{"id":34204,"date":"2026-07-14T17:41:26","date_gmt":"2026-07-14T09:41:26","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-cn\/how-gpu-direct-storage-helps-ai-training\/"},"modified":"2026-07-14T17:44:25","modified_gmt":"2026-07-14T09:44:25","slug":"how-gpu-direct-storage-helps-ai-training","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/","title":{"rendered":"GPU Direct Storage \u5982\u4f55\u52a9\u529b AI \u8bad\u7ec3"},"content":{"rendered":"<p>\u901a\u8fc7\u4f7f\u7528 GPU Direct Storage\uff0c\u4f60\u53ef\u4ee5\u663e\u8457\u52a0\u901f <a href=\"https:\/\/www.varidata.com\/zh-cn\/blog\/run-a-remote-ai-coding-assistant-on-a-server\/\" target=\"_blank\">AI \u8bad\u7ec3<\/a>\uff0c\u56e0\u4e3a\u5b83\u80fd\u591f\u5c06\u6570\u636e\u76f4\u63a5\u4ece<a href=\"https:\/\/www.varidata.com\/zh-cn\/server\/tokyo\/\" target=\"_blank\">\u5b58\u50a8\u8bbe\u5907<\/a>\u4f20\u8f93\u5230 GPU \u5185\u5b58\u3002\u8fd9\u79cd\u65b9\u5f0f\u6d88\u9664\u4e86 CPU \u74f6\u9888\uff0c\u964d\u4f4e\u4e86\u5ef6\u8fdf\uff0c\u5e76\u8ba9\u4f60\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002\u6700\u65b0\u57fa\u51c6\u6d4b\u8bd5\u663e\u793a\uff0c\u5199\u5165\u4e00\u4e2a 140 GB \u7684\u68c0\u67e5\u70b9\uff0c\u6240\u9700\u65f6\u95f4\u53ef\u4ece\u6570\u5206\u949f\u7f29\u77ed\u81f3 45 \u79d2\u4ee5\u5185\uff0c\u4f7f\u6574\u4f53\u5de5\u4f5c\u6d41\u7a0b\u6700\u9ad8\u63d0\u901f\u8fbe 6 \u500d\u3002\u968f\u7740 AI \u6a21\u578b\u3001\u6570\u636e\u96c6\u4ee5\u53ca\u63a8\u7406\u9700\u6c42\u6301\u7eed\u589e\u957f\uff0c\u4f60\u9700\u8981\u5177\u5907\u9ad8\u541e\u5410\u7684\u6570\u636e\u7ba1\u9053\uff0c\u624d\u80fd\u8ddf\u4e0a\u4e0d\u65ad\u6269\u5c55\u7684\u8ba1\u7b97\u4e0e\u5b58\u50a8\u9700\u6c42\u3002<\/p>\n<h2>AI \u8bad\u7ec3\u4e2d\u7684\u6570\u636e\u74f6\u9888<\/h2>\n<h3>CPU \u5f00\u9500\u4e0e\u5185\u5b58\u62f7\u8d1d\u95ee\u9898<\/h3>\n<p>\u5728 AI \u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f60\u7ecf\u5e38\u4f1a\u9047\u5230\u901f\u5ea6\u4e0b\u964d\u7684\u95ee\u9898\uff0c\u56e0\u4e3a CPU \u5fc5\u987b\u8d1f\u8d23\u5728\u5b58\u50a8\u4e0e GPU \u5185\u5b58\u4e4b\u95f4\u642c\u8fd0\u6570\u636e\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u589e\u52a0\u4e86\u989d\u5916\u6b65\u9aa4\uff0c\u4e5f\u63d0\u5347\u4e86\u5ef6\u8fdf\u3002\u5f53 CPU \u8d1f\u8d23\u7ba1\u7406\u5185\u5b58\u62f7\u8d1d\u65f6\uff0c\u5b83\u4f1a\u5360\u7528\u672c\u53ef\u7528\u4e8e\u5176\u4ed6\u4efb\u52a1\u7684\u5b9d\u8d35\u8d44\u6e90\u3002\u50cf RoCE \u8fd9\u6837\u7684\u6280\u672f\u53ef\u4ee5\u901a\u8fc7\u8ba9\u8bbe\u5907\u76f4\u63a5\u8bbf\u95ee\u5185\u5b58\u6765\u964d\u4f4e CPU \u5f00\u9500\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u591f\u63d0\u5347\u6570\u636e\u4f20\u8f93\u901f\u7387\uff0c\u5e76\u63d0\u9ad8\u6574\u4f53\u6548\u7387\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n    <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6280\u672f<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4f18\u52bf<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8bf4\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>RoCE<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u964d\u4f4e CPU \u5f00\u9500<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5141\u8bb8\u8bbe\u5907\u4e4b\u95f4\u76f4\u63a5\u8fdb\u884c\u5185\u5b58\u8bbf\u95ee\uff0c\u5c3d\u91cf\u51cf\u5c11 CPU \u53c2\u4e0e\uff0c\u4ece\u800c\u63d0\u5347\u6570\u636e\u4f20\u8f93\u6548\u7387\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>RoCE<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u9ad8\u541e\u5410\u91cf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u652f\u6301\u4f4e\u5ef6\u8fdf\u9ad8\u901f\u6570\u636e\u4f20\u8f93\uff0c\u975e\u5e38\u9002\u5408 AI \u8bad\u7ec3\u8d1f\u8f7d\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u7531\u6b64\u53ef\u89c1\uff0cRoCE \u80fd\u591f\u51cf\u5c11 CPU \u7684\u53c2\u4e0e\u5e76\u63d0\u9ad8\u541e\u5410\u91cf\u3002\u8fd9\u79cd\u6539\u53d8\u53ef\u4ee5\u5e2e\u52a9\u4f60\u66f4\u5feb\u5730\u4f20\u8f93\u6570\u636e\uff0c\u5e76\u8ba9\u7cfb\u7edf\u8fd0\u884c\u5f97\u66f4\u52a0\u987a\u7545\u3002<\/p>\n<h3>\u5bf9\u8bad\u7ec3\u6027\u80fd\u7684\u5f71\u54cd<\/h3>\n<p>\u6570\u636e\u74f6\u9888\u4f1a\u4ece\u591a\u4e2a\u65b9\u9762\u5f71\u54cd\u4f60\u7684\u8bad\u7ec3\u8fc7\u7a0b\u3002\u5f53\u4f60\u4e0d\u5f97\u4e0d\u7b49\u5f85\u6570\u636e\u5728\u5b58\u50a8\u548c GPU \u5185\u5b58\u4e4b\u95f4\u4f20\u8f93\u65f6\uff0c\u5c31\u4f1a\u6d6a\u8d39\u5b9d\u8d35\u65f6\u95f4\u3002\u968f\u7740\u6a21\u578b\u89c4\u6a21\u8d8a\u6765\u8d8a\u5927\uff0c\u8ba1\u7b97\u80fd\u529b\u4e0e\u5185\u5b58\u5e26\u5bbd\u4e4b\u95f4\u7684\u5dee\u8ddd\u4e5f\u5728\u4e0d\u65ad\u6269\u5927\u3002\u4f60\u9700\u8981\u5728\u591a\u4e2a AI \u52a0\u901f\u5668\u4e4b\u95f4\u4f20\u8f93\u66f4\u591a\u6570\u636e\uff0c\u8fd9\u4f1a\u8fdb\u4e00\u6b65\u52a0\u5267\u74f6\u9888\u5e76\u62d6\u6162\u6574\u4e2a\u5de5\u4f5c\u6d41\u7a0b\u3002<\/p>\n<ul>\n<li>\n<p>\u6570\u636e\u4f20\u8f93\u74f6\u9888\u4f1a\u5bfc\u81f4\u5185\u5b58\u8bbf\u95ee\u548c\u901a\u4fe1\u6548\u7387\u4e0b\u964d\uff0c\u4ece\u800c\u589e\u52a0\u5927\u89c4\u6a21 AI \u6a21\u578b\u7684\u8bad\u7ec3\u65f6\u95f4\u3002<\/p>\n<\/li>\n<li>\n<p>AI \u8ba1\u7b97\u80fd\u529b\u7684\u589e\u957f\u901f\u5ea6\uff08\u4e24\u5e74\u5185\u8fbe\u5230 3\u00d7\uff09\u663e\u8457\u5feb\u4e8e\u5185\u5b58\u5e26\u5bbd\uff081.6\u00d7\uff09\u548c\u4e92\u8fde\u5e26\u5bbd\uff081.4\u00d7\uff09\u7684\u589e\u957f\u901f\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u968f\u7740 AI \u6a21\u578b\u4e0d\u65ad\u6269\u5c55\uff0c\u5728\u591a\u4e2a AI \u52a0\u901f\u5668\u4e4b\u95f4\u8fdb\u884c\u4f20\u8f93\u7684\u9700\u6c42\u4e5f\u968f\u4e4b\u589e\u52a0\uff0c\u8fdb\u4e00\u6b65\u52a0\u5267\u201c\u5185\u5b58\u5899\u201d\u95ee\u9898\uff0c\u5e76\u5f71\u54cd\u8bad\u7ec3\u6548\u7387\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4f60\u53ef\u4ee5\u901a\u8fc7\u89e3\u51b3\u8fd9\u4e9b\u74f6\u9888\u6765\u63d0\u5347\u8bad\u7ec3\u901f\u5ea6\u3002\u6570\u636e\u6d41\u52a8\u8d8a\u5feb\uff0c\u4f60\u7b49\u5f85\u7684\u65f6\u95f4\u5c31\u8d8a\u5c11\uff0c\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\u7684\u65f6\u95f4\u5c31\u8d8a\u591a\u3002<\/p>\n<h2>GPU Direct Storage \u67b6\u6784<\/h2>\n<h3>\u76f4\u63a5\u6570\u636e\u901a\u8def<\/h3>\n<p>\u901a\u8fc7\u4f7f\u7528 GPU Direct Storage\uff0c\u4f60\u53ef\u4ee5\u52a0\u5feb AI \u8bad\u7ec3\u901f\u5ea6\u3002\u8fd9\u9879\u6280\u672f\u5141\u8bb8\u4f60\u5c06\u6570\u636e\u76f4\u63a5\u4ece NVMe SSD \u4f20\u8f93\u5230 GPU \u5185\u5b58\uff0c\u800c\u65e0\u9700\u7ecf\u8fc7 CPU \u6216\u7cfb\u7edf\u5185\u5b58\u3002\u8fd9\u6761\u76f4\u63a5\u901a\u8def\u51cf\u5c11\u4e86\u989d\u5916\u6b65\u9aa4\uff0c\u5e76\u964d\u4f4e\u4e86\u5ef6\u8fdf\u3002<\/p>\n<p>\u5f53\u4f60\u4f7f\u7528 gpudirect storage \u65f6\uff0c\u6570\u636e\u4f20\u8f93\u4f1a\u901a\u8fc7 DMA\uff08Direct Memory Access\uff0c\u76f4\u63a5\u5185\u5b58\u8bbf\u95ee\uff09\u5f15\u64ce\u5b8c\u6210\u3002DMA \u5f15\u64ce\u5c31\u50cf\u4e00\u5ea7\u9ad8\u901f\u6865\u6881\uff0c\u80fd\u591f\u5728\u5b58\u50a8\u4e0e GPU \u5185\u5b58\u4e4b\u95f4\u4f20\u8f93\u6570\u636e\uff0c\u800c\u65e0\u9700\u4e2d\u9014\u7ecf\u8fc7 CPU\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u8282\u7701\u4e86\u65f6\u95f4\uff0c\u4e5f\u8ba9 CPU \u53ef\u4ee5\u817e\u51fa\u8d44\u6e90\u5904\u7406\u5176\u4ed6\u4efb\u52a1\u3002<\/p>\n<p>NVMe SSD \u5728\u8fd9\u79cd\u67b6\u6784\u4e2d\u626e\u6f14\u7740\u5173\u952e\u89d2\u8272\u3002\u5b83\u4eec\u80fd\u591f\u63d0\u4f9b\u9ad8\u541e\u5410\u548c\u4f4e\u5ef6\u8fdf\u3002\u5f53\u4f60\u5c06 NVMe SSD \u4e0e gpudirect storage \u642d\u914d\u4f7f\u7528\u65f6\uff0c\u5c31\u80fd\u83b7\u5f97\u4e00\u6761\u76f4\u63a5\u3001\u9ad8\u901f\u7684\u8fde\u63a5\u901a\u8def\u3002\u8fd9\u79cd\u7ec4\u5408\u53ef\u4ee5\u5e2e\u52a9\u4f60\u66f4\u8f7b\u677e\u5730\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u548c\u590d\u6742\u6a21\u578b\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5316\u7684\u6570\u636e\u6d41\u8fc7\u7a0b\uff1a<\/p>\n<ol>\n<li>\n<p>\u4f60\u53d1\u8d77\u8bad\u7ec3\u6570\u636e\u8bf7\u6c42\u3002<\/p>\n<\/li>\n<li>\n<p>NVMe SSD \u901a\u8fc7 DMA \u5f15\u64ce\u5c06\u6570\u636e\u76f4\u63a5\u53d1\u9001\u5230 GPU \u5185\u5b58\u3002<\/p>\n<\/li>\n<li>\n<p>GPU \u7acb\u5373\u5f00\u59cb\u5904\u7406\u6570\u636e\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u8fd9\u79cd\u76f4\u63a5\u901a\u8def\u610f\u5473\u7740\u4f60\u82b1\u5728\u7b49\u5f85\u6570\u636e\u4e0a\u7684\u65f6\u95f4\u66f4\u5c11\uff0c\u800c\u771f\u6b63\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\u7684\u65f6\u95f4\u66f4\u591a\u3002<\/p>\n<h3>\u786c\u4ef6\u4e0e\u8f6f\u4ef6\u9700\u6c42<\/h3>\n<p>\u8981\u4f7f\u7528 gpudirect storage\uff0c\u4f60\u9700\u8981\u5408\u9002\u7684\u786c\u4ef6\u548c\u8f6f\u4ef6\u73af\u5883\u3002\u4ee5\u4e0b\u662f\u6240\u9700\u7ec4\u4ef6\uff1a<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n    <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7ec4\u4ef6<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8981\u6c42<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u4e3a\u4ec0\u4e48\u9700\u8981\u5b83<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>GPU<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u652f\u6301 GPUDirect Storage \u7684 NVIDIA GPU<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b9e\u73b0\u76f4\u63a5\u6570\u636e\u4f20\u8f93<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b58\u50a8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>NVMe SSD<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u63d0\u4f9b\u9ad8\u901f\u3001\u4f4e\u5ef6\u8fdf\u6570\u636e\u8bbf\u95ee<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>DMA \u5f15\u64ce<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5185\u5efa\u4e8e\u73b0\u4ee3 GPU \u548c\u5b58\u50a8\u63a7\u5236\u5668\u4e2d<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8d1f\u8d23\u76f4\u63a5\u5185\u5b58\u8bbf\u95ee<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>CPU \u4e0e RAM<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6807\u51c6\u914d\u7f6e\u5373\u53ef\uff0c\u4e0d\u518d\u662f\u74f6\u9888<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e0d\u53c2\u4e0e\u6570\u636e\u4f20\u8f93\u8fc7\u7a0b<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u64cd\u4f5c\u7cfb\u7edf\u4e0e\u9a71\u52a8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Linux\u3001CUDA \u548c GPUDirect Storage \u9a71\u52a8<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u652f\u6301\u76f4\u63a5\u6570\u636e\u901a\u8def<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u4f60\u5fc5\u987b\u5148\u786e\u8ba4\u81ea\u5df1\u7684 GPU \u662f\u5426\u652f\u6301 gpudirect storage\u3002\u5927\u591a\u6570\u8f83\u65b0\u7684 NVIDIA GPU \u90fd\u652f\u6301\u3002\u4f60\u8fd8\u9700\u8981 NVMe SSD\uff0c\u56e0\u4e3a\u5b83\u4eec\u80fd\u591f\u63d0\u4f9b\u76f4\u63a5\u4f20\u8f93\u6240\u9700\u7684\u901f\u5ea6\u3002DMA \u5f15\u64ce\u901a\u5e38\u5df2\u7ecf\u96c6\u6210\u5728 GPU \u548c\u5b58\u50a8\u63a7\u5236\u5668\u4e2d\uff0c\u56e0\u6b64\u4f60\u65e0\u9700\u989d\u5916\u8d2d\u7f6e\u786c\u4ef6\u3002<\/p>\n<p>\u5728\u8f6f\u4ef6\u65b9\u9762\uff0c\u4f60\u9700\u8981 Linux \u64cd\u4f5c\u7cfb\u7edf\uff0c\u540c\u65f6\u8fd8\u9700\u8981\u6b63\u786e\u5b89\u88c5\u76f8\u5173\u9a71\u52a8\uff0c\u4f8b\u5982 CUDA \u548c gpudirect storage \u9a71\u52a8\u3002\u8fd9\u4e9b\u9a71\u52a8\u80fd\u591f\u8ba9\u4f60\u7684\u7cfb\u7edf\u4f7f\u7528\u8fd9\u6761\u76f4\u63a5\u6570\u636e\u901a\u8def\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u8bf7\u59cb\u7ec8\u4fdd\u6301\u9a71\u52a8\u548c\u56fa\u4ef6\u4e3a\u6700\u65b0\u7248\u672c\uff0c\u8fd9\u6837\u624d\u80fd\u83b7\u5f97\u6700\u4f73\u6027\u80fd\u4e0e\u517c\u5bb9\u6027\u3002<\/p>\n<\/blockquote>\n<p>\u5f53\u4f60\u4f7f\u7528\u8fd9\u4e9b\u7ec4\u4ef6\u5b8c\u6210\u7cfb\u7edf\u914d\u7f6e\u540e\uff0c\u5c31\u80fd\u591f\u5145\u5206\u91ca\u653e GPU Direct Storage \u7684\u80fd\u529b\u3002\u4f60\u53ef\u4ee5\u66f4\u5feb\u5730\u4f20\u8f93\u6570\u636e\u3001\u8bad\u7ec3\u66f4\u5927\u7684\u6a21\u578b\uff0c\u5e76\u8ba9 AI \u5de5\u4f5c\u6d41\u7a0b\u66f4\u52a0\u9ad8\u6548\u3002<\/p>\n<h2>GPU Direct Storage \u5e26\u6765\u7684\u6027\u80fd\u63d0\u5347<\/h2>\n<h3>AI \u8bad\u7ec3\u4e2d\u7684\u541e\u5410\u63d0\u5347<\/h3>\n<p>\u4f60\u5f53\u7136\u5e0c\u671b\u81ea\u5df1\u7684 AI \u8bad\u7ec3\u5c3d\u53ef\u80fd\u5feb\u3002\u4f7f\u7528 GPU Direct Storage \u540e\uff0c\u4f60\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u6570\u636e\u541e\u5410\u80fd\u529b\u3002\u8fd9\u610f\u5473\u7740\u4f60\u7684\u7cfb\u7edf\u80fd\u591f\u5728\u66f4\u77ed\u65f6\u95f4\u5185\u5904\u7406\u66f4\u591a\u6570\u636e\u3002\u4f60\u4e0d\u518d\u9700\u8981\u7b49\u5f85 CPU \u5c06\u6570\u636e\u4ece\u5b58\u50a8\u642c\u8fd0\u5230 GPU \u5185\u5b58\uff0c\u6570\u636e\u4f1a\u76f4\u63a5\u4ece NVMe SSD \u8fdb\u5165 GPU\u3002\u8fd9\u6761\u76f4\u63a5\u901a\u8def\u80fd\u591f\u8ba9\u8bad\u7ec3\u6570\u636e\u7ba1\u9053\u59cb\u7ec8\u4fdd\u6301\u9971\u6ee1\u3002<\/p>\n<p>\u5728\u771f\u5b9e\u573a\u666f\u4e2d\uff0c\u4f60\u53ef\u4ee5\u660e\u663e\u770b\u5230\u5dee\u5f02\u3002\u4f7f\u7528 GPU Direct Storage \u540e\uff0c\u4fdd\u5b58\u5927\u578b\u68c0\u67e5\u70b9\u7684\u65f6\u95f4\u53ef\u4ee5\u4ece\u6570\u5206\u949f\u7f29\u77ed\u5230\u4e0d\u5230\u4e00\u5206\u949f\u3002\u8fd9\u79cd\u6539\u8fdb\u610f\u5473\u7740\u4f60\u628a\u66f4\u591a\u65f6\u95f4\u82b1\u5728\u8bad\u7ec3\u4e0a\uff0c\u800c\u4e0d\u662f\u7b49\u5f85\u6570\u636e\u4f20\u8f93\u3002\u5728\u6301\u7eed\u4e00\u5468\u7684\u8bad\u7ec3\u4efb\u52a1\u4e2d\uff0c\u4f60\u751a\u81f3\u53ef\u4ee5\u8282\u7701\u539f\u672c\u4f1a\u6d6a\u8d39\u5728\u7f13\u6162\u6570\u636e\u4f20\u8f93\u4e0a\u7684\u6570\u5341\u4e2a\u5c0f\u65f6\u3002<\/p>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u8ba9 GPU \u59cb\u7ec8\u6709\u7a33\u5b9a\u7684\u6570\u636e\u6d41\u53ef\u5904\u7406\uff0c\u80fd\u591f\u5e2e\u52a9\u4f60\u6700\u5927\u5316\u786c\u4ef6\u6295\u8d44\u56de\u62a5\u3002<\/p>\n<\/blockquote>\n<h3>\u66f4\u5feb\u7684\u68c0\u67e5\u70b9\u4fdd\u5b58\u4e0e\u6a21\u578b\u52a0\u8f7d<\/h3>\n<p>\u68c0\u67e5\u70b9\u4fdd\u5b58\u548c\u6a21\u578b\u52a0\u8f7d\u662f AI \u5de5\u4f5c\u6d41\u7a0b\u4e2d\u6700\u8017\u65f6\u7684\u4e24\u4e2a\u73af\u8282\u3002\u4f60\u7ecf\u5e38\u9700\u8981\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4fdd\u5b58\u6a21\u578b\u72b6\u6001\uff0c\u4e5f\u9700\u8981\u5728\u5f00\u59cb\u8bad\u7ec3\u6216\u6062\u590d\u8bad\u7ec3\u4e4b\u524d\uff0c\u5c06\u5927\u578b\u6a21\u578b\u52a0\u8f7d\u5230 GPU \u5185\u5b58\u4e2d\u3002\u5982\u679c\u5b58\u50a8\u7cfb\u7edf\u8ddf\u4e0d\u4e0a\u901f\u5ea6\uff0c\u8fd9\u4e9b\u6b65\u9aa4\u5c31\u4f1a\u663e\u8457\u62d6\u6162\u4f60\u7684\u8282\u594f\u3002<\/p>\n<p>\u5f53\u4f60\u5904\u7406\u5927\u578b\u6a21\u578b\u548c\u5927\u89c4\u6a21\u6570\u636e\u96c6\u65f6\uff0c\u8fd9\u79cd\u63d0\u5347\u4f1a\u66f4\u52a0\u660e\u663e\u3002\u6bcf\u6b21\u5f00\u59cb\u8bad\u7ec3\u65f6\uff0c\u4f60\u90fd\u9700\u8981\u5c06\u6a21\u578b\u6743\u91cd\u8f7d\u5165 GPU \u5185\u5b58\u3002\u5982\u679c\u4ecd\u7136\u4f7f\u7528\u4f20\u7edf\u5b58\u50a8\u8def\u5f84\uff0c\u52a0\u8f7d\u8fc7\u7a0b\u5c31\u5f88\u5bb9\u6613\u6210\u4e3a\u74f6\u9888\u3002\u800c\u501f\u52a9 GPU Direct Storage\uff0c\u4f60\u53ef\u4ee5\u7f29\u77ed\u7b49\u5f85\u65f6\u95f4\uff0c\u66f4\u5feb\u5f00\u59cb\u8bad\u7ec3\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u52a0\u8f7d\u66f4\u5feb\uff0c\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u8fdb\u884c\u66f4\u591a\u5b9e\u9a8c\u3001\u5c1d\u8bd5\u66f4\u591a\u65b0\u60f3\u6cd5\uff0c\u5e76\u5728\u51fa\u73b0\u6545\u969c\u540e\u66f4\u5feb\u6062\u590d\u3002<\/p>\n<\/blockquote>\n<p>\u5728\u5206\u5e03\u5f0f\u8bad\u7ec3\u4e2d\uff0c\u4f60\u540c\u6837\u53ef\u4ee5\u53d7\u76ca\u3002\u5f53\u4f60\u5728\u591a\u5757 GPU \u4e0a\u8bad\u7ec3\u65f6\uff0c\u6bcf\u5757 GPU \u90fd\u9700\u8981\u52a0\u8f7d\u5404\u81ea\u8d1f\u8d23\u7684\u6a21\u578b\u90e8\u5206\u3002\u52a0\u8f7d\u901f\u5ea6\u6162\u4f1a\u62d6\u5ef6\u6574\u4e2a\u6d41\u7a0b\u3002\u800c\u4f7f\u7528 GPU Direct Storage \u540e\uff0c\u4f60\u53ef\u4ee5\u786e\u4fdd\u6bcf\u5757 GPU \u90fd\u80fd\u5feb\u901f\u62ff\u5230\u6240\u9700\u6570\u636e\uff0c\u4ece\u800c\u8ba9\u8bad\u7ec3\u8fc7\u7a0b\u4fdd\u6301\u540c\u6b65\u5e76\u9ad8\u6548\u8fd0\u884c\u3002<\/p>\n<h2>\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e0e\u90e8\u7f72\u65b9\u5f0f<\/h2>\n<h3>\u914d\u7f6e GPU Direct Storage<\/h3>\n<p>\u4f60\u53ef\u4ee5\u6309\u7167\u51e0\u4e2a\u6e05\u6670\u7684\u6b65\u9aa4\uff0c\u5728 AI \u7ba1\u9053\u4e2d\u914d\u7f6e GPU Direct