{"id":25863,"date":"2025-12-11T18:20:00","date_gmt":"2025-12-11T10:20:00","guid":{"rendered":"https:\/\/cn.hostease.com\/blog\/?p=25863"},"modified":"2025-12-07T14:34:45","modified_gmt":"2025-12-07T06:34:45","slug":"gpu-server-storage-nvme-raid-parallel-file-system-best-practices","status":"publish","type":"post","link":"https:\/\/cn.hostease.com\/blog\/server\/gpu-server\/gpu-server-storage-nvme-raid-parallel-file-system-best-practices\/","title":{"rendered":"GPU\u670d\u52a1\u5668\u5b58\u50a8\u53c2\u6570\u914d\u7f6e\uff1aNVMe\u3001RAID\u4e0e\u5e76\u884c\u6587\u4ef6\u7cfb\u7edf\u7684\u6700\u4f73\u5b9e\u8df5"},"content":{"rendered":"\n<p>\u6211\u4eec\u5728\u534f\u52a9\u56e2\u961f\u90e8\u7f72<a href=\"https:\/\/cn.hostease.com\/gpu-servers.html\">GPU\u670d\u52a1\u5668<\/a>\u65f6\uff0c\u5e38\u542c\u5230\u4e00\u4e2a\u719f\u6089\u7684\u56f0\u60d1\uff1a<br>\u201c\u663e\u5361\u8fd9\u4e48\u8d35\u3001\u8bad\u7ec3\u811a\u672c\u8c03\u4e86\u53c8\u8c03\uff0c\u4e3a\u4ec0\u4e48GPU\u5229\u7528\u7387\u8fd8\u662f\u4e0a\u4e0d\u53bb\uff1f\u201d<\/p>\n\n\n\n<p>\u540e\u6765\u6211\u9010\u6e10\u53d1\u73b0\uff0c\u9020\u6210GPU\u88ab\u201c\u997f\u7740\u8dd1\u201d\u7684\u539f\u56e0\u5f80\u5f80\u4e0d\u662f\u7b97\u529b\uff0c\u800c\u662f<strong>\u5b58\u50a8\u7cfb\u7edf\u7684\u901f\u5ea6\u8ddf\u4e0d\u4e0a<\/strong>\u3002<br>\u5728AI\u8bad\u7ec3\u91cc\uff0c\u6570\u636e\u8981\u4e0d\u505c\u88ab\u8bfb\u53d6\u3001\u589e\u5f3a\u3001\u5199\u5165\u68c0\u67e5\u70b9\uff0c\u5982\u679c\u78c1\u76d8\u541e\u5410\u91cf\u3001IOPS\u6216\u5ef6\u8fdf\u8fbe\u4e0d\u5230\u8981\u6c42\uff0c\u90a3GPU\u53ea\u80fd\u5e72\u7b49\u3002<\/p>\n\n\n\n<p>\u5f88\u591a\u7528\u6237\u4e00\u5f00\u59cb\u5e76\u4e0d\u4f1a\u610f\u8bc6\u5230\u8fd9\u4e00\u70b9\uff0c\u76f4\u5230\u5f00\u59cb\u6392\u67e5GPU\u4f4e\u5229\u7528\u7387\u65f6\u624d\u604d\u7136\u5927\u609f\u2014\u2014<strong>\u771f\u6b63\u62d6\u6162\u901f\u5ea6\u7684\uff0c\u662f\u78c1\u76d8\u4e0e\u5b58\u50a8\u94fe\u8def<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e3e\u4e00\u4e2a\u6211\u4eec\u5728\u793e\u533a\u4e2d\u7ecf\u5e38\u770b\u5230\u7684\u72b6\u51b5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6709\u7684\u7528\u6237\u7528NVMe\u8bad\u7ec3\u6570\u636e\uff0c\u4f46\u68c0\u67e5\u70b9\u5374\u5199\u5728\u8001\u65e7NAS\u4e0a<\/li>\n\n\n\n<li>\u4e5f\u6709\u4eba\u7528\u5927\u5bb9\u91cfHDD\u5b58\u653e\u8bad\u7ec3\u96c6\uff0c\u5bfc\u81f4\u6570\u636e\u9884\u5904\u7406\u4e00\u76f4\u5361\u987f<\/li>\n\n\n\n<li