{"id":11890,"date":"2026-09-02T11:03:47","date_gmt":"2026-09-02T03:03:47","guid":{"rendered":"https:\/\/cn.raksmart.com\/blog\/?p=11890"},"modified":"2026-09-02T11:06:28","modified_gmt":"2026-09-02T03:06:28","slug":"%e6%b5%b7%e5%a4%96%e5%bc%80%e6%ba%90-llm-%e9%a2%91%e7%b9%81%e5%8d%a1%e9%a1%bf%ef%bc%9fai-%e6%9c%8d%e5%8a%a1%e5%99%a8%e9%80%89%e5%9e%8b%e8%a6%81%e7%82%b9","status":"publish","type":"post","link":"https:\/\/cn.raksmart.com\/blog\/?p=11890","title":{"rendered":"\u6d77\u5916\u8dd1\u5f00\u6e90 LLM \u4e3a\u4ec0\u4e48\u603b\u5361\u987f\uff1f\u804a\u804aAI\u4e1a\u52a1\u5bf9\u670d\u52a1\u5668\u7684\u7279\u6b8a\u8981\u6c42"},"content":{"rendered":"<p>\u968f\u7740 Llama\u3001Qwen\u3001Mistral \u7b49\u5f00\u6e90\u5927\u6a21\u578b\u751f\u6001\u5feb\u901f\u53d1\u5c55\uff0c\u8d8a\u6765\u8d8a\u591a\u5f00\u53d1\u8005\u3001\u4e2d\u5c0f\u56e2\u961f\u9009\u62e9\u5c06\u5f00\u6e90 LLM 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\u91cf\u5316\u53ef\u4ee5\u964d\u4f4e\u663e\u5b58\u5360\u7528\uff0c\u5f88\u591a\u5f00\u53d1\u8005\u53ea\u53c2\u8003\u5355\u6a21\u578b\u52a0\u8f7d\u6700\u4f4e\u663e\u5b58\u6307\u6807\uff0c\u5ffd\u7565\u5e76\u53d1\u4f1a\u8bdd\u4ea7\u751f\u7684 KV \u7f13\u5b58\u4f1a\u6301\u7eed\u6d88\u8017\u663e\u5b58\u3002\u591a\u7528\u6237\u540c\u65f6\u8c03\u7528\u670d\u52a1\uff0c\u663e\u5b58\u5360\u6ee1\u540e\u7cfb\u7edf\u8c03\u7528 swap \u4ea4\u6362\u5206\u533a\uff0c\u63a8\u7406\u901f\u5ea6\u76f4\u63a5\u65ad\u5d16\u5f0f\u4e0b\u8dcc\u3002<\/p>\n<p>\u7cfb\u7edf\u5185\u5b58\u540c\u6837\u4e0d\u53ef\u5ffd\u89c6\uff0c\u6a21\u578b\u521d\u59cb\u5316\u52a0\u8f7d\u3001RAG \u77e5\u8bc6\u5e93\u5207\u7247\u3001\u5411\u91cf\u68c0\u7d22\u8fd0\u7b97\u90fd\u4f1a\u5927\u91cf\u6d88\u8017\u5185\u5b58\u3002\u5185\u5b58\u8d44\u6e90\u4e0d\u8db3\uff0c\u4f1a\u89e6\u53d1 OOM \u673a\u5236\uff0c\u76f4\u63a5\u6740\u6389 AI \u670d\u52a1\u8fdb\u7a0b\uff0c\u51fa\u73b0\u670d\u52a1\u7a81\u7136\u4e2d\u65ad\u3002<\/p>\n<h3>2\u3001\u78c1\u76d8 IO \u6027\u80fd\u62d6\u540e\u817f\uff0c\u6a21\u578b\u52a0\u8f7d\u3001\u77e5\u8bc6\u5e93\u68c0\u7d22\u53d8\u6162<\/h3>\n<p>\u5f00\u6e90\u5927\u6a21\u578b\u6743\u91cd\u6587\u4ef6\u4f53\u79ef\u5e9e\u5927\uff0c\u5411\u91cf\u6570\u636e\u5e93\u5b58\u5728\u9891\u7e41\u8bfb\u5199\u9700\u6c42\u3002\u5982\u679c\u4f7f\u7528\u666e\u901a\u673a\u68b0\u786c\u76d8\uff0c\u8bfb\u53d6\u901f\u5ea6\u53d7\u9650\uff0c\u4f1a\u51fa\u73b0\u6a21\u578b\u542f\u52a8\u52a0\u8f7d\u8017\u65f6\u4e45\u3001\u5411\u91cf\u77e5\u8bc6\u5e93\u67e5\u8be2\u54cd\u5e94\u6162\u7684\u95ee\u9898\u3002\u5373\u4fbf