{"id":2811,"date":"2026-03-07T14:18:09","date_gmt":"2026-03-07T06:18:09","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2811"},"modified":"2026-03-07T14:18:09","modified_gmt":"2026-03-07T06:18:09","slug":"ai-%e7%ab%9e%e8%b5%9b%e8%bf%9b%e5%85%a5%e6%8e%a8%e7%90%86%e6%97%b6%e4%bb%a3%ef%bc%9a%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%b9%b3%e5%8f%b0%e5%a6%82%e4%bd%95%e4%bb%a5%e3%80%8c%e6%8c%89%e9%9c%80-gpu","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2811","title":{"rendered":"AI \u7ade\u8d5b\u8fdb\u5165\u63a8\u7406\u65f6\u4ee3\uff1a\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u5982\u4f55\u4ee5\u300c\u6309\u9700 GPU+\u63a8\u7406\u52a0\u901f\u6846\u67b6\u300d\u8d62\u5f97 44% \u589e\u91cf\u5e02\u573a"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1772864288_83c6d2.png\" alt=\"AI \u7ade\u8d5b\u8fdb\u5165\u63a8\u7406\u65f6\u4ee3\uff1a\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u5982\u4f55\u4ee5\u300c\u6309\u9700 GPU+\u63a8\u7406\u52a0\u901f\u6846\u67b6\u300d\u8d62\u5f97 44% \u589e\u91cf\u5e02\u573a\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>IDC \u6700\u65b0\u62a5\u544a\u9884\u6d4b\uff1a\u5230 2026 \u5e74\uff0c\u63a8\u7406\u578b\u670d\u52a1\u5668\u5c06\u5360\u636e AI \u670d\u52a1\u5668\u603b\u51fa\u8d27\u91cf\u7684 44%\uff0c\u9996\u6b21\u4e0e\u8bad\u7ec3\u573a\u666f\u201c\u5e73\u5206\u5929\u4e0b\u201d\u3002\u5f53\u5927\u6a21\u578b\u843d\u5730\u8fdb\u5165\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\uff0c\u5355\u4f4d Token \u6210\u672c\u4e0e\u63a8\u7406\u80fd\u8017\uff0c\u6b63\u53d6\u4ee3\u53c2\u6570\u91cf\uff0c\u6210\u4e3a CTO \u4eec\u6700\u654f\u611f\u7684 KPI\u3002<\/p>\n<\/blockquote>\n<h2>01 \u4ece\u201c\u70bc\u5927\u6a21\u578b\u201d\u5230\u201c\u8dd1\u5c0f Token\u201d<\/h2>\n<p>\u8fc7\u53bb\u4e24\u5e74\uff0c\u884c\u4e1a\u628a 90% \u7684\u9884\u7b97\u7838\u5411\u8bad\u7ec3\u96c6\u7fa4\uff0c\u6362\u6765\u4e00\u6b21\u6b21\u53c2\u6570\u7eaa\u5f55\uff1b\u4eca\u5929\uff0c\u7528\u6237\u66f4\u5173\u5fc3\u201c\u6bcf\u5343\u6b21\u95ee\u7b54\u8981\u82b1\u591a\u5c11\u94b1\u3001\u8017\u51e0\u5ea6\u7535\u201d\u3002\u67d0\u5934\u90e8\u7535\u5546\u4e91\u5b9e\u6d4b\u663e\u793a\uff0c\u540c\u6837 70B \u6a21\u578b\uff0c\u63a8\u7406\u6210\u672c\u6bcf\u964d\u4f4e 1 \u5398\uff0c\u4e00\u5e74\u5c31\u80fd\u8282\u7701 320 \u4e07\u5143\u7535\u8d39\u3002\u63a8\u7406\u65f6\u4ee3\uff0c\u8c01\u80fd\u628a GPU \u5229\u7528\u7387\u4ece 35% \u62c9\u5230 70% \u4ee5\u4e0a\uff0c\u8c01\u5c31\u63e1\u4f4f 44% \u589e\u91cf\u5e02\u573a\u7684\u94a5\u5319\u3002<\/p>\n<h2>02 \u661f\u5b87\u667a\u7b97\uff1a\u628a\u201c\u94a5\u5319\u201d\u505a\u6210\u4e00\u952e\u6309\u94ae<\/h2>\n<p><a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a> \u628a\u94a5\u5319\u62c6\u6210\u4e09\u628a\u2014\u2014<strong>\u6309\u9700 GPU \u670d\u52a1\u5668\u79df\u7528<\/strong>\u3001<strong>\u63a8\u7406\u52a0\u901f\u6846\u67b6<\/strong>\u3001<strong>AI \u5e94\u7528\u4e00\u952e\u5e02\u573a<\/strong>\uff0c\u518d\u62fc\u6210\u4e00\u628a\u201c\u4e00\u952e\u6309\u94ae\u201d\u3002<\/p>\n<ul>\n<li><strong>\u6309\u9700 GPU+<\/strong>\uff1a\u5e73\u53f0\u805a\u5408 RTX 4090 \/ A100 \/ H100 \u7b49 11 \u6b3e\u5361\u578b\uff0c\u6700\u5c0f 1 \u5361\u8d77\u79df\uff0c\u5c0f\u65f6\u7ea7\u8ba1\u8d39\uff0c\u4e0d\u5fc5\u5305\u5e74\u5305\u6708\u3002\u65b0\u7528\u6237\u6ce8\u518c\u5373\u9886 10 \u5143\u4f53\u9a8c\u91d1\uff0c0.89 \u5143\u5c31\u80fd\u8dd1 1 \u5c0f\u65f6 RTX 4090 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u4e91\u4e3b\u673a<\/a>\uff0c\u5148\u9a8c\u8bc1\u518d\u6269\u5bb9\uff0c\u73b0\u91d1\u6d41\u96f6\u538b\u529b\u3002<\/li>\n<li><strong>\u63a8\u7406\u52a0\u901f\u6846\u67b6<\/strong>\uff1a\u5185\u7f6e TensorRT-LLM\u3001OpenVINO\u3001vLLM \u4e09\u5957\u5f15\u64ce\uff0c\u7cfb\u7edf\u6839\u636e\u6a21\u578b\u7ed3\u6784\u81ea\u52a8\u5339\u914d\u6700\u4f18 kernel\uff0c\u7528\u6237\u53ea\u9700\u52fe\u9009\u201c\u52a0\u901f\u201d\u5f00\u5173\uff0c\u65e0\u9700\u6539\u4e00\u884c\u4ee3\u7801\u3002<\/li>\n<li><strong>AI \u5e94\u7528\u5e02\u573a<\/strong>\uff1a300+ \u70ed\u95e8\u573a\u666f\u955c\u50cf\uff08Stable Diffusion\u3001ChatGLM3\u3001CodeLlama \u7b49\uff09\u9884\u88c5\u5c31\u7eea\uff0c\u70b9\u51fb\u201c\u90e8\u7f72\u201d\u5373\u751f\u6210\u53ef\u8c03\u7528 API\uff0c\u771f\u6b63 0 \u90e8\u7f72\u3002<\/li>\n<\/ul>\n<h2>03 \u771f\u5b9e\u6848\u4f8b\uff1a\u5ba2\u670d\u673a\u5668\u4eba QPS \u63d0\u5347 3 \u500d\uff0cGPU \u5229\u7528\u7387\u98d9\u81f3 78%<\/h2>\n<p>\u67d0 SaaS \u5382\u5546\u539f\u5728\u901a\u7528\u4e91\u8dd1 ChatGLM3-6B\uff0c\u5e73\u5747 QPS \u4ec5 42\uff0cGPU \u5229\u7528\u7387 35%\uff0c\u6bcf\u9022\u5927\u4fc3\u5fc5\u6269\u5bb9\u3002\u8fc1\u79fb\u5230\u661f\u5b87\u667a\u7b97\u540e\uff1a<br \/>\n1. \u9009\u7528 2 \u5361 RTX 4090 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u5b9e\u4f8b\uff0c\u542f\u7528 vLLM \u52a0\u901f\uff1b<br \/>\n2. \u5e73\u53f0\u81ea\u52a8\u6253\u5f00\u8fde\u7eed\u6279\u5904\u7406\u3001KV-cache \u91cd\u8ba1\u7b97\uff1b<br \/>\n3. \u538b\u6d4b\u7ed3\u679c\uff1aQPS \u51b2\u5230 126\uff0c\u5ef6\u8fdf P99 \u4ece 2.1s \u964d\u81f3 580 ms\uff0cGPU \u5229\u7528\u7387 