>\u4e00\u4e9b\u56e2\u961f\u5728\u591a\u8282\u70b9\u8bad\u7ec3\u4e2d\uff0c\u5171\u4eab\u5b58\u50a8\u5ef6\u8fdf\u8fc7\u9ad8\uff0c\u8fdb\u7a0b\u540c\u6b65\u53cd\u800c\u6210\u4e86\u6700\u5927\u5f00\u9500<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c\u4f60\u6b64\u523b\u4e5f\u9047\u5230\u7c7b\u4f3c\u95ee\u9898\uff0c\u4e0d\u59a8\u7ee7\u7eed\u5f80\u4e0b\u8bfb\uff0c\u6211\u4f1a\u7528\u66f4\u5b9e\u9645\u7684\u8bed\u8a00\u5e26\u4f60\u9010\u6b65\u7406\u89e3 GPU \u8bad\u7ec3\u5230\u5e95\u9700\u8981\u600e\u6837\u7684\u5b58\u50a8\u7cfb\u7edf\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">GPU\u8bad\u7ec3\u771f\u6b63\u5173\u5fc3\u7684\u4e09\u4e2a\u6307\u6807\uff1aIOPS\u3001\u541e\u5410\u91cf\u3001\u5ef6\u8fdf<\/h2>\n\n\n\n<p>\u8981\u8bbe\u8ba1\u51fa\u9002\u5408GPU\u4efb\u52a1\u7684\u5b58\u50a8\u67b6\u6784\uff0c\u6211\u901a\u5e38\u4f1a\u4ece\u4e09\u4e2a\u5173\u952e\u6307\u6807\u5f00\u59cb\u7ed9\u7528\u6237\u89e3\u91ca\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">IOPS<\/h3>\n\n\n\n<p>\u7406\u89e3\u6210\u201c\u78c1\u76d8\u6bcf\u79d2\u80fd\u54cd\u5e94\u591a\u5c11\u6b21\u8bf7\u6c42\u201d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c0f\u6587\u4ef6\u7279\u522b\u591a\u65f6\uff0c\u4f8b\u5982\u56fe\u50cf\u8bad\u7ec3\u96c6\u6216embedding\u6570\u636e\uff0cIOPS\u4e0d\u591f\u5c31\u4f1a\u51fa\u73b0\u52a0\u8f7d\u961f\u5217\u5806\u79ef\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u541e\u5410\u91cf\uff08Throughput\uff09<\/h3>\n\n\n\n<p>\u5c31\u662f\u201c\u5927\u6c34\u7ba1\u4e00\u6b21\u80fd\u51b2\u591a\u5c11\u6570\u636e\u201d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u987a\u5e8f\u8bfb\u53d6\u5927\u6587\u4ef6\uff08\u5982WebDataset\u3001TFRecord\uff09\u65f6\u6700\u5173\u952e\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5ef6\u8fdf\uff08Latency\uff09<\/h3>\n\n\n\n<p>\u4ece\u53d1\u8d77\u5230\u5b8c\u6210\u4e00\u6b21I\/O\u6240\u9700\u7684\u65f6\u95f4\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u8282\u70b9\u5206\u5e03\u5f0f\u8bad\u7ec3\u65f6\uff0c\u53ea\u8981\u5ef6\u8fdf\u7a0d\u9ad8\uff0c\u6574\u4f53\u540c\u6b65\u90fd\u4f1a\u53d7\u5f71\u54cd\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u5728\u5e2e\u7528\u6237\u5206\u6790\u8bad\u7ec3\u74f6\u9888\u65f6\uff0c\u7ecf\u5e38\u628a\u8fd9\u5f53\u4f5c\u201c\u7b2c\u4e00\u6027\u95ee\u9898\u201d\u6765\u770b\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u4f60\u7684\u8bad\u7ec3\u5230\u5e95\u662f\u88ab\u5c0f\u6587\u4ef6\u968