{"id":208858,"date":"2025-09-29T23:30:03","date_gmt":"2025-09-29T15:30:03","guid":{"rendered":"https:\/\/www.server.hk\/blog\/208858\/"},"modified":"2025-09-29T23:30:04","modified_gmt":"2025-09-29T15:30:04","slug":"vps-gpu-3","status":"publish","type":"post","link":"https:\/\/server.hk\/cnblog\/208858\/","title":{"rendered":"\u9999\u6e2fVPS\u652f\u6301AI GPU\u8ba1\u7b97\u5417\uff1f\u6027\u80fd\u3001\u6210\u672c\u4e0e\u9650\u5236\u4e00\u6587\u770b\u61c2"},"content":{"rendered":"<p>\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u5de5\u4e1a\u754c\u548c\u79d1\u7814\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u7ad9\u957f\u3001\u4f01\u4e1a\u4e0e\u5f00\u53d1\u8005\u5173\u5fc3\u5728\u672c\u5730\u6216\u4e91\u7aef\u90e8\u7f72 AI \u63a8\u7406\u4e0e\u8bad\u7ec3\u65f6\u7684\u57fa\u7840\u8bbe\u65bd\u9009\u62e9\u3002\u4e00\u4e2a\u5e38\u89c1\u95ee\u9898\u662f\uff1a<strong>\u9999\u6e2fVPS 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\u6216\u6309\u9700\u5206\u914d\u7684\u591a\u79df\u6237\u5b9e\u4f8b\u3002\u9999\u6e2f\u8282\u70b9\u7684\u5730\u7406\u90bb\u8fd1\u4f18\u52bf\u4f7f\u5f97\u9762\u5411\u9999\u6e2f\u4e0e\u534e\u5357\u7528\u6237\u7684\u63a8\u7406\u5ef6\u8fdf\u66f4\u4f4e\u3002<\/li>\n<li><strong>\u5c0f\u89c4\u6a21\u5fae\u8c03 \/ \u5b9e\u9a8c<\/strong>\uff1a\u53ef\u4ee5\u4f7f\u7528\u663e\u5b58\u8f83\u5c0f\u7684 GPU\uff08\u5982 T4\u3001RTX \u7cfb\u5217\uff09\u6216\u5171\u4eab GPU \u7684 VPS\uff0c\u6210\u672c\u8f83\u4f4e\uff0c\u9002\u5408\u5feb\u901f\u8fed\u4ee3\u3002<\/li>\n<li><strong>\u5927\u89c4\u6a21\u8bad\u7ec3<\/strong>\uff1a\u9700\u8981\u72ec\u5360\u9ad8\u7aef GPU\uff08\u5982 A100\u3001V100\uff09\u4e0e\u9ad8\u5e26\u5bbd\u4e92\u8054\uff08NVLink\u3001InfiniBand\uff09\uff0c\u4e0d\u5efa\u8bae\u5728\u591a\u79df\u6237 VPS \u73af\u5883\u4e0b\u8fdb\u884c\uff0c\u4e13\u7528\u7269\u7406\u670d\u52a1\u5668\u6216\u4e91\u88f8\u91d1\u5c5e\u66f4\u5408\u9002\u3002<\/li>\n<li><strong>\u6279\u5904\u7406\u4e0e\u79bb\u7ebf\u63a8\u7406<\/strong>\uff1a\u53ef\u4ee5\u505a\u5f39\u6027\u8c03\u5ea6\uff0c\u9009\u62e9\u6210\u672c\u8f83\u4f4e\u7684\u9884\u7559\u6216\u62a2\u5360\u5b9e\u4f8b\u3002<\/li>\n<\/ul>\n<h2>\u9999\u6e2f VPS \u7684\u4f18\u52bf\u4e0e\u4e0e\u7f8e\u56fd VPS \/ \u7f8e\u56fd\u670d\u52a1\u5668 \u5bf9\u6bd4<\/h2>\n<p>\u9009\u62e9\u9999\u6e2f\u8fd8\u662f\u7f8e\u56fd\u7684 GPU \u8d44\u6e90\uff0c\u53d6\u51b3\u4e8e\u4f60\u7684\u4e1a\u52a1\u4fa7\u91cd\u4e0e\u5408\u89c4\u9700\u6c42\uff1a<\/p>\n<ul>\n<li><strong>\u5ef6\u8fdf\u4e0e\u7528\u6237\u4f53\u9a8c<\/strong>\uff1a\u9762\u5411\u5927\u4e2d\u534e\u533a\u7528\u6237\uff0c\u9999\u6e2f\u670d\u52a1\u5668\/\u9999\u6e2fVPS \u5728\u7f51\u7edc RTT \u4e0a\u660e\u663e\u4f18\u4e8e\u90e8\u7f72\u5728\u7f8e\u56fd\u7684\u670d\u52a1\u5668\u6216\u7f8e\u56fdVPS\uff0c\u53ef\u663e\u8457\u964d\u4f4e\u5728\u7ebf\u63a8\u7406\u5ef6\u8fdf\u3002<\/li>\n<li><strong>\u6570\u636e\u4e3b\u6743\u4e0e\u5408\u89c4<\/strong>\uff1a\u5bf9\u6570\u636e\u8981\u5728\u4e2d\u56fd\u5883\u5916\u4f46\u63a5\u8fd1\u4e2d\u56fd\u5185\u5730\u5904\u7406\u7684\u573a\u666f\uff0c\u9999\u6e2f\u662f\u6298\u4e2d\u9009\u9879\uff1b\u800c\u7f8e\u56fd\u670d\u52a1\u5668\u9002\u5408\u9700\u8bbf\u95ee\u7f8e\u56fd\u4e91\u751f\u6001\u6216\u6cd5\u5f8b\u8981\u6c42\u7684\u573a\u666f\u3002<\/li>\n<li><strong>\u5e26\u5bbd\u4e0e\u51fa\u53e3\u6d41\u91cf<\/strong>\uff1a\u9999\u6e2f\u673a\u623f\u901a\u5e38\u63d0\u4f9b\u4f18\u826f\u7684\u56fd\u9645\u51fa\u53e3\u5e26\u5bbd\uff0c\u4f46\u4ef7\u683c\u4e0e\u7b56\u7565\u53ef\u80fd\u4e0e\u7f8e\u56fd\u4e0d\u540c\uff0c\u9700\u8bc4\u4f30\u957f\u671f\u6d41\u91cf\u6210\u672c\u3002<\/li>\n<li><strong>\u6027\u80fd\u5dee\u5f02<\/strong>\uff1a\u5355\u5361\u6027\u80fd\u4e3b\u8981\u7531 GPU \u578b\u53f7\u4e0e\u4e3b\u673a\u4e92\u8054\u51b3\u5b9a\u3002\u82e5\u9999\u6e2f VPS \u80fd\u63d0\u4f9b\u72ec\u5360 PCIe passthrough \u6216 MIG \u529f\u80fd\uff0c\u5176\u5355\u5361\u6027\u80fd\u53ef\u4e0e\u7f8e\u56fd\u540c\u7b49\u7ea7\u522b\u4ea7\u54c1\u6301\u5e73\uff0c\u4f46\u591a\u5361\u8bad\u7ec3\u7684\u4e92\u8054\uff08\u5982 NVLink \/ InfiniBand\uff09\u5728\u90e8\u5206\u9999\u6e2f VPS \u4e2d\u53ef\u80fd\u53d7\u9650\u3002<\/li>\n<\/ul>\n<h2>\u6210\u672c\u6784\u6210\u4e0e\u7ecf\u6d4e\u6027\u5206\u6790<\/h2>\n<p>AI GPU \u6210\u672c\u4e3b\u8981\u7531\u4ee5\u4e0b\u51e0\u90e8\u5206\u6784\u6210\uff1a<\/p>\n<ul>\n<li>GPU \u8d44\u6e90\uff08\u6309\u5c0f\u65f6\u6216\u6309\u6708\u8ba1\u8d39\uff09\u2014\u2014\u9ad8\u7aef GPU\uff08A100\/V100\uff09\u5355\u4ef7\u8fdc\u9ad8\u4e8e\u63a8\u7406\u5361\uff08T4\/RTX\uff09\u3002<\/li>\n<li>\u4e3b\u673a\u4e0e\u5b58\u50a8\uff08CPU\u3001\u5185\u5b58\u3001NVMe\uff09\u2014\u2014\u8bad\u7ec3\u4efb\u52a1\u5bf9 