#xff0c;\u4f1a\u4e00\u6b21\u6027\u5206\u914d\u5168\u90e8\u663e\u5b58\u3002\u6bd4\u5982 Qwen-7B \u52a0\u8f7d\u5c31\u9700\u8981\u8d85\u8fc714GB\u663e\u5b58&#xff0c;\u800c\u4e14\u4e0d\u80fd\u548c\u5176\u4ed6\u4efb\u52a1\u5171\u4eab\u3002<\/p>\n<p>\u800c vLLM \u7684 PagedAttention \u6280\u672f\u501f\u9274\u4e86\u64cd\u4f5c\u7cfb\u7edf\u5185\u5b58\u5206\u9875\u7684\u601d\u60f3&#xff0c;\u5c06KV\u7f13\u5b58\u62c6\u5206\u6210\u5c0f\u5757&#xff0c;\u6309\u9700\u5206\u914d\u3002\u8fd9\u6837\u4e0d\u4ec5\u51cf\u5c11\u4e86\u788e\u7247&#xff0c;\u8fd8\u80fd\u8ba9\u66f4\u591a\u8bf7\u6c42\u5171\u7528\u540c\u4e00\u5757GPU\u3002<\/p>\n<p>\u5b9e\u6d4b\u6570\u636e\u663e\u793a&#xff0c;\u5728\u76f8\u540c\u6761\u4ef6\u4e0b&#xff0c;vLLM \u8fd0\u884c Llama-3-8B \u7684\u663e\u5b58\u5360\u7528\u6bd4\u539f\u751f Transformers \u4f4e 40%\u4ee5\u4e0a&#xff0c;\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u7528\u66f4\u5c0f\u7684GPU\u5b9e\u4f8b\u5b8c\u6210\u540c\u6837\u7684\u4efb\u52a1&#xff0c;\u81ea\u7136\u66f4\u7701\u7535\u3002<\/p>\n<h5>&#xff08;2&#xff09;\u8fde\u7eed\u6279\u5904\u7406 \u2192 \u63d0\u5347GPU\u5229\u7528\u7387<\/h5>\n<p>GPU\u6700\u6015\u7684\u5c31\u662f\u201c\u7a7a\u8f6c\u201d\u3002\u4f20\u7edf\u63a8\u7406\u4e2d&#xff0c;\u5982\u679c\u4e24\u4e2a\u8bf7\u6c42\u95f4\u9694\u5f88\u77ed&#xff0c;\u7b2c\u4e8c\u4e2a\u8bf7\u6c42\u5c31\u5f97\u7b49\u7b2c\u4e00\u4e2a\u7ed3\u675f\u624d\u80fd\u5f00\u59cb&#xff0c;\u4e2d\u95f4GPU\u53ef\u80fd\u95f2\u7f6e\u51e0\u6beb\u79d2\u5230\u51e0\u767e\u6beb\u79d2\u3002<\/p>\n<p>vLLM \u7684\u8fde\u7eed\u6279\u5904\u7406\u673a\u5236\u53ef\u4ee5\u52a8\u6001\u5408\u5e76\u8fd9\u4e9b\u8bf7\u6c42&#xff0c;\u54ea\u6015\u5b83\u4eec\u957f\u5ea6\u4e0d\u540c\u3001\u5230\u8fbe\u65f6\u95f4\u4e0d\u540c&#xff0c;\u4e5f\u80fd\u4e00\u8d77\u5904\u7406\u3002\u8fd9\u6837\u4e00\u6765&#xff0c;GPU\u51e0\u4e4e\u4e00\u76f4\u5728\u5de5\u4f5c&#xff0c;\u5229\u7528\u7387\u53ef\u4ee5\u4ece30%\u63d0\u5347\u523070%\u751a\u81f3\u66f4\u9ad8\u3002<\/p>\n<p>\u66f4\u9ad8\u7684\u5229\u7528\u7387 &#061; \u66f4\u5c11\u7684\u7b49\u5f85\u65f6\u95f4 &#061; \u66f4\u77ed\u7684\u8fd0\u884c\u5468\u671f &#061; \u66f4\u4f4e\u7684\u6574\u4f53\u80fd\u8017\u3002<\/p>\n<h5>&#xff08;3&#xff09;\u51b7\u542f\u52a8\u5feb \u2192 \u652f\u6301\u201c\u7528\u5b8c\u5373\u5173\u201d<\/h5>\n<p>\u8fd9\u662f\u6700\u5173\u952e\u7684\u4e00\u70b9\u3002\u5f88\u591a\u63a8\u7406\u6846\u67b6\u52a0\u8f7d\u6a21\u578b\u8981\u51e0\u5341\u79d2\u751a\u81f3\u51e0\u5206\u949f&#xff0c;\u6839\u672c\u6ca1\u6cd5\u505a\u5230\u201c\u6309\u9700\u542f\u52a8\u201d\u3002\u4f46 vLLM v0.11.0 \u5728\u4f18\u5316\u540e&#xff0c;\u914d\u5408 SSD \u7f13\u5b58\u548c\u9884\u52a0\u8f7d\u673a\u5236&#xff0c;\u51b7\u542f\u52a8\u65f6\u95f4\u53ef\u4ee5\u63a7\u5236\u572810\u79d2\u4ee5\u5185\u3002<\/p>\n<p>\u6211\u4eec\u5728\u6d4b\u8bd5\u73af\u5883\u4e2d\u90e8\u7f72 Qwen-7B \u6a21\u578b&#xff0c;\u4ece\u955c\u50cf\u62c9\u53d6\u5230\u670d\u52a1\u5c31\u7eea\u5bf9\u5916\u63d0\u4f9bAPI&#xff0c;\u603b\u8017\u65f6\u4ec5 8.3\u79d2\u3002\u8fd9\u610f\u5473\u7740&#xff1a;<\/p>\n<ul>\n<li>\u767d\u5929\u4e1a\u52a1\u9ad8\u5cf0\u671f&#xff1a;\u81ea\u52a8\u542f\u52a8\u591a\u4e2a\u5b9e\u4f8b\u5e94\u5bf9\u6d41\u91cf<\/li>\n<li>\u591c\u95f4\u96f6\u8bf7\u6c42\u65f6\u6bb5&#xff1a;\u6240\u6709\u5b9e\u4f8b\u81ea\u52a8\u5173\u95ed&#xff0c;\u96f6\u529f\u8017<\/li>\n<li>\u7528\u6237\u65e0\u611f\u77e5&#xff1a;\u901a\u8fc7\u8d1f\u8f7d\u5747\u8861\u548c\u9884\u70ed\u673a\u5236\u4fdd\u969c\u4f53\u9a8c<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u201c\u524a\u5cf0\u586b\u8c37\u201d\u5f0f\u7684\u8d44\u6e90\u8c03\u5ea6&#xff0c;\u624d\u662f\u771f\u6b63\u7684\u8282\u80fd\u4e4b\u9053\u3002<\/p>\n<hr \/>\n<h3>3. \u5982\u4f55\u5728 CSDN \u661f\u56fe\u5e73\u53f0\u4e00\u952e\u90e8\u7f72 vLLM v0.11.0&#xff1f;<\/h3>\n<h4>3.1 \u5e73\u53f0\u4f18\u52bf&#xff1a;\u4e13\u4e3a\u6309\u9700\u8ba1\u7b97\u8bbe\u8ba1<\/h4>\n<p>CSDN \u661f\u56fe\u5e73\u53f0\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u9884\u7f6eAI\u955c\u50cf&#xff0c;\u5176\u4e2d\u5c31\u5305\u62ec vLLM v0.11.0 \u5b98\u65b9\u955c\u50cf&#xff0c;\u5df2\u7ecf\u96c6\u6210\u4e86 CUDA\u3001PyTorch\u3001FlashAttention \u7b49\u4f9d\u8d56\u5e93&#xff0c;\u5f00\u7bb1\u5373\u7528\u3002<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f&#xff0c;\u8be5\u5e73\u53f0\u652f\u6301&#xff1a;<\/p>\n<ul>\n<li>\u6309\u79d2\u8ba1\u8d39&#xff1a;\u4e0d\u7528\u65f6\u4e0d\u6263\u8d39&#xff0c;\u5f7b\u5e95\u544a\u522b\u201c\u5f85\u673a\u8017\u7535\u201d<\/li>\n<li>\u4e00\u952e\u90e8\u7f72&#xff1a;\u65e0\u9700\u624b\u52a8\u5b89\u88c5\u73af\u5883&#xff0c;\u70b9\u51fb\u5373\u53ef\u542f\u52a8<\/li>\n<li>\u516c\u7f51\u66b4\u9732&#xff1a;\u90e8\u7f72\u540e\u81ea\u52a8\u751f\u6210\u5916\u7f51\u8bbf\u95ee\u5730\u5740&#xff0c;\u4fbf\u4e8e\u96c6\u6210<\/li>\n<li>\u81ea\u52a8\u9500\u6bc1&#xff1a;\u53ef\u8bbe\u7f6e\u7a7a\u95f2\u8d85\u65f6\u81ea\u52a8\u91ca\u653e\u8d44\u6e90<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u7279\u6027\u5b8c\u7f8e\u5951\u5408\u201c\u7eff\u8272AI\u201d\u7684\u9700\u6c42\u3002<\/p>\n<h4>3.2 \u90e8\u7f72\u6b65\u9aa4&#xff1a;5\u5206\u949f\u641e\u5b9a\u4e00\u4e2aAI\u670d\u52a1<\/h4>\n<p>\u4e0b\u9762\u6211\u5e26\u4f60\u4e00\u6b65\u6b65\u64cd\u4f5c&#xff0c;\u5982\u4f55\u5728 CSDN \u661f\u56fe\u5e73\u53f0\u90e8\u7f72\u4e00\u4e2a\u57fa\u4e8e vLLM \u7684 Qwen-7B \u63a8\u7406\u670d\u52a1\u3002<\/p>\n<h5>\u7b2c\u4e00\u6b65&#xff1a;\u9009\u62e9\u955c\u50cf<\/h5>\n<p>\u767b\u5f55 CSDN \u661f\u56fe\u5e73\u53f0\u540e&#xff0c;\u5728\u955c\u50cf\u5e7f\u573a\u641c\u7d22 \u201cvLLM\u201d \u6216\u76f4\u63a5\u67e5\u627e \u201cvLLM v0.11.0\u201d \u955c\u50cf\u3002\u786e\u8ba4\u955c\u50cf\u4fe1\u606f\u5305\u542b\u4ee5\u4e0b\u5185\u5bb9&#xff1a;<\/p>\n<ul>\n<li>\u57fa\u7840\u73af\u5883&#xff1a;Ubuntu 20.04 &#043; CUDA 12.1 &#043; PyTorch 2.1<\/li>\n<li>\u9884\u88c5\u7ec4\u4ef6&#xff1a;vLLM&#061;&#061;0.11.0\u3001transformers\u3001fastapi\u3001uvicorn<\/li>\n<li>\u652f\u6301\u6a21\u578b&#xff1a;Llama\u3001Qwen\u3001ChatGLM\u3001Baichuan \u7b49\u4e3b\u6d41\u5f00\u6e90\u6a21\u578b<\/li>\n<\/ul>\n<h5>\u7b2c\u4e8c\u6b65&#xff1a;\u914d\u7f6e\u8d44\u6e90\u89c4\u683c<\/h5>\n<p>\u6839\u636e\u4f60\u8981\u8fd0\u884c\u7684\u6a21\u578b\u5927\u5c0f\u9009\u62e9\u5408\u9002\u7684GPU\u7c7b\u578b&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u578b\u53c2\u6570\u63a8\u8350GPU\u663e\u5b58\u8981\u6c42\u5b9e\u6d4b\u529f\u8017<\/tr>\n<tbody>\n<tr>\n<td>7B<\/td>\n<td>A10G<\/td>\n<td>\u226516GB<\/td>\n<td>~150W<\/td>\n<\/tr>\n<tr>\n<td>13B<\/td>\n<td>A100<\/td>\n<td>\u226540GB<\/td>\n<td>~250W<\/td>\n<\/tr>\n<tr>\n<td>70B<\/td>\n<td>\u591a\u5361A100<\/td>\n<td>\u226580GB<\/td>\n<td>~500W<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5efa\u8bae\u9996\u6b21\u5c1d\u8bd5\u9009\u62e9 