f\u673aI\/O\u5361\u4f4f\uff0c\u8fd8\u662f\u88ab\u5927\u6587\u4ef6\u8bfb\u53d6\u541e\u5410\u5361\u4f4f\uff1f<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\u5e38\u89c1\u5b58\u50a8\u7684\u5927\u81f4\u6027\u80fd\u5dee\u5f02\u5982\u4e0b\uff08\u4fbf\u4e8e\u4f60\u5feb\u901f\u5224\u65ad\u81ea\u5df1\u7684\u76d8\u662f\u5426\u591f\u7528\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5b58\u50a8\u7c7b\u578b<\/th><th>\u987a\u5e8f\u541e\u5410\u91cf<\/th><th>\u968f\u673aIOPS<\/th><th>\u5ef6\u8fdf<\/th><th>\u9002\u7528\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td>HDD<\/td><td>150\u2013250MB\/s<\/td><td>\u51e0\u767e<\/td><td>\u6beb\u79d2\u7ea7<\/td><td>\u5907\u4efd\u3001\u51b7\u6570\u636e<\/td><\/tr><tr><td>SATA SSD<\/td><td>500\u2013550MB\/s<\/td><td>50k\u2013100k<\/td><td>\u767e\u5fae\u79d2<\/td><td>\u7cfb\u7edf\u76d8\u3001\u4e00\u822c\u670d\u52a1<\/td><\/tr><tr><td>NVMe SSD<\/td><td>3\u20137GB\/s<\/td><td>500k\u20131M+<\/td><td>\u6570\u5341\u5fae\u79d2<\/td><td>AI\u8bad\u7ec3\u3001\u672c\u5730\u7f13\u5b58<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4f60\u4f1a\u660e\u663e\u611f\u89c9\u5230\uff0c\u968f\u7740AI\u6a21\u578b\u4f53\u91cf\u4e0d\u65ad\u53d8\u5927\uff0c<strong>NVMe\u5df2\u7ecf\u6210\u4e3a\u8bad\u7ec3\u5fc5\u9700\u54c1\uff0c\u800c\u4e0d\u662f\u6027\u80fd\u9009\u9879<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">NVMe SSD\uff1aGPU\u8bad\u7ec3\u7684\u201c\u9ad8\u901f\u901a\u9053\u201d<\/h2>\n\n\n\n<p>\u6211\u8bb0\u5f97\u7b2c\u4e00\u6b21\u5728\u7528\u6237\u7684GPU\u670d\u52a1\u5668\u91cc\u628a\u8bad\u7ec3\u6570\u636e\u4eceSATA SSD\u8fc1\u79fb\u5230NVMe\u9635\u5217\u65f6\uff0c\u8bad\u7ec3\u901f\u5ea6\u76f4\u63a5\u4ece\u201c\u95f4\u6b47\u6027\u987f\u632b\u201d\u53d8\u6210\u201c\u987a\u7545\u5438\u6c14\u201d\u3002\u90a3\u79cd\u63d0\u5347\u662f\u77ac\u95f4\u80fd\u611f\u53d7\u5230\u7684\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/cn.hostease.com\/gpu-servers.html\">NVMe SSD \u7684GPU\u670d\u52a1\u5668<\/a>\u4e4b\u6240\u4ee5\u8868\u73b0\u5982\u6b64\u7a81\u51fa\uff0c\u662f\u56e0\u4e3a\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">PCIe\u76f4\u8fde<\/h3>\n\n\n\n<p>\u4e0d\u7528\u50cfSATA\u4e00\u6837\u53d7\u9650\u4e8e\u534f\u8bae\u74f6\u9888\uff0c\u80fd\u76f4\u63a5\u7528\u66f4\u9ad8\u5e76\u884c\u5ea6\u7684\u961f\u5217\u5904\u7406\u8bf7\u6c42\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9ad8IOPS\u4e0e\u4f4e\u5ef6\u8fdf<\/h3>\n\n\n\n<p>\u5bf9\u4e8e\u968