78%\uff0c\u7535\u8d39\u8282\u7701 54%\u3002<br \/>\n\u5ba2\u6237\u7528\u7701\u4e0b\u7684\u9884\u7b97\u76f4\u63a5\u5728 <a href=\"https:\/\/www.starverse-ai.com\">AI\u5e94\u7528<\/a> \u5e02\u573a\u8ba2\u9605\u201c\u591a\u8bed\u8a00\u60c5\u611f\u5206\u6790\u201d\u955c\u50cf\uff0c\u4e24\u5468\u5185\u4e0a\u7ebf\u65b0\u529f\u80fd\uff0cARR \u589e\u52a0 220 \u4e07\u5143\u3002<\/p>\n<h2>04 \u8def\u7ebf\u62a2\u5148\u770b\uff1aNPU+GPU \u6df7\u6c60\uff0c\u518d\u964d 20% \u80fd\u8017<\/h2>\n<p>\u661f\u5b87\u667a\u7b97\u900f\u9732\uff0c2024 Q3 \u5c06\u4e0a\u7ebf\u201cNPU+GPU \u6df7\u6c60\u201d\u67b6\u6784\uff1a\u8f7b\u91cf\u7b97\u5b50\u7531 NPU \u627f\u63a5\uff0c\u91cd\u77e9\u9635\u8fd0\u7b97\u4ecd\u8d70 GPU\uff0c\u8c03\u5ea6\u5c42\u5b9e\u65f6\u5206\u914d\u3002\u5185\u6d4b\u6570\u636e\u663e\u793a\uff0c\u5728 70B \u6a21\u578b\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u6574\u4f53\u80fd\u8017\u518d\u964d 20%\uff0cPUE \u4f4e\u81f3 1.08\u3002\u5e73\u53f0\u540c\u6b65\u5f00\u653e\u78b3\u6392\u653e\u9762\u677f\uff0c\u65b9\u4fbf\u4f01\u4e1a ESG \u62ab\u9732\u3002<\/p>\n<h2>05 \u5199\u5728\u6700\u540e\uff1a\u8ba9\u7b97\u529b\u50cf\u6c34\u7535\u4e00\u6837\u5373\u5f00\u5373\u7528<\/h2>\n<p>\u5f53 AI \u7ade\u8d5b\u8fdb\u5165\u63a8\u7406\u65f6\u4ee3\uff0c\u5927\u6a21\u578b\u4e0d\u518d\u662f\u201c\u70e7\u94b1\u201d\u7684\u8c61\u5f81\uff0c\u800c\u662f\u201c\u7701\u94f6\u5b50\u201d\u7684\u5de5\u5177\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7<strong>\u6309\u9700 GPU \u670d\u52a1\u5668\u79df\u7528<\/strong>\u3001<strong>\u63a8\u7406\u52a0\u901f\u6846\u67b6<\/strong>\u4e0e<strong>AI \u5e94\u7528\u5e02\u573a<\/strong>\u7684\u4e09\u7ea7\u706b\u7bad\uff0c\u628a\u6602\u8d35\u7684 GPU \u96c6\u7fa4\u62c6\u6210\u5c0f\u65f6\u8d26\u5355\uff0c\u628a\u590d\u6742\u7684 TensorRT-LLM \u5c01\u88c5\u6210\u5f00\u5173\uff0c\u628a 44% \u589e\u91cf\u5e02\u573a\u7684\u95e8\u7968\uff0c\u53d8\u6210\u4eba\u4eba\u53ef\u5f97\u7684 10 \u5143\u4f53\u9a8c\u91d1\u3002<\/p>\n<p>\u73b0\u5728\u6ce8\u518c <a href=\"https:\/\/www.starverse-ai.com\">starverse-ai.com<\/a>\uff0c\u5373\u53ef\u9886\u53d6 10 \u5143\u4f53\u9a8c\u91d1\uff0c0.89 \u5143\u5f00\u542f\u4f60\u7684\u7b2c\u4e00\u5f20 RTX 4090 GPU\u4e91\u4e3b\u673a\u3002\u63a8\u7406\u65f6\u4ee3\uff0c\u5148\u8dd1\u8d77\u6765\uff0c\u518d\u8c08\u964d\u672c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>IDC \u6700\u65b0\u62a5\u544a\u9884\u6d4b\uff1a\u5230 2026 \u5e74\uff0c\u63a8\u7406\u578b\u670d\u52a1\u5668\u5c06\u5360\u636e 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