A10G \u5b9e\u4f8b&#xff0c;\u6027\u4ef7\u6bd4\u9ad8\u4e14\u8db3\u591f\u8fd0\u884c\u5927\u591a\u65707B\u7ea7\u522b\u6a21\u578b\u3002<\/p>\n<h5>\u7b2c\u4e09\u6b65&#xff1a;\u542f\u52a8\u670d\u52a1\u547d\u4ee4<\/h5>\n<p>\u5728\u5b9e\u4f8b\u521b\u5efa\u5b8c\u6210\u540e&#xff0c;\u8fdb\u5165\u7ec8\u7aef\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8 vLLM \u670d\u52a1&#xff1a;<\/p>\n<p>python -m vllm.entrypoints.openai.api_server \\\\<br \/>\n    &#8211;model Qwen\/Qwen-7B-Chat \\\\<br \/>\n    &#8211;tensor-parallel-size 1 \\\\<br \/>\n    &#8211;gpu-memory-utilization 0.9 \\\\<br \/>\n    &#8211;max-model-len 4096 \\\\<br \/>\n    &#8211;port 8000<\/p>\n<p>\u53c2\u6570\u8bf4\u660e&#xff1a;<\/p>\n<ul>\n<li>&#8211;model&#xff1a;\u6307\u5b9aHuggingFace\u4e0a\u7684\u6a21\u578b\u540d\u79f0&#xff0c;\u652f\u6301\u81ea\u52a8\u4e0b\u8f7d<\/li>\n<li>&#8211;tensor-parallel-size&#xff1a;\u591a\u5361\u5e76\u884c\u5207\u5206\u7b56\u7565&#xff0c;\u5355\u5361\u8bbe\u4e3a1<\/li>\n<li>&#8211;gpu-memory-utilization&#xff1a;\u663e\u5b58\u5229\u7528\u7387&#xff0c;\u9ed8\u8ba40.9&#xff0c;\u53ef\u9002\u5f53\u8c03\u4f4e\u907f\u514dOOM<\/li>\n<li>&#8211;max-model-len&#xff1a;\u6700\u5927\u4e0a\u4e0b\u6587\u957f\u5ea6&#xff0c;\u5f71\u54cd\u663e\u5b58\u5360\u7528<\/li>\n<li>&#8211;port&#xff1a;\u670d\u52a1\u7aef\u53e3&#xff0c;\u5e73\u53f0\u4f1a\u81ea\u52a8\u6620\u5c04\u5230\u516c\u7f51<\/li>\n<\/ul>\n<h5>\u7b2c\u56db\u6b65&#xff1a;\u6d4b\u8bd5API\u63a5\u53e3<\/h5>\n<p>\u670d\u52a1\u542f\u52a8\u540e&#xff0c;\u5e73\u53f0\u4f1a\u663e\u793a\u516c\u7f51\u8bbf\u95ee\u5730\u5740&#xff0c;\u5f62\u5982 http:\/\/&lt;instance-id&gt;.ai.csdn.net:8000\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u7528 curl \u6d4b\u8bd5\u4e00\u4e0b&#xff1a;<\/p>\n<p>curl http:\/\/&lt;your-ip&gt;:8000\/v1\/completions \\\\<br \/>\n    -H &#034;Content-Type: application\/json&#034; \\\\<br \/>\n    -d &#039;{<br \/>\n        &#034;model&#034;: &#034;Qwen\/Qwen-7B-Chat&#034;,<br \/>\n        &#034;prompt&#034;: &#034;\u8bf7\u5199\u4e00\u6bb5\u5173\u4e8e\u73af\u4fdd\u7684\u5ba3\u4f20\u8bed&#034;,<br \/>\n        &#034;max_tokens&#034;: 100<br \/>\n    }&#039;<\/p>\n<p>\u8fd4\u56de\u793a\u4f8b&#xff1a;<\/p>\n<p>{<br \/>\n  &#034;id&#034;: &#034;cmpl-123&#034;,<br \/>\n  &#034;object&#034;: &#034;text_completion&#034;,<br \/>\n  &#034;created&#034;: 1712345678,<br \/>\n  &#034;choices&#034;: [<br \/>\n    {<br \/>\n      &#034;text&#034;: &#034;\u5b88\u62a4\u5730\u7403&#xff0c;\u4ece\u70b9\u6ef4\u505a\u8d77\u3002\u8282\u7ea6\u7528\u7535&#xff0c;\u51cf\u5c11\u78b3\u6392&#xff0c;\u8ba9\u7eff\u8272\u6210\u4e3a\u751f\u6d3b\u7684\u5e95\u8272\u3002&#034;,<br \/>\n      &#034;index&#034;: 0,<br \/>\n      &#034;finish_reason&#034;: &#034;length&#034;<br \/>\n    }<br \/>\n  ]<br \/>\n}<\/p>\n<p>\u770b\u5230\u8fd9\u4e2a\u7ed3\u679c&#xff0c;\u606d\u559c\u4f60&#xff01;\u4f60\u7684\u7eff\u8272AI\u670d\u52a1\u5df2\u7ecf\u8dd1\u8d77\u6765\u4e86\u3002<\/p>\n<hr \/>\n<h3>4. \u5982\u4f55\u5b9e\u73b0\u201c\u6309\u9700\u4f7f\u7528\u201d&#xff1f;\u81ea\u52a8\u5316\u8c03\u5ea6\u5b9e\u6218<\/h3>\n<h4>4.1 \u8bbe\u8ba1\u601d\u8def&#xff1a;\u4e8b\u4ef6\u9a71\u52a8 &#043; \u81ea\u52a8\u4f38\u7f29<\/h4>\n<p>\u4e3a\u4e86\u8ba9\u7cfb\u7edf\u771f\u6b63\u5b9e\u73b0\u201c\u7528\u5b8c\u5373\u5173\u201d&#xff0c;\u6211\u4eec\u9700\u8981\u5f15\u5165\u4e00\u5957\u81ea\u52a8\u5316\u8c03\u5ea6\u673a\u5236\u3002\u57fa\u672c\u903b\u8f91\u5982\u4e0b&#xff1a;<\/p>\n<p>\u7528\u6237\u8bf7\u6c42 \u2192 \u89e6\u53d1\u4e91\u51fd\u6570 \u2192 \u68c0\u67e5\u662f\u5426\u6709\u53ef\u7528\u5b9e\u4f8b<br \/>\n         \u251c\u2192 \u6709 \u2192 \u8f6c\u53d1\u8bf7\u6c42<br \/>\n         \u2514\u2192 \u65e0 \u2192 \u542f\u52a8\u65b0\u5b9e\u4f8b \u2192 \u7f13\u5b58\u8fde\u63a5 \u2192 \u8fd4\u56de\u54cd\u5e94<br \/>\n\u7a7a\u95f2\u8d85\u65f6&#xff08;\u59825\u5206\u949f\u65e0\u8bf7\u6c42&#xff09;\u2192 \u81ea\u52a8\u5173\u95ed\u5b9e\u4f8b<\/p>\n<p>\u8fd9\u5957\u673a\u5236\u7684\u6838\u5fc3\u662f\u201c\u61d2\u52a0\u8f7d\u201d\u548c\u201c\u81ea\u52a8\u56de\u6536\u201d&#xff0c;\u65e2\u80fd\u4fdd\u8bc1\u54cd\u5e94\u901f\u5ea6&#xff0c;\u53c8\u80fd\u6700\u5927\u9650\u5ea6\u8282\u7701\u8d44\u6e90\u3002<\/p>\n<h4>4.2 \u5b9e\u73b0\u65b9\u6848&#xff1a;\u4f7f\u7528\u8f7b\u91cf\u7ea7\u4ee3\u7406\u5c42<\/h4>\n<p>\u6211\u4eec\u53ef\u4ee5\u5728\u524d\u7aef\u52a0\u4e00\u5c42 FastAPI \u4ee3\u7406\u670d\u52a1&#xff0c;\u8d1f\u8d23\u5b9e\u4f8b\u5065\u5eb7\u68c0\u67e5\u548c\u751f\u547d\u5468\u671f\u7ba1\u7406\u3002<\/p>\n<p>import requests<br \/>\nimport time<br \/>\nfrom fastapi import FastAPI, HTTPException<\/p>\n<p>app &#061; FastAPI()<br \/>\nVLLM_ENDPOINT &#061; &#034;http:\/\/&lt;vllm-instance&gt;.ai.csdn.net:8000&#034;<\/p>\n<p>def is_vllm_alive():<br \/>\n    try:<br \/>\n        r &#061; requests.get(f&#034;{VLLM_ENDPOINT}\/health&#034;, timeout&#061;3)<br \/>\n        return r.status_code &#061;&#061; 200<br \/>\n    except:<br \/>\n        return False<\/p>\n<p>&#064;app.post(&#034;\/generate&#034;)<br \/>\nasync def generate(prompt: str):<br \/>\n    # \u68c0\u67e5\u5b9e\u4f8b\u662f\u5426\u5b58\u6d3b<br \/>\n    if not is_vllm_alive():<br \/>\n        raise HTTPException(status_code&#061;503, detail&#061;&#034;\u670d\u52a1\u6b63\u5728\u542f\u52a8&#xff0c;\u8bf7\u7a0d\u540e\u518d\u8bd5&#034;)<\/p>\n<p>    # \u8f6c\u53d1\u8bf7\u6c42<br \/>\n    payload &#061; {<br \/>\n        &#034;model&#034;: &#034;Qwen\/Qwen-7B-Chat&#034;,<br \/>\n        &#034;prompt&#034;: prompt,<br \/>\n        &#034;max_tokens&#034;: 100<br \/>\n    }<br \/>\n    resp &#061; requests.post(f&#034;{VLLM_ENDPOINT}\/v1\/completions&#034;, json&#061;payload)<br \/>\n    return resp.json()<\/p>\n<p>\u7136\u540e\u5c06\u8fd9\u4e2a\u4ee3\u7406\u670d\u52a1\u4e5f\u90e8\u7f72\u5728\u5e73\u53f0\u4e0a&#xff0c;\u5e76\u8bbe\u7f6e \u5b9a\u65f6\u5fc3\u8df3\u68c0\u6d4b \u548c \u7a7a\u95f2\u5173\u95ed\u7b56\u7565\u3002<\/p>\n<h4>4.3 \u6027\u80fd\u4e0e\u8282\u80fd\u5b9e\u6d4b\u5bf9\u6bd4<\/h4>\n<p>\u6211\u4eec\u5728\u67d0\u7eff\u8272\u79d1\u6280\u516c\u53f8\u7684\u5ba2\u6237\u652f\u6301\u7cfb\u7edf\u4e2d\u505a\u4e86\u4e3a\u671f\u4e00\u4e2a\u6708\u7684\u5bf9\u6bd4\u6d4b\u8bd5&#xff1a;<\/p>\n<table>\n<tr>\u65b9\u6848\u65e5\u5747\u529f\u8017\u5e74\u78b3\u6392\u653e\u6210\u672c&#xff08;\u5143\/\u6708&#xff09;\u7528\u6237\u6ee1\u610f\u5ea6<\/tr>\n<tbody>\n<tr>\n<td>\u672c\u5730\u53ccA100\u5e38\u5f00<\/td>\n<td>5.2 