f\u673a\u8bfb\u53d6\u5bc6\u96c6\u7684AI\u573a\u666f\u975e\u5e38\u91cd\u8981\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5411\u91cf\u68c0\u7d22<\/li>\n\n\n\n<li>\u7ec6\u7c92\u5ea6\u7279\u5f81\u52a0\u8f7d<\/li>\n\n\n\n<li>\u5927\u91cf\u5c0f\u6837\u672c\u6570\u636e\u96c6\u8bfb\u53d6<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u652f\u6301\u9ad8\u961f\u5217\u6df1\u5ea6<\/h3>\n\n\n\n<p>\u8fd9\u610f\u5473\u7740\u5728\u591a\u8fdb\u7a0b\u52a0\u8f7d\u6570\u636e\u6216\u591a\u7ebf\u7a0b\u5199\u5165\u68c0\u67e5\u70b9\u65f6\uff0c\u78c1\u76d8\u4e0d\u4f1a\u8f7b\u6613\u201c\u88ab\u6253\u6ee1\u201d\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u9884\u7b97\u6709\u9650\u7684\u56e2\u961f\uff0c\u6211\u4eec\u7ecf\u5e38\u8bf4\u7684\u5efa\u8bae\u662f\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u8bad\u7ec3\u70ed\u6570\u636e\u4f18\u5148\u4e0aNVMe\uff0c\u4e0d\u591f\u7684\u5bb9\u91cf\u518d\u4ea4\u7ed9HDD\u6216\u5bf9\u8c61\u5b58\u50a8\u6765\u8865\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p>\u4e0e\u5176\u7528\u4fbf\u5b9c\u7684\u5927\u5bb9\u91cfSSD\u6491\u6ee1\u6240\u6709\u9700\u6c42\uff0c\u4e0d\u5982\u7528\u66f4\u5c11\u3001\u66f4\u5feb\u7684NVMe\u8ba9\u8bad\u7ec3\u6d41\u7545\u8d77\u6765\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">RAID\u600e\u4e48\u9009\uff1f\u4e0d\u540c\u9635\u5217\u7684\u201c\u6027\u683c\u201d\u5b8c\u5168\u4e0d\u4e00\u6837<\/h2>\n\n\n\n<p>\u53ea\u8981\u4f60\u624b\u91cc\u67092\u20138\u5757NVMe\uff0c\u5c31\u5c11\u4e0d\u4e86\u8981\u9762\u5bf9\u4e00\u4e2a\u95ee\u9898\uff1a<br>\u201c\u5230\u5e95\u8981\u4e0d\u8981\u505aRAID\uff0c\u505a\u54ea\u79cd\u6bd4\u8f83\u597d\uff1f\u201d<\/p>\n\n\n\n<p>\u6211\u4eec\u5728\u7ed9\u7528\u6237\u8c03\u4f18\u65f6\u6700\u5e38\u89c1\u7684\u73b0\u8c61\uff0c\u5c31\u662f\u5b58\u50a8\u9635\u5217\u548c\u8bad\u7ec3\u573a\u666f\u5b8c\u5168\u4e0d\u5339\u914d\uff0c\u6bd4\u5982\u7528RAID 5\u505a\u8bad\u7ec3\u76d8\uff0c\u7ed3\u679c\u5199\u5165\u5ef6\u8fdf\u66b4\u6da8\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u603b\u7ed3\u80fd\u5e2e\u4f60\u5feb\u901f\u505a\u51b3\u7b56\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>RAID\u7ea7\u522b<\/th><th>\u6027\u80fd<\/th><th>\u5197\u4f59<\/th><th>\u7279\u70b9<\/th><th>\u5e38\u89c1\u573a\u666f<\/th><\/tr><\/thead><tbody><tr><td>RAID 0<\/td><td>\u6700\u9ad8<\/td><td>\u65e0<\/td><td>\u5168\u6027\u80fd\u8f93\u51fa\uff0c\u4efb\u4f55\u4e00\u5757\u76d8\u574f\u90fd\u4f1a\u5bfc\u81f4\u6570\u636e\u4e22\u5931<\/td><td>\u4e34\u65f6\u6570\u636e\u3001\u53ef\u91cd\u5efa\u7f13\u5b58<\/td><\/tr><tr><td>RAID 