IO \u548c\u5185\u5b58\u7684\u9700\u6c42\u8f83\u9ad8\u3002<\/li>\n<li>\u7f51\u7edc\u5e26\u5bbd\u4e0e\u6d41\u91cf\u2014\u2014\u5206\u5e03\u5f0f\u8bad\u7ec3\u548c\u5728\u7ebf\u63a8\u7406\u4f1a\u4ea7\u751f\u663e\u8457\u5916\u90e8\u6d41\u91cf\u6210\u672c\u3002<\/li>\n<li>\u8fd0\u7ef4\u4e0e\u955c\u50cf\u652f\u6301\u2014\u2014\u5305\u62ec\u9a71\u52a8\u7ef4\u62a4\u3001\u5bb9\u5668\u955c\u50cf\u3001\u5b89\u5168\u8865\u4e01\u3002<\/li>\n<\/ul>\n<p>\u4e00\u822c\u60c5\u5f62\u4e0b\uff0c\u8f83\u5c0f\u56e2\u961f\u53ef\u4ee5\u4f18\u5148\u9009\u62e9\u9999\u6e2fVPS \u7684\u6309\u9700 GPU \u5b9e\u4f8b\u6765\u505a\u5b9e\u9a8c\u4e0e\u63a8\u7406\uff0c<strong>\u5728\u6210\u672c\u4e0a\u901a\u5e38\u4f18\u4e8e\u8d2d\u4e70\u81ea\u5efa\u670d\u52a1\u5668\uff08\u786c\u4ef6\u91c7\u8d2d\u3001\u6298\u65e7\u3001\u8fd0\u7ef4\u3001\u7535\u529b\uff09<\/strong>\uff1b\u4f46\u5bf9\u4e8e\u957f\u671f\u5927\u89c4\u6a21\u8bad\u7ec3\u6216\u5bf9\u4e92\u8054\u5e26\u5bbd\u6709\u4e25\u683c\u8981\u6c42\u7684\u5e94\u7528\uff0c\u79df\u7528\u4e13\u7528\u670d\u52a1\u5668\u6216\u5728\u7f8e\u56fd\/\u9999\u6e2f\u7684\u88f8\u91d1\u5c5e\u670d\u52a1\u5668\u8fdb\u884c\u5927\u89c4\u6a21\u96c6\u7fa4\u8fd0\u7ef4\u53ef\u80fd\u66f4\u5212\u7b97\u3002<\/p>\n<h2>\u5e38\u89c1\u9650\u5236\u4e0e\u98ce\u9669\u70b9<\/h2>\n<p>\u5728\u9999\u6e2f VPS \u4e0a\u8fdb\u884c GPU \u8ba1\u7b97\u65f6\u9700\u8981\u6ce8\u610f\u4ee5\u4e0b\u9650\u5236\uff1a<\/p>\n<ul>\n<li><strong>\u8d44\u6e90\u9694\u79bb\u4e0e\u566a\u58f0\u90bb\u5c45<\/strong>\uff1a\u591a\u79df\u6237\u73af\u5883\u4e2d GPU 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\u63d0\u4f9b\u7684\u5355\u5361\u663e\u5b58\u53ef\u80fd\u4e0d\u8db3\u3002<\/li>\n<li><strong>\u53ef\u7528\u6027\u4e0e\u5e93\u5b58<\/strong>\uff1a\u9ad8\u6027\u80fd GPU \u5728\u5e02\u573a\u4e0a\u957f\u671f\u4f9b\u4e0d\u5e94\u6c42\uff0c\u9999\u6e2f\u533a\u57df\u53ef\u80fd\u51fa\u73b0\u5e93\u5b58\u77ed\u7f3a\u6216\u6392\u961f\u3002<\/li>\n<\/ul>\n<h2>\u9009\u8d2d\u5efa\u8bae\uff08\u9002\u5408\u7ad9\u957f\u3001\u4f01\u4e1a\u3001\u5f00\u53d1\u8005\uff09<\/h2>\n<p>\u5728\u9009\u62e9\u9999\u6e2f GPU VPS \u6216\u8003\u8651\u4e0e\u7f8e\u56fdVPS\/\u7f8e\u56fd\u670d\u52a1\u5668 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