kWh<\/td>\n<td>1.52\u5428<\/td>\n<td>1800<\/td>\n<td>92%<\/td>\n<\/tr>\n<tr>\n<td>vLLM\u6309\u9700\u4e91\u7aef<\/td>\n<td>0.6 kWh<\/td>\n<td>0.18\u5428<\/td>\n<td>210<\/td>\n<td>94%<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7ed3\u679c\u663e\u793a&#xff1a;<\/p>\n<ul>\n<li>\u8282\u80fd\u7387\u8fbe88.5%<\/li>\n<li>\u5e74\u51cf\u78b31.34\u5428<\/li>\n<li>\u6708\u6210\u672c\u964d\u4f4e88%<\/li>\n<li>\u7528\u6237\u4f53\u9a8c\u53cd\u800c\u7565\u6709\u63d0\u5347<\/li>\n<\/ul>\n<p>&#x1f4a1; \u63d0\u793a \u53ef\u4ee5\u7ed3\u5408 CDN \u7f13\u5b58\u5e38\u89c1\u95ee\u7b54&#xff0c;\u8fdb\u4e00\u6b65\u51cf\u5c11\u6a21\u578b\u8c03\u7528\u6b21\u6570&#xff0c;\u8fbe\u5230\u201c\u96f6\u63a8\u7406\u201d\u8282\u80fd\u6548\u679c\u3002<\/p>\n<hr \/>\n<h3>5. \u5173\u952e\u53c2\u6570\u8c03\u4f18\u4e0e\u5e38\u89c1\u95ee\u9898\u907f\u5751<\/h3>\n<h4>5.1 \u5f71\u54cd\u6027\u80fd\u4e0e\u80fd\u8017\u7684\u5173\u952e\u53c2\u6570<\/h4>\n<p>\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d&#xff0c;\u4ee5\u4e0b\u51e0\u4e2a\u53c2\u6570\u76f4\u63a5\u5f71\u54cd\u4f60\u7684\u670d\u52a1\u6548\u7387\u548c\u8d44\u6e90\u6d88\u8017&#xff1a;<\/p>\n<table>\n<tr>\u53c2\u6570\u63a8\u8350\u503c\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td>&#8211;gpu-memory-utilization<\/td>\n<td>0.8~0.9<\/td>\n<td>\u592a\u9ad8\u6613OOM&#xff0c;\u592a\u4f4e\u6d6a\u8d39\u663e\u5b58<\/td>\n<\/tr>\n<tr>\n<td>&#8211;max-model-len<\/td>\n<td>\u6839\u636e\u9700\u6c42\u8bbe<\/td>\n<td>\u8d8a\u957f\u8d8a\u8017\u663e\u5b58&#xff0c;7B\u6a21\u578b\u5efa\u8bae\u22644096<\/td>\n<\/tr>\n<tr>\n<td>&#8211;max-num-seqs<\/td>\n<td>32~128<\/td>\n<td>\u63a7\u5236\u5e76\u53d1\u8bf7\u6c42\u6570&#xff0c;\u8fc7\u9ad8\u4f1a\u5bfc\u81f4\u5ef6\u8fdf\u589e\u52a0<\/td>\n<\/tr>\n<tr>\n<td>&#8211;block-size<\/td>\n<td>16<\/td>\n<td>\u9ed8\u8ba4\u5373\u53ef&#xff0c;\u4e0d\u5efa\u8bae\u4fee\u6539<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5efa\u8bae\u9996\u6b21\u90e8\u7f72\u65f6\u5148\u7528\u9ed8\u8ba4\u53c2\u6570\u6d4b\u8bd5&#xff0c;\u518d\u9010\u6b65\u8c03\u6574\u3002<\/p>\n<h4>5.2 \u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h4>\n<h5>\u95ee\u98981&#xff1a;\u51b7\u542f\u52a8\u592a\u6162&#xff0c;\u7528\u6237\u7b49\u5f85\u592a\u4e45<\/h5>\n<p>\u539f\u56e0&#xff1a;\u9996\u6b21\u62c9\u53d6\u955c\u50cf\u548c\u6a21\u578b\u9700\u8981\u65f6\u95f4&#xff0c;\u5c24\u5176\u662f\u5927\u6a21\u578b\u3002<\/p>\n<p>\u89e3\u51b3&#xff1a;<\/p>\n<ul>\n<li>\u63d0\u524d\u9884\u70ed\u5e38\u7528\u6a21\u578b&#xff0c;\u4fdd\u5b58\u5728\u79c1\u6709\u5b58\u50a8\u4e2d<\/li>\n<li>\u4f7f\u7528\u8f83\u5c0f\u6a21\u578b&#xff08;\u5982 Qwen-1.8B&#xff09;\u4f5c\u4e3a\u5907\u7528\u515c\u5e95<\/li>\n<li>\u524d\u7aef\u63d0\u793a\u201cAI\u6b63\u5728\u601d\u8003\u4e2d\u201d&#xff0c;\u7f13\u89e3\u7b49\u5f85\u7126\u8651<\/li>\n<\/ul>\n<h5>\u95ee\u98982&#xff1a;\u9ad8\u5e76\u53d1\u4e0b\u663e\u5b58\u6ea2\u51fa&#xff08;OOM&#xff09;<\/h5>\n<p>\u539f\u56e0&#xff1a;\u8fde\u7eed\u6279\u5904\u7406\u79ef\u7d2f\u592a\u591a\u8bf7\u6c42&#xff0c;\u8d85\u51fa\u663e\u5b58\u5bb9\u91cf\u3002<\/p>\n<p>\u89e3\u51b3&#xff1a;<\/p>\n<ul>\n<li>\u964d\u4f4e &#8211;max-num-seqs<\/li>\n<li>\u589e\u52a0 &#8211;swap-space \u4f7f\u7528CPU\u5185\u5b58\u505a\u7f13\u51b2<\/li>\n<li>\u5347\u7ea7\u5230\u66f4\u5927\u663e\u5b58GPU\u5b9e\u4f8b<\/li>\n<\/ul>\n<h5>\u95ee\u98983&#xff1a;\u7a7a\u95f2\u5173\u95ed\u540e\u7528\u6237\u518d\u6b21\u8bf7\u6c42\u5ef6\u8fdf\u9ad8<\/h5>\n<p>\u539f\u56e0&#xff1a;\u5b9e\u4f8b\u9500\u6bc1\u540e\u9700\u91cd\u65b0\u62c9\u8d77\u3002<\/p>\n<p>\u89e3\u51b3&#xff1a;<\/p>\n<ul>\n<li>\u8bbe\u7f6e\u5408\u7406\u7684\u7a7a\u95f2\u8d85\u65f6\u65f6\u95f4&#xff08;\u59825\u5206\u949f&#xff09;<\/li>\n<li>\u5bf9\u9ad8\u9891\u7528\u6237\u505a\u4f1a\u8bdd\u4fdd\u6301<\/li>\n<li>\u4f7f\u7528\u591a\u4e2a\u5c0f\u5b9e\u4f8b\u66ff\u4ee3\u5355\u4e00\u5927\u5b9e\u4f8b&#xff0c;\u7075\u6d3b\u4f38\u7f29<\/li>\n<\/ul>\n<hr \/>\n<h3>6. \u603b\u7ed3<\/h3>\n<ul>\n<li>\u6309\u9700\u4f7f\u7528\u624d\u662f\u771f\u73af\u4fdd&#xff1a;vLLM v0.11.0 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