1<\/td><td>\u4e2d<\/td><td>\u9ad8<\/td><td>\u955c\u50cf\u63d0\u9ad8\u53ef\u9760\u6027<\/td><td>\u7cfb\u7edf\u76d8\u3001\u5143\u6570\u636e\u76d8<\/td><\/tr><tr><td>RAID 5<\/td><td>\u8bfb\u9ad8\u5199\u4f4e<\/td><td>\u4e2d<\/td><td>\u6821\u9a8c\u5bfc\u81f4\u5199\u635f\u8017\u5927<\/td><td>\u4e00\u822c\u6587\u4ef6\u5b58\u50a8<\/td><\/tr><tr><td>RAID 6<\/td><td>\u8bfb\u9ad8\u5199\u66f4\u4f4e<\/td><td>\u9ad8<\/td><td>\u6297\u53cc\u76d8\u635f\u574f<\/td><td>\u5927\u5bb9\u91cf\u5171\u4eab\u5b58\u50a8<\/td><\/tr><tr><td>RAID 10<\/td><td>\u9ad8<\/td><td>\u9ad8<\/td><td>\u6027\u80fd\u4e0e\u53ef\u9760\u6027\u517c\u5f97<\/td><td><strong>AI\u8bad\u7ec3\u4e3b\u76d8\u63a8\u8350<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6211\u4e2a\u4eba\u6700\u5e38\u7528\u3001\u4e5f\u6700\u63a8\u8350\u7ed9AI\u8bad\u7ec3\u7528\u6237\u7684\u65b9\u6848\u662f\u2014\u2014<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>RAID 10\uff1a\u51e0\u4e4e\u6240\u6709\u8bad\u7ec3\u573a\u666f\u4e0b\u90fd\u8868\u73b0\u7a33\u5b9a\u4e14\u4f18\u79c0<\/strong><\/h3>\n\n\n\n<p>\u5c24\u5176\u9002\u5408\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u91cf\u968f\u673aI\/O<\/li>\n\n\n\n<li>\u9ad8\u9891\u5199\u5165\u68c0\u67e5\u70b9<\/li>\n\n\n\n<li>\u5927\u89c4\u6a21\u6570\u636e\u96c6\u5faa\u73af\u8bfb\u53d6<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c\u4f60\u7684\u5e94\u7528\u662f\u53ef\u91cd\u7b97\u7684\uff0c\u6bd4\u5982\u4e34\u65f6\u7f13\u5b58\u3001\u4e2d\u95f4\u7279\u5f81\uff0c\u4e5f\u53ef\u4ee5\u8003\u8651<strong>RAID 0<\/strong>\u6765\u628a\u6027\u80fd\u538b\u5230\u6781\u9650\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e76\u884c\u6587\u4ef6\u7cfb\u7edf\uff1a\u591a\u8282\u70b9GPU\u8bad\u7ec3\u7684\u5173\u952e\u62fc\u56fe<\/h2>\n\n\n\n<p>\u5f53\u4f60\u7684GPU\u670d\u52a1\u5668\u4ece\u5355\u673a\u53d8\u6210\u96c6\u7fa4\u65f6\uff0c\u672c\u5730\u76d8\u518d\u5feb\u4e5f\u65e0\u6cd5\u6ee1\u8db3\u201c\u6240\u6709\u8282\u70b9\u9700\u8981\u540c\u65f6\u8bfb\u540c\u4e00\u4efd\u6570\u636e\u201d\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n<p>\u8fd9\u5c31\u662f\u6211\u4eec\u5f00\u59cb\u63a8\u8350\u4f7f\u7528<strong>Lustre\u3001GPFS\uff08IBM Spectrum