GPU \u6027\u80fd\u5f3a\u52b2\uff0c\u78c1\u76d8\u77ed\u677f\u4e5f\u4f1a\u9020\u6210\u6574\u4f53\u4e1a\u52a1\u5361\u987f\u3002<\/p>\n<h3>3\u3001CPU \u6210\u4e3a\u9690\u5f62\u74f6\u9888<\/h3>\n<p>\u5f88\u591a\u4eba\u90e8\u7f72\u5927\u6a21\u578b\u53ea\u76ef\u7740\u663e\u5361\uff0c\u5ffd\u7565 CPU \u7684\u4f5c\u7528\u3002Prompt \u9884\u5904\u7406\u3001\u6587\u672c\u89e3\u6790\u3001\u5411\u91cf\u5904\u7406\u3001API \u8bf7\u6c42\u8f6c\u53d1\u90fd\u4f9d\u8d56 CPU \u7b97\u529b\u3002CPU \u6027\u80fd\u8584\u5f31\uff0c\u4f1a\u5f62\u6210\u4e0a\u6e38\u74f6\u9888\uff0cGPU \u7b97\u529b\u65e0\u6cd5\u5145\u5206\u91ca\u653e\u3002<\/p>\n<h3>4\u3001\u8de8\u5883\u7f51\u7edc\u94fe\u8def\u95ee\u9898\uff0c\u56fd\u5185\u8bbf\u95ee\u4f53\u9a8c\u4e25\u91cd\u53d7\u635f<\/h3>\n<p>\u6d77\u5916 LLM \u4e1a\u52a1\u5206\u4e3a\u672c\u5730\u8fd0\u7b97\u3001\u8de8\u6d0b\u4f20\u8f93\u4e24\u4e2a\u73af\u8282\u3002\u670d\u52a1\u5668 GPU \u5b8c\u6210\u63a8\u7406\u8ba1\u7b97\u4e4b\u540e\uff0cprompt\u3001\u8f93\u51fa\u6587\u672c\u9700\u8981\u8de8\u6d0b\u4f20\u56de\u56fd\u5185\u5ba2\u6237\u7aef\u3002<\/p>\n<p>\u5982\u679c\u9009\u7528\u666e\u901a BGP \u7ebf\u8def\uff0c\u4f9d\u9760\u516c\u5171\u9aa8\u5e72\u7f51\u4f20\u8f93\uff0c\u665a\u9ad8\u5cf0\u65f6\u6bb5\u7f51\u7edc\u62e5\u585e\uff0c\u6296\u52a8\u5347\u9ad8\u3001\u4e22\u5305\u7387\u4e0a\u6da8\u3002\u4f1a\u51fa\u73b0\u670d\u52a1\u5668\u672c\u5730\u63a8\u7406\u5f88\u5feb\uff0c\u4f46\u5ba2\u6237\u7aef\u63a5\u6536\u56de\u590d\u5361\u987f\u3001\u6d41\u5f0f token \u63a8\u9001\u4e2d\u65ad\u3001\u63a5\u53e3\u62a5\u9519\u65ad\u5f00\u3002\u5bf9\u4e8e\u6d41\u5f0f\u8f93\u51fa\u7684 LLM \u4e1a\u52a1\uff0c\u8f7b\u5fae\u4e22\u5305\u5c31\u4f1a\u76f4\u63a5\u7834\u574f\u5bf9\u8bdd\u4f53\u9a8c\u3002<\/p>\n<blockquote><p>\u7b80\u5355\u81ea\u6d4b\u5c0f\u6280\u5de7\uff1a\u5728\u670d\u52a1\u5668\u672c\u5730\u8c03\u7528\u6a21\u578b\u63a5\u53e3\uff0c\u5982\u679c\u672c\u5730\u63a8\u7406\u6d41\u7545\uff0c\u8fdc\u7a0b\u8bbf\u95ee\u5361\u987f\uff0c\u57fa\u672c\u53ef\u4ee5\u5224\u5b9a\u662f\u8de8\u5883\u7f51\u7edc\u5e26\u6765\u7684\u95ee\u9898\u3002<\/p><\/blockquote>\n<p>\u666e\u901a\u6d77\u5916 <a href=\"https:\/\/www.raksmart.com\/cps\/7862\" target=\"_blank\" rel=\"noopener\">VPS<\/a>\uff0c\u9002\u5408\u505a\u7b80\u5355\u7f51\u9875\u3001\u8f7b\u91cf\u6d4b\u8bd5\uff0c\u5e76\u4e0d\u5b8c\u5168\u9002\u914d LLM \u8fd9\u7c7b\u9ad8\u8d44\u6e90\u3001\u9ad8\u7f51\u7edc\u8981\u6c42\u7684 AI \u4e1a\u52a1\u3002\u5982\u679c\u786c\u4ef6\u914d\u6bd4\u5931\u8861\uff0c\u54ea\u6015\u663e\u5361\u89c4\u683c\u5f88\u9ad8\uff0c\u4e5f\u4f1a\u51fa\u73b0 \u201c\u786c\u4ef6\u53c2\u6570\u597d\u770b\uff0c\u4e1a\u52a1\u4f53\u9a8c\u62c9\u80ef\u201d \u7684\u60c5\u51b5\u3002<\/p>\n<h2>\u4e8c\u3001\u9002\u914d\u5f00\u6e90 LLM \u4e1a\u52a1\uff0cRakSmart \u670d\u52a1\u5668\u89e3\u51b3\u65b9\u6848<\/h2>\n<p>\u9488\u5bf9\u6d77\u5916\u90e8\u7f72\u5f00\u6e90 LLM \u9047\u5230\u7684\u5404\u7c7b\u75db\u70b9\uff0cRakSmart \u63d0\u4f9b GPU \u4e91\u5b9e\u4f8b\u3001\u7269\u7406 GPU \u670d\u52a1\u5668\u4e24\u5957\u4ea7\u54c1\u65b9\u6848\uff0c\u8986\u76d6\u539f\u578b\u6d4b\u8bd5\u5230\u5546\u4e1a\u5316\u4e0a\u7ebf\u5168\u5468\u671f\u9700\u6c42\u3002<\/p>\n<p>\u5bf9\u4e8e\u4e2a\u4eba\u5f00\u53d1\u8005\u3001\u9879\u76ee\u539f\u578b\u9a8c\u8bc1\u9636\u6bb5\uff0c\u53ef\u4ee5\u9009\u62e9<strong>RakSmart GPU \u4e91\u5b9e\u4f8b<\/strong>\u3002\u6309\u9700\u5f39\u6027\u914d\u7f6e\u7b97\u529b\uff0c\u914d\u5907\u5145\u8db3\u663e\u5b58\u3001\u5927\u5185\u5b58\u4ee5\u53ca NVMe \u9ad8\u901f SSD \u56fa\u6001\uff0c\u89e3\u51b3\u6a21\u578b\u52a0\u8f7d\u6162\u3001\u5411\u91cf\u5e93\u8bfb\u5199\u6162\u7684\u95ee\u9898\u3002\u7ebf\u8def\u53ef\u81ea\u7531\u9009\u914d RakSmart <a href=\"https:\/\/www.raksmart.com\/cps\/9380\" target=\"_blank\" rel=\"noopener\">\u7cbe\u54c1 CN2<\/a> \u7ebf\u8def\uff0c\u4f9d\u6258\u53cc\u9aa8\u5e72 + \u53cc\u5411\u8def\u7531\u4f18\u5316\uff0c\u964d\u4f4e\u8de8\u6d0b\u6296\u52a8\u4e0e\u4e22\u5305\uff0c\u6539\u5584\u56fd\u5185\u7528\u6237\u8bbf\u95ee\u6d77\u5916\u5927\u6a21\u578b\u7684\u6d41\u5f0f\u5bf9\u8bdd\u4f53\u9a8c\uff0c\u9002\u5408 7B\u201113B \u6a21\u578b\u5c0f\u89c4\u6a21\u6d4b\u8bd5\u8c03\u8bd5\u3002<\/p>\n<p>\u9762\u5411\u4f01\u4e1a\u3001\u9ad8\u5e76\u53d1\u5546\u7528\u573a\u666f\uff0c\u63a8\u8350<strong>RakSmart \u7269\u7406 GPU \u670d\u52a1\u5668<\/strong>\u3002\u786c\u4ef6\u8d44\u6e90\u5b8c\u5168\u72ec\u4eab\uff0c\u4e0d\u5b58\u5728\u865a\u62df\u5316\u8d44\u6e90\u62a2\u5360\u95ee\u9898\uff0c\u663e\u5b58\u3001\u5185\u5b58\u914d\u6bd4\u5145\u8db3\uff0c\u6807\u914d NVMe \u9ad8\u901f\u56fa\u6001\uff0c\u53ef\u627f\u8f7d 34B\u201170B \u5927\u6a21\u578b\u3001\u591a\u5e76\u53d1 RAG \u77e5\u8bc6\u5e93\u4e1a\u52a1\u3002\u540c\u65f6\u53ef\u642d\u914d\u9ad8\u9632\u80fd\u529b\uff0c\u62b5\u5fa1 <a href=\"https:\/\/www.raksmart.com\/cps\/7915\" target=\"_blank\" rel=\"noopener\">DDoS<\/a> \u653b\u51fb\uff0c\u4fdd\u969c AI \u4e1a\u52a1 7\u00d724 \u5c0f\u65f6\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n<blockquote><p>\u9009\u578b\u63d0\u9192\uff1a\u90e8\u7f72\u5f00\u6e90 LLM \u5207\u5fcc\u53ea\u770b\u663e\u5361\u89c4\u683c\u3002GPU\u3001\u5185\u5b58\u3001\u9ad8\u901f\u5b58\u50a8\u3001\u8de8\u5883\u7ebf\u8def\u9700\u8981\u5747\u8861\u5339\u914d\uff0c\u624d\u80fd\u628a\u786c\u4ef6\u6027\u80fd\u5b8c\u5168\u53d1\u6325\u51fa\u6765\u3002RakSmart \u673a\u623f\u8282\u70b9\u4f4d\u4e8e\u7f8e\u56fd\u6d1b\u6749\u77f6\u3001\u7845\u8c37\uff0c\u517c\u987e\u6d77\u5916\u8bbf\u95ee\u4e0e\u56fd\u5185\u8de8\u5883\u8bbf\u95ee\u8d28\u91cf\uff0c\u9002\u914d\u79c1\u6709\u5316 LLM\u3001\u77e5\u8bc6\u5e93\u95ee\u7b54\u3001AI \u4ee3\u7406\u7b49\u591a\u79cd\u51fa\u6d77 AI \u4e1a\u52a1\u3002<\/p><\/blockquote>\n<p>\u5982\u679c\u4f60\u60f3\u8981\u642d\u5efa\u6d77\u5916\u5f00\u6e90 LLM \u670d\u52a1\uff0c\u53ef\u4ee5\u524d\u5f80<a href=\"https:\/\/www.raksmart.com\/cps\/7821\" target=\"_blank\" rel=\"noopener\"> <strong>RakSmart \u5b98\u7f51<\/strong><\/a>\uff0c\u6839\u636e\u81ea\u8eab\u6a21\u578b\u53c2\u6570\u3001\u5e76\u53d1\u89c4\u6a21\u6311\u9009\u5bf9\u5e94 GPU \u5b9e\u4f8b\u6216<a href=\"https:\/\/www.raksmart.com\/cps\/7912\" target=\"_blank\" rel=\"noopener\">\u7269\u7406\u670d\u52a1\u5668<\/a>\uff0c\u5e73\u53f0\u4e5f\u6709\u65b0\u7528\u6237<a href=\"https:\/\/www.raksmart.com\/cps\/7927\" target=\"_blank\" rel=\"noopener\">\u4f18\u60e0\u6d3b\u52a8<\/a>\uff0c\u53ef\u8fdb\u4e00\u6b65\u964d\u4f4e AI \u90e8\u7f72\u6210\u672c\u3002\u540c\u65f6 <a href=\"https:\/\/www.raksmart.com\/cps\/9375\" target=\"_blank\" rel=\"noopener\">RakSmart <a href=\"https:\/\/www.raksmart.com\/cps\/9375\" target=\"_blank\" rel=\"noopener\">APP<\/a><\/a> 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