{"id":85087,"date":"2026-07-27T00:40:38","date_gmt":"2026-07-26T16:40:38","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/85087.html"},"modified":"2026-07-27T00:40:38","modified_gmt":"2026-07-26T16:40:38","slug":"vllm-v0-17-1%e5%85%a5%e9%97%a8%e6%8c%87%e5%8d%97%ef%bc%9avllm%e4%b8%8etriton%e6%8e%a8%e7%90%86%e6%9c%8d%e5%8a%a1%e5%99%a8%e9%80%89%e5%9e%8b%e5%af%b9%e6%af%94%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/85087.html","title":{"rendered":"vLLM-v0.17.1\u5165\u95e8\u6307\u5357\uff1avLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\u5206\u6790"},"content":{"rendered":"<h2>vLLM-v0.17.1\u5165\u95e8\u6307\u5357&#xff1a;vLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\u5206\u6790<\/h2>\n<h3>1. vLLM\u6846\u67b6\u7b80\u4ecb<\/h3>\n<p>vLLM\u662f\u4e00\u4e2a\u4e13\u4e3a\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u8bbe\u8ba1\u7684\u9ad8\u6027\u80fd\u63a8\u7406\u548c\u670d\u52a1\u5e93&#xff0c;\u4ee5\u5176\u51fa\u8272\u7684\u541e\u5410\u91cf\u548c\u6613\u7528\u6027\u5728AI\u793e\u533a\u5e7f\u53d7\u6b22\u8fce\u3002\u8fd9\u4e2a\u9879\u76ee\u6700\u521d\u7531\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7684\u5929\u7a7a\u8ba1\u7b97\u5b9e\u9a8c\u5ba4\u5f00\u53d1&#xff0c;\u73b0\u5728\u5df2\u7ecf\u53d1\u5c55\u6210\u4e3a\u4e00\u4e2a\u7531\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u5171\u540c\u7ef4\u62a4\u7684\u5f00\u6e90\u9879\u76ee\u3002<\/p>\n<p>vLLM\u7684\u6838\u5fc3\u4f18\u52bf\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762&#xff1a;<\/p>\n<ul>\n<li>\u9ad8\u6548\u5185\u5b58\u7ba1\u7406&#xff1a;\u91c7\u7528\u521b\u65b0\u7684PagedAttention\u6280\u672f&#xff0c;\u667a\u80fd\u7ba1\u7406\u6ce8\u610f\u529b\u673a\u5236\u4e2d\u7684\u952e\u503c\u5bf9\u5185\u5b58<\/li>\n<li>\u8bf7\u6c42\u5904\u7406\u80fd\u529b&#xff1a;\u652f\u6301\u8fde\u7eed\u6279\u5904\u7406\u4f20\u5165\u8bf7\u6c42&#xff0c;\u6700\u5927\u5316\u786c\u4ef6\u5229\u7528\u7387<\/li>\n<li>\u6267\u884c\u901f\u5ea6&#xff1a;\u901a\u8fc7CUDA\/HIP\u56fe\u5b9e\u73b0\u6a21\u578b\u5feb\u901f\u6267\u884c<\/li>\n<li>\u91cf\u5316\u652f\u6301&#xff1a;\u5168\u9762\u652f\u6301GPTQ\u3001AWQ\u3001INT4\u3001INT8\u548cFP8\u7b49\u591a\u79cd\u91cf\u5316\u65b9\u5f0f<\/li>\n<li>\u5185\u6838\u4f18\u5316&#xff1a;\u96c6\u6210\u4e86FlashAttention\u548cFlashInfer\u7b49\u5148\u8fdb\u6280\u672f<\/li>\n<li>\u89e3\u7801\u4f18\u5316&#xff1a;\u652f\u6301\u63a8\u6d4b\u6027\u89e3\u7801\u548c\u5206\u5757\u9884\u586b\u5145\u7b49\u9ad8\u7ea7\u529f\u80fd<\/li>\n<\/ul>\n<h4>1.1 \u4e3b\u8981\u7279\u6027<\/h4>\n<p>vLLM\u5728\u8bbe\u8ba1\u4e0a\u517c\u987e\u4e86\u9ad8\u6027\u80fd\u548c\u6613\u7528\u6027&#xff1a;<\/p>\n<ul>\n<li>\u6a21\u578b\u517c\u5bb9\u6027&#xff1a;\u65e0\u7f1d\u652f\u6301HuggingFace\u751f\u6001\u4e2d\u7684\u4e3b\u6d41\u6a21\u578b<\/li>\n<li>\u89e3\u7801\u7b97\u6cd5&#xff1a;\u63d0\u4f9b\u5e76\u884c\u91c7\u6837\u3001\u675f\u641c\u7d22\u7b49\u591a\u79cd\u89e3\u7801\u7b56\u7565<\/li>\n<li>\u5206\u5e03\u5f0f\u63a8\u7406&#xff1a;\u652f\u6301\u5f20\u91cf\u5e76\u884c\u548c\u6d41\u6c34\u7ebf\u5e76\u884c<\/li>\n<li>\u8f93\u51fa\u65b9\u5f0f&#xff1a;\u652f\u6301\u6d41\u5f0f\u8f93\u51fa&#xff0c;\u63d0\u5347\u7528\u6237\u4f53\u9a8c<\/li>\n<li>API\u517c\u5bb9&#xff1a;\u63d0\u4f9b\u4e0eOpenAI\u517c\u5bb9\u7684API\u670d\u52a1\u5668<\/li>\n<li>\u786c\u4ef6\u652f\u6301&#xff1a;\u5e7f\u6cdb\u652f\u6301NVIDIA\/AMD\/Intel\u7b49\u591a\u79cd\u786c\u4ef6\u5e73\u53f0<\/li>\n<li>\u6269\u5c55\u529f\u80fd&#xff1a;\u652f\u6301\u524d\u7f00\u7f13\u5b58\u548c\u591aLoRA\u9002\u914d<\/li>\n<\/ul>\n<h3>2. \u5feb\u901f\u5b89\u88c5\u4e0e\u90e8\u7f72<\/h3>\n<h4>2.1 \u73af\u5883\u51c6\u5907<\/h4>\n<p>\u5728\u5f00\u59cb\u4f7f\u7528vLLM\u524d&#xff0c;\u9700\u8981\u786e\u4fdd\u7cfb\u7edf\u6ee1\u8db3\u4ee5\u4e0b\u8981\u6c42&#xff1a;<\/p>\n<ul>\n<li>Python 3.8\u6216\u66f4\u9ad8\u7248\u672c<\/li>\n<li>CUDA 11.8\u6216\u66f4\u9ad8\u7248\u672c&#xff08;NVIDIA GPU&#xff09;<\/li>\n<li>PyTorch 2.0\u6216\u66f4\u9ad8\u7248\u672c<\/li>\n<\/ul>\n<p>\u63a8\u8350\u4f7f\u7528conda\u521b\u5efa\u865a\u62df\u73af\u5883&#xff1a;<\/p>\n<p>conda create -n vllm python&#061;3.10<br \/>\nconda activate vllm<br \/>\npip install vllm<\/p>\n<h4>2.2 \u57fa\u7840\u4f7f\u7528\u793a\u4f8b<\/h4>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u6587\u672c\u751f\u6210\u793a\u4f8b&#xff1a;<\/p>\n<p>from vllm import LLM, SamplingParams<\/p>\n<p># \u521d\u59cb\u5316\u6a21\u578b<br \/>\nllm &#061; LLM(model&#061;&#034;facebook\/opt-1.3b&#034;)<\/p>\n<p># \u8bbe\u7f6e\u91c7\u6837\u53c2\u6570<br \/>\nsampling_params &#061; SamplingParams(temperature&#061;0.8, top_p&#061;0.95)<\/p>\n<p># \u751f\u6210\u6587\u672c<br \/>\noutputs &#061; llm.generate([&#034;AI\u7684\u672a\u6765\u53d1\u5c55\u65b9\u5411\u662f&#034;], sampling_params)<\/p>\n<p># \u6253\u5370\u7ed3\u679c<br \/>\nfor output in outputs:<br \/>\n    print(output.outputs[0].text)<\/p>\n<h3>3. \u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u5bf9\u6bd4\u5206\u6790<\/h3>\n<h4>3.1 \u6027\u80fd\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\u7279\u6027vLLMTriton\u63a8\u7406\u670d\u52a1\u5668<\/tr>\n<tbody>\n<tr>\n<td>\u541e\u5410\u91cf<\/td>\n<td>\u6781\u9ad8&#xff08;\u4e13\u4e3aLLM\u4f18\u5316&#xff09;<\/td>\n<td>\u9ad8&#xff08;\u901a\u7528\u63a8\u7406\u6846\u67b6&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u5ef6\u8fdf<\/td>\n<td>\u4f4e&#xff08;PagedAttention\u6280\u672f&#xff09;<\/td>\n<td>\u4e2d\u7b49<\/td>\n<\/tr>\n<tr>\n<td>\u6279\u5904\u7406\u80fd\u529b<\/td>\n<td>\u8fde\u7eed\u6279\u5904\u7406<\/td>\n<td>\u52a8\u6001\u6279\u5904\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u5185\u5b58\u6548\u7387<\/td>\n<td>\u6781\u9ad8<\/td>\n<td>\u4e2d\u7b49<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>3.2 \u529f\u80fd\u5bf9\u6bd4<\/h4>\n<table>\n<tr>\u529f\u80fdvLLM\u652f\u6301\u60c5\u51b5Triton\u652f\u6301\u60c5\u51b5<\/tr>\n<tbody>\n<tr>\n<td>LLM\u4e13\u7528\u4f18\u5316<\/td>\n<td>\u662f<\/td>\n<td>\u90e8\u5206<\/td>\n<\/tr>\n<tr>\n<td>\u591a\u6a21\u578b\u652f\u6301<\/td>\n<td>\u6709\u9650&#xff08;\u4e3b\u8981LLM&#xff09;<\/td>\n<td>\u5e7f\u6cdb<\/td>\n<\/tr>\n<tr>\n<td>\u91cf\u5316\u652f\u6301<\/td>\n<td>\u5168\u9762<\/td>\n<td>\u9700\u8981\u989d\u5916\u914d\u7f6e<\/td>\n<\/tr>\n<tr>\n<td>\u5206\u5e03\u5f0f\u63a8\u7406<\/td>\n<td>\u652f\u6301<\/td>\n<td>\u652f\u6301<\/td>\n<\/tr>\n<tr>\n<td>API\u517c\u5bb9\u6027<\/td>\n<td>OpenAI\u517c\u5bb9<\/td>\n<td>\u81ea\u5b9a\u4e49<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>3.3 \u9002\u7528\u573a\u666f\u5efa\u8bae<\/h4>\n<ul>\n<li>\n<p>\u9009\u62e9vLLM\u7684\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u4e13\u6ce8\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406<\/li>\n<li>\u9700\u8981\u6700\u9ad8\u541e\u5410\u91cf\u548c\u6700\u4f4e\u5ef6\u8fdf<\/li>\n<li>\u4f7f\u7528HuggingFace\u751f\u6001\u6a21\u578b<\/li>\n<li>\u9700\u8981OpenAI\u517c\u5bb9API<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u9009\u62e9Triton\u7684\u573a\u666f&#xff1a;<\/p>\n<ul>\n<li>\u9700\u8981\u652f\u6301\u591a\u79cd\u6a21\u578b\u67b6\u6784<\/li>\n<li>\u5df2\u6709Triton\u90e8\u7f72\u7ecf\u9a8c<\/li>\n<li>\u9700\u8981\u66f4\u7075\u6d3b\u7684\u81ea\u5b9a\u4e49\u529f\u80fd<\/li>\n<li>\u591a\u6a21\u578b\u6df7\u5408\u90e8\u7f72\u9700\u6c42<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>4. \u5b9e\u9645\u5e94\u7528\u6848\u4f8b<\/h3>\n<h4>4.1 WebShell\u4f7f\u7528\u793a\u4f8b<\/h4>\n<p>vLLM\u63d0\u4f9b\u4e86\u4fbf\u6377\u7684Web\u754c\u9762\u8fdb\u884c\u4ea4\u4e92\u5f0f\u6d4b\u8bd5&#xff1a;<\/p>\n<li>\u542f\u52a8Web\u670d\u52a1\u5668&#xff1a;<\/li>\n<p>python -m vllm.entrypoints.api_server &#8211;model facebook\/opt-1.3b<\/p>\n<li>\u8bbf\u95eeWeb\u754c\u9762\u8fdb\u884c\u6d4b\u8bd5<\/li>\n<h4>4.2 Jupyter Notebook\u96c6\u6210<\/h4>\n<p>\u5728Jupyter\u73af\u5883\u4e2d\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528vLLM&#xff1a;<\/p>\n<p>from vllm import LLM<\/p>\n<p>llm &#061; LLM(model&#061;&#034;facebook\/opt-1.3b&#034;)<br \/>\noutput &#061; llm.generate(&#034;\u89e3\u91ca\u4e00\u4e0b\u673a\u5668\u5b66\u4e60\u7684\u57fa\u672c\u6982\u5ff5&#034;)<br \/>\nprint(output)<\/p>\n<h4>4.3 SSH\u8fdc\u7a0b\u8bbf\u95ee<\/h4>\n<p>\u5bf9\u4e8e\u751f\u4ea7\u73af\u5883\u90e8\u7f72&#xff0c;\u53ef\u4ee5\u901a\u8fc7SSH\u8fdc\u7a0b\u7ba1\u7406vLLM\u670d\u52a1&#xff1a;<\/p>\n<li>\u914d\u7f6eSSH\u8bbf\u95ee\u6743\u9650<\/li>\n<li>\u4f7f\u7528\u6807\u51c6Linux\u547d\u4ee4\u7ba1\u7406\u670d\u52a1\u8fdb\u7a0b<\/li>\n<li>\u76d1\u63a7\u65e5\u5fd7\u548c\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5<\/li>\n<h3>5. \u603b\u7ed3\u4e0e\u5efa\u8bae<\/h3>\n<p>vLLM-v0.17.1\u4f5c\u4e3a\u4e13\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u4f18\u5316\u7684\u63a8\u7406\u6846\u67b6&#xff0c;\u5728\u541e\u5410\u91cf\u3001\u5185\u5b58\u6548\u7387\u548c\u6613\u7528\u6027\u65b9\u9762\u8868\u73b0\u51fa\u8272\u3002\u4e0e\u901a\u7528\u63a8\u7406\u670d\u52a1\u5668Triton\u76f8\u6bd4&#xff0c;vLLM\u5728LLM\u7279\u5b9a\u573a\u666f\u4e0b\u5177\u6709\u660e\u663e\u4f18\u52bf&#xff0c;\u7279\u522b\u662f\u5728\u9700\u8981\u9ad8\u5e76\u53d1\u3001\u4f4e\u5ef6\u8fdf\u7684\u670d\u52a1\u573a\u666f\u4e2d\u3002<\/p>\n<p>\u5bf9\u4e8e\u5927\u591a\u6570LLM\u5e94\u7528\u573a\u666f&#xff0c;\u6211\u4eec\u63a8\u8350&#xff1a;<\/p>\n<li>\u65b0\u9879\u76ee&#xff1a;\u4f18\u5148\u8003\u8651vLLM&#xff0c;\u7279\u522b\u662f\u9700\u8981OpenAI\u517c\u5bb9API\u7684\u60c5\u51b5<\/li>\n<li>\u73b0\u6709\u7cfb\u7edf&#xff1a;\u5982\u679c\u5df2\u4f7f\u7528Triton\u4e14\u8fd0\u884c\u826f\u597d&#xff0c;\u53ef\u4ee5\u9010\u6b65\u8bc4\u4f30\u8fc1\u79fb<\/li>\n<li>\u6df7\u5408\u90e8\u7f72&#xff1a;\u8003\u8651\u5c06vLLM\u7528\u4e8eLLM\u90e8\u5206&#xff0c;Triton\u7528\u4e8e\u5176\u4ed6\u6a21\u578b<\/li>\n<p>\u968f\u7740vLLM\u793e\u533a\u7684\u6301\u7eed\u53d1\u5c55&#xff0c;\u6211\u4eec\u53ef\u4ee5\u671f\u5f85\u66f4\u591a\u529f\u80fd\u7684\u52a0\u5165\u548c\u6027\u80fd\u7684\u8fdb\u4e00\u6b65\u63d0\u5347\u3002<\/p>\n<hr \/>\n<p>\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n<p>\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f&#xff1f;\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a&#xff0c;\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf&#xff0c;\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df&#xff0c;\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>vLLM-v0.17.1\u5165\u95e8\u6307\u5357&#xff1a;vLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\u5206\u6790<br \/>\n1. vLLM\u6846\u67b6\u7b80\u4ecb<br \/>\nvLLM\u662f\u4e00\u4e2a\u4e13\u4e3a\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u8bbe\u8ba1\u7684\u9ad8\u6027\u80fd\u63a8\u7406\u548c\u670d\u52a1\u5e93&#xff0c;\u4ee5\u5176\u51fa\u8272\u7684\u541e\u5410\u91cf\u548c\u6613\u7528\u6027\u5728AI\u793e\u533a\u5e7f\u53d7\u6b22\u8fce\u3002\u8fd9\u4e2a\u9879\u76ee\u6700\u521d\u7531\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7684\u5929\u7a7a\u8ba1\u7b97\u5b9e\u9a8c\u5ba4\u5f00\u53d1&#xff0c;\u73b0\u5728\u5df2\u7ecf\u53d1\u5c55\u6210\u4e3a\u4e00\u4e2a\u7531\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u5171\u540c\u7ef4\u62a4\u7684\u5f00\u6e90\u9879\u76ee\u3002<br \/>\nvLLM\u7684\u6838\u5fc3\u4f18\u52bf\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762&#xff1a;<br \/>\n\u9ad8\u6548\u5185\u5b58\u7ba1\u7406&#xff1a;\u91c7\u7528\u521b\u65b0\u7684Paged<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[7467,509,956],"topic":[],"class_list":["post-85087","post","type-post","status-publish","format-standard","hentry","category-server","tag-7467","tag-ai","tag-956"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>vLLM-v0.17.1\u5165\u95e8\u6307\u5357\uff1avLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\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\/85087.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"vLLM-v0.17.1\u5165\u95e8\u6307\u5357\uff1avLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"vLLM-v0.17.1\u5165\u95e8\u6307\u5357&#xff1a;vLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\u5206\u6790 1. vLLM\u6846\u67b6\u7b80\u4ecb vLLM\u662f\u4e00\u4e2a\u4e13\u4e3a\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u8bbe\u8ba1\u7684\u9ad8\u6027\u80fd\u63a8\u7406\u548c\u670d\u52a1\u5e93&#xff0c;\u4ee5\u5176\u51fa\u8272\u7684\u541e\u5410\u91cf\u548c\u6613\u7528\u6027\u5728AI\u793e\u533a\u5e7f\u53d7\u6b22\u8fce\u3002\u8fd9\u4e2a\u9879\u76ee\u6700\u521d\u7531\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7684\u5929\u7a7a\u8ba1\u7b97\u5b9e\u9a8c\u5ba4\u5f00\u53d1&#xff0c;\u73b0\u5728\u5df2\u7ecf\u53d1\u5c55\u6210\u4e3a\u4e00\u4e2a\u7531\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u5171\u540c\u7ef4\u62a4\u7684\u5f00\u6e90\u9879\u76ee\u3002 vLLM\u7684\u6838\u5fc3\u4f18\u52bf\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762&#xff1a; \u9ad8\u6548\u5185\u5b58\u7ba1\u7406&#xff1a;\u91c7\u7528\u521b\u65b0\u7684Paged\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/85087.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-26T16:40:38+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/85087.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/85087.html\",\"name\":\"vLLM-v0.17.1\u5165\u95e8\u6307\u5357\uff1avLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-07-26T16:40:38+00:00\",\"dateModified\":\"2026-07-26T16:40:38+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/85087.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/85087.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/85087.