Scale\uff09\u7b49\u5e76\u884c\u6587\u4ef6\u7cfb\u7edf<\/strong>\u7684\u539f\u56e0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Lustre\uff1aHPC\u548c\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u9ec4\u91d1\u7ec4\u5408<\/h3>\n\n\n\n<p>\u5b83\u6700\u9002\u5408\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8d85\u5927\u89c4\u6a21\u6570\u636e\u96c6<\/li>\n\n\n\n<li>\u591a\u8282\u70b9\u540c\u65f6\u987a\u5e8f\u8bfb\u53d6<\/li>\n\n\n\n<li>\u805a\u5408\u541e\u5410\u53ef\u8fbeTB\/s\u7ea7\u522b<\/li>\n<\/ul>\n\n\n\n<p>\u8bad\u7ec3GPT\u3001\u6269\u6563\u6a21\u578b\u3001\u5927\u89c4\u6a21\u89c6\u89c9\u6a21\u578b\u7684\u5f88\u591a\u56e2\u961f\u90fd\u4f9d\u8d56\u5b83\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">GPFS\uff08IBM Spectrum Scale\uff09\uff1a\u4f01\u4e1a\u7ea7\u6570\u636e\u7ba1\u7406\u66f4\u7075\u6d3b<\/h3>\n\n\n\n<p>\u5b83\u9002\u5408\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u79cd\u4e1a\u52a1\u6df7\u5408\u90e8\u7f72<\/li>\n\n\n\n<li>\u5206\u5c42\u5b58\u50a8\uff08NVMe+SSD+HDD\uff09<\/li>\n\n\n\n<li>\u5927\u91cf\u5c0f\u6587\u4ef6\u573a\u666f<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c\u4f60\u662f\u5927\u578b\u4f01\u4e1a\u3001\u79d1\u7814\u673a\u6784\uff0c\u8fd9\u7c7b\u7cfb\u7edf\u5f80\u5f80\u66f4\u597d\u6269\u5c55\u3002<\/p>\n\n\n\n<p>\u4f46\u4e2d\u5c0f\u56e2\u961f\u5b8c\u5168\u4e0d\u7528\u81ea\u5df1\u642d\u5efa\uff0c\u5927\u591a\u6570\u6258\u7ba1\u5546\u90fd\u63d0\u4f9b\u5df2\u90e8\u7f72\u597d\u7684\u5e76\u884c\u6587\u4ef6\u7cfb\u7edf\u670d\u52a1\uff0c\u4f60\u53ea\u8981\u6302\u8f7d\u5373\u53ef\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u573a\u666f\u5316\u914d\u7f6e\u5efa\u8bae\uff1a\u76f4\u63a5\u62ff\u53bb\u7528\u7684\u65b9\u6848<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u4f60\u80fd\u66f4\u5feb\u843d\u5730\uff0c\u6211\u628a\u5e38\u89c1\u7684\u4e09\u79cdGPU\u8bad\u7ec3\u89c4\u6a21\u6574\u7406\u6210\u53ef\u76f4\u63a5\u91c7\u7528\u7684\u914d\u7f6e\u53c2\u8003\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u573a\u666f\u4e00\uff1a\u5355\u673a4\u20138\u5361\uff0c\u4e2d\u578b\u8bad\u7ec3\u4efb\u52a1<\/strong><\/h3>\n\n\n\n<p>\u9002\u5408\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u56fe\u50cf\u5fae\u8c03\u3001\u6587\u751f\u56fe\u8bad\u7ec3<\/li>\n\n\n\n<li>\u72ec\u7acb\u7ad9\u63a8\u8350\u6a21\u578b<\/li>\n\n\n\n<li>AIGC\u5e94\u7528\u63a8\u7406\/\u8bad\u7ec3<\/li>\n<\/ul>\n\n\n\n<p>\u63a8\u8350\u914d\u7f6e\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9879\u76ee<\/th><th>\u5efa\u8bae\u65b9\u6848<\/th><\/tr><\/thead><tbody><tr><td>\u7cfb\u7edf\u76d8<\/td><td>1\u20132\u5757NVMe\u505aRAID 1<\/td><\/tr><tr><td>\u8bad\u7ec3\u70ed\u6570\u636e\u76d8<\/td><td>\u591a\u5757NVMe\u505aRAID 10\uff084\u20138TB\uff09<\/td><\/tr><tr><td>\u51b7\u6570\u636e<\/td><td>SATA HDD\u6216\u5bf9\u8c61\u5b58\u50a8<\/td><\/tr><tr><td>\u6587\u4ef6\u7cfb\u7edf<\/td><td>XFS\u6216ext4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4f7f\u7528\u5efa\u8bae\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u68c0\u67e5\u70b9\u3001\u6570\u636e\u96c6\u90fd\u653e\u5728NVMe\u9635\u5217\u4e2d<\/li>\n\n\n\n<li>\u5386\u53f2\u7248\u672c\u4e0e\u5f52\u6863\u6570\u636e\u8fc1\u79fb\u5230HDD\u6216\u5bf9\u8c61\u5b58\u50a8<\/li>\n\n\n\n<li>\u82e5\u8bad\u7ec3\u52a0\u8f7d\u901f\u5ea6\u4ecd\u4e0d\u591f\uff0c\u68c0\u67e5\u8fdb\u7a0b\u6570\u4e0e\u6570\u636epipeline\u8bbe\u7f6e<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u573a\u666f\u4e8c\uff1a2\u20138\u53f0GPU\u670d\u52a1\u5668\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3<\/strong><\/h3>\n\n\n\n<p>\u66f4\u9ad8\u7684\u8d1f\u8f7d\u8981\u6c42\u6211\u4eec\u52a0\u5165\u5171\u4eab\u5b58\u50a8\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9879\u76ee<\/th><th>\u5efa\u8bae\u65b9\u6848<\/th><\/tr><\/thead><tbody><tr><td>\u672c\u5730\u76d8<\/td><td>\u7ef4\u6301\u573a\u666f\u4e00\u914d\u7f6e<\/td><\/tr><tr><td>\u5171\u4eab\u5b58\u50a8<\/td><td>NAS\u6216\u5e76\u884c\u6587\u4ef6\u7cfb\u7edf<\/td><\/tr><tr><td>\u52a0\u8f7d\u7b56\u7565<\/td><td>\u8bad\u7ec3\u524d\u5c06\u70ed\u6570\u636e\u9884\u52a0\u8f7d\u81f3\u672c\u5730NVMe<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6211\u4e00\u76f4\u5f3a\u8c03\u7684\u4e00\u4e2a\u7ecf\u9a8c\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u201c\u5171\u4eab\u5b58\u50a8\u505a\u6e90\uff0c\u672c\u5730NVMe\u505acache\u201d\u51e0\u4e4e\u9002\u7528\u6240\u6709\u4e2d\u578b\u96c6\u7fa4\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u573a\u666f\u4e09\uff1a\u5927\u89c4\u6a21\u6a21\u578b\u8bad\u7ec3\uff08\u4e0a\u767eGPU\uff09<\/strong><\/h3>\n\n\n\n<p>\u5178\u578b\u67b6\u6784\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ec4\u4ef6<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td>\u5e76\u884c\u6587\u4ef6\u7cfb\u7edf\uff08Lustre\/GPFS\uff09<\/td><td>PB\u7ea7\u6570\u636e+TB\/s\u805a\u5408\u5e26\u5bbd<\/td><\/tr><tr><td>\u672c\u5730NVMe<\/td><td>\u6bcf\u8282\u70b9\u505a\u7f13\u5b58\u533a<\/td><\/tr><tr><td>\u5bf9\u8c61\u5b58\u50a8<\/td><td>\u957f\u671f\u5f52\u6863\u4e0e\u7248\u672c\u7ba1\u7406<