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"vLLM-v0.17.1\u5165\u95e8\u6307\u5357\uff1avLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\u5206\u6790\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"vLLM-v0.17.1\u5165\u95e8\u6307\u5357\uff1avLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/85087.html","og_locale":"zh_CN","og_type":"article","og_title":"vLLM-v0.17.1\u5165\u95e8\u6307\u5357\uff1avLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"vLLM-v0.17.1\u5165\u95e8\u6307\u5357&#xff1a;vLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\u5206\u6790 1. vLLM\u6846\u67b6\u7b80\u4ecb vLLM\u662f\u4e00\u4e2a\u4e13\u4e3a\u5927\u8bed\u8a00\u6a21\u578b(LLM)\u8bbe\u8ba1\u7684\u9ad8\u6027\u80fd\u63a8\u7406\u548c\u670d\u52a1\u5e93&#xff0c;\u4ee5\u5176\u51fa\u8272\u7684\u541e\u5410\u91cf\u548c\u6613\u7528\u6027\u5728AI\u793e\u533a\u5e7f\u53d7\u6b22\u8fce\u3002\u8fd9\u4e2a\u9879\u76ee\u6700\u521d\u7531\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7684\u5929\u7a7a\u8ba1\u7b97\u5b9e\u9a8c\u5ba4\u5f00\u53d1&#xff0c;\u73b0\u5728\u5df2\u7ecf\u53d1\u5c55\u6210\u4e3a\u4e00\u4e2a\u7531\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u5171\u540c\u7ef4\u62a4\u7684\u5f00\u6e90\u9879\u76ee\u3002 vLLM\u7684\u6838\u5fc3\u4f18\u52bf\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762&#xff1a; \u9ad8\u6548\u5185\u5b58\u7ba1\u7406&#xff1a;\u91c7\u7528\u521b\u65b0\u7684Paged","og_url":"https:\/\/www.wsisp.com\/helps\/85087.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-07-26T16:40:38+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/85087.html","url":"https:\/\/www.wsisp.com\/helps\/85087.html","name":"vLLM-v0.17.1\u5165\u95e8\u6307\u5357\uff1avLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\u5206\u6790 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-07-26T16:40:38+00:00","dateModified":"2026-07-26T16:40:38+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/85087.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/85087.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/85087.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"vLLM-v0.17.1\u5165\u95e8\u6307\u5357\uff1avLLM\u4e0eTriton\u63a8\u7406\u670d\u52a1\u5668\u9009\u578b\u5bf9\u6bd4\u5206\u6790"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/85087","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=85087"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/85087\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=85087"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=85087"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=85087"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=85087"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}