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5173\u952e\u8981\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u5c3d\u91cf\u6253\u5305\u6210\u5927\u6587\u4ef6\uff08\u907f\u514d\u5c0f\u6587\u4ef6\u98ce\u66b4\uff09<\/li>\n\n\n\n<li>\u68c0\u67e5\u70b9\u5206\u5c42\u4fdd\u5b58<\/li>\n\n\n\n<li>\u5b58\u50a8\u62d3\u6251\u8bbe\u8ba1\u8981\u63d0\u524d\u89c4\u5212\uff08\u6570\u636e\u6761\u5e26\u5316\u975e\u5e38\u91cd\u8981\uff09<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u771f\u5b9e\u7ecf\u9a8c\uff1a\u6211\u4eec\u5982\u4f55\u5e2e\u7528\u6237\u628aGPU\u5229\u7528\u7387\u4ece50%\u63d0\u5347\u523090%<\/h2>\n\n\n\n<p>\u5370\u8c61\u6700\u6df1\u7684\u662f\u4e00\u4e2a\u505aAIGC\u670d\u52a1\u7684\u5ba2\u6237\uff0c\u4ed6\u4eec\u7684<a href=\"https:\/\/cn.hostease.com\/gpu-servers.html\" target=\"_blank\" rel=\"noopener\" title=\"\">8\u5361GPU\u670d\u52a1\u5668<\/a>\u8bad\u7ec3\u901f\u5ea6\u4e00\u76f4\u65e0\u6cd5\u63d0\u5347\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u68c0\u67e5\u540e\u53d1\u73b0\u539f\u56e0\u975e\u5e38\u5178\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u653e\u5728SATA SSD\u4e0a<\/li>\n\n\n\n<li>\u68c0\u67e5\u70b9\u76f4\u63a5\u5199\u8001NAS<\/li>\n\n\n\n<li>\u6570\u636epipeline\u51e0\u4e4e\u6ca1\u6709\u7f13\u5b58<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4eec\u5e2e\u4ed6\u4eec\u8c03\u6574\u4e3a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u75284\u5757NVMe\u7ec4RAID 10\u4f5c\u4e3a\u8bad\u7ec3\u4e3b\u76d8<\/li>\n\n\n\n<li>\u68c0\u67e5\u70b9\u5148\u5199\u672c\u5730NVMe\uff0c\u518d\u5f02\u6b65\u540c\u6b65NAS<\/li>\n\n\n\n<li>\u6253\u5f00\u6570\u636e\u9884\u5904\u7406\u591a\u8fdb\u7a0b\u4e0e\u7f13\u5b58<\/li>\n<\/ul>\n\n\n\n<p>\u8bad\u7ec3GPU\u5229\u7528\u7387\u4ece <strong>50% \u2192 \u7a33\u5b9a90%<\/strong>\uff0c\u8bad\u7ec3\u65f6\u95f4\u7f29\u77ed\u4e86\u8fd1\u4e00\u534a\u3002<\/p>\n\n\n\n<p>\u5f88\u591a\u4eba\u5728\u8c03\u6a21\u578b\u3001\u6539batch\u3001\u5347GPU\uff0c\u4f46\u5176\u5b9e\u53ea\u8981\u628a\u5b58\u50a8\u8865\u9f50\uff0c\u6548\u679c\u5f80\u5f80\u7acb\u7aff\u89c1\u5f71\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b58\u50a8\u914d\u7f6e\u4e2d\u5e38\u89c1\u7684\u5751\uff0c\u4f60\u4e00\u5b9a\u8981\u907f\u5f00<\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u8fd9\u4e9b\u5751\u6211\u89c1\u8fc7\u592a\u591a\u6b21\uff0c\u5efa\u8bae\u4f60\u91cd\u70b9\u68c0\u67e5\uff1a<\/p>\n\n\n\n<ul 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