Storage\u3002\u9996\u5148\uff0c\u786e\u8ba4\u7cfb\u7edf\u5df2\u7ecf\u52a0\u8f7d nvidia-fs \u6a21\u5757\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u547d\u4ee4 <code>lsmod | grep nvidia_fs<\/code> \u8fdb\u884c\u68c0\u67e5\u3002\u63a5\u4e0b\u6765\uff0c\u521b\u5efa\u540d\u4e3a <code>\/etc\/cufile.json<\/code> \u7684\u914d\u7f6e\u6587\u4ef6\uff0c\u5e76\u5c06 <code>allow_compat_mode<\/code> \u9009\u9879\u8bbe\u7f6e\u4e3a false\u3002\u8fd9\u6837\u53ef\u4ee5\u907f\u514d\u56de\u9000\u5230 CPU \u8def\u5f84\uff0c\u4ece\u800c\u4fdd\u6301\u6570\u636e\u901a\u8def\u4e3a\u76f4\u8fde\u6a21\u5f0f\u3002\u7136\u540e\uff0c\u4f7f\u7528\u7cfb\u7edf\u5305\u7ba1\u7406\u5668\u5b89\u88c5 GDS \u5185\u6838\u6a21\u5757\u3002\u5728 Ubuntu \u4e0a\uff0c\u4f7f\u7528 <code>apt-get install -y nvidia-fs-dkms<\/code>\uff1b\u5728 RHEL \u4e0a\uff0c\u4f7f\u7528 <code>yum install -y nvidia-fs-dkms<\/code>\u3002\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u91cd\u542f\u7cfb\u7edf\uff0c\u6216\u8005\u901a\u8fc7 <code>modprobe nvidia-fs<\/code> \u624b\u52a8\u52a0\u8f7d\u6a21\u5757\u3002\u6700\u540e\uff0c\u518d\u6b21\u4f7f\u7528 <code>lsmod | grep nvidia_fs<\/code> \u786e\u8ba4\u6a21\u5757\u5df2\u6210\u529f\u542f\u7528\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 75px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n    <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6b65\u9aa4<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u64cd\u4f5c<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8bf4\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>1<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u52a0\u8f7d nvidia-fs \u6a21\u5757<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528 <code>lsmod<\/code><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>2<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u914d\u7f6e cufile.json<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5c06 <code>allow_compat_mode<\/code> \u8bbe\u7f6e\u4e3a false\uff0c\u4ee5\u907f\u514d\u56de\u9000\u5230 CPU \u8def\u5f84\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>3<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5b89\u88c5 GDS \u5185\u6838\u6a21\u5757<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f7f\u7528\u7cfb\u7edf\u5305\u7ba1\u7406\u5668\u5b89\u88c5\u8be5\u6a21\u5757\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>4<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u91cd\u542f\u6216\u52a0\u8f7d\u6a21\u5757<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u8fd0\u884c <code>modprobe nvidia-fs<\/code>\uff0c\u5e76\u4f7f\u7528 <code>lsmod<\/code> \u8fdb\u884c\u786e\u8ba4<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p><strong>\u63d0\u793a\uff1a<\/strong>\u59cb\u7ec8\u4fdd\u6301\u9a71\u52a8\u548c\u56fa\u4ef6\u66f4\u65b0\uff0c\u4ee5\u83b7\u5f97\u6700\u4f73\u6548\u679c\u3002<\/p>\n<\/blockquote>\n<h3>\u68c0\u67e5\u70b9\u5378\u8f7d\u4e0e\u6a21\u578b\u52a0\u8f7d<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 GPU Direct Storage \u6765\u52a0\u901f\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u68c0\u67e5\u70b9\u5378\u8f7d\u4e0e\u6a21\u578b\u52a0\u8f7d\u3002\u5f53\u4f60\u4fdd\u5b58\u68c0\u67e5\u70b9\u65f6\uff0c\u6570\u636e\u4f1a\u76f4\u63a5\u4ece GPU \u5185\u5b58\u5199\u5165 NVMe SSD\u3002\u8fd9\u6761\u76f4\u63a5\u901a\u8def\u610f\u5473\u7740\u4f60\u65e0\u9700\u7b49\u5f85 CPU \u8fdb\u884c\u6570\u636e\u62f7\u8d1d\u3002\u5982\u679c\u4f60\u9891\u7e41\u6267\u884c\u68c0\u67e5\u70b9\u64cd\u4f5c\uff0c\u90a3\u4e48\u5728\u4e00\u5468\u7684\u8bad\u7ec3\u5468\u671f\u4e2d\u5c31\u80fd\u8282\u7701\u5927\u91cf\u65f6\u95f4\u3002\u5927\u578b\u6a21\u578b\u7684\u52a0\u8f7d\u4e5f\u4f1a\u5feb\u5f97\u591a\uff0c\u56e0\u4e3a\u6a21\u578b\u6743\u91cd\u53ef\u4ee5\u76f4\u63a5\u8fdb\u5165 GPU \u5185\u5b58\uff0c\u4ece\u800c\u5e2e\u52a9\u4f60\u66f4\u5feb\u5f00\u59cb\u6216\u6062\u590d\u8bad\u7ec3\u3002\u8fd9\u79cd\u65b9\u5f0f\u4e5f\u80fd\u8ba9\u4f60\u5728\u4efb\u52a1\u4e2d\u65ad\u540e\u8fc5\u901f\u6062\u590d\uff0c\u5e76\u66f4\u9ad8\u9891\u7387\u5730\u8fdb\u884c\u5b9e\u9a8c\u3002<\/p>\n<blockquote>\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u5feb\u901f\u7684\u68c0\u67e5\u70b9\u5904\u7406\u80fd\u591f\u8ba9\u4f60\u7684\u8bad\u7ec3\u6d41\u7a0b\u66f4\u5b89\u5168\uff0c\u4e5f\u66f4\u9ad8\u6548\u3002<\/p>\n<\/blockquote>\n<div class=\"qc-divider-wrapper\">\n<div class=\"qc-divider\" style=\"border-top-style: solid;width: 100%\"><\/div>\n<\/div>\n<p>\u4f7f\u7528 GPU Direct Storage \u540e\uff0c\u4f60\u5c06\u83b7\u5f97\u66f4\u5feb\u7684\u8bad\u7ec3\u901f\u5ea6\u3001\u66f4\u9ad8\u6548\u7684\u63a8\u7406\u80fd\u529b\u4ee5\u53ca\u66f4\u5f3a\u7684\u53ef\u6269\u5c55\u6027\u80fd\u3002\u4f60\u53ef\u4ee5\u51cf\u5c11 GPU \u7a7a\u95f2\u65f6\u95f4\uff0c\u5e76\u964d\u4f4e AI \u57fa\u7840\u8bbe\u65bd\u7684\u8fd0\u8425\u6210\u672c\u3002\u4f60\u80fd\u591f\u5efa\u7acb\u76f4\u63a5\u6570\u636e\u901a\u8def\uff0c\u5e76\u8ba9 GPU \u5728\u7a33\u5b9a\u7684\u63a8\u7406\u8d1f\u8f7d\u4e0b\u6301\u7eed\u4fdd\u6301\u7e41\u5fd9\u3002\u884c\u4e1a\u4e13\u5bb6\u6307\u51fa\uff0cGDS \u652f\u6301\u9ad8\u541e\u5410\u7684\u591a GPU \u96c6\u7fa4\u3002\u4f60\u8fd8\u53ef\u4ee5\u770b\u5230\u4e00\u4e9b\u672a\u6765\u8d8b\u52bf\uff0c\u4f8b\u5982 NVMe SSD \u7684\u8fdb\u4e00\u6b65\u666e\u53ca\u3001\u8fb9\u7f18\u63a8\u7406\u7684\u53d1\u5c55\uff0c\u4ee5\u53ca AI \u9a71\u52a8\u7684\u5b58\u50a8\u5de5\u5177\u4e0d\u65ad\u6210\u719f\u3002\u4f60\u5e94\u8be5\u8bc4\u4f30\u81ea\u8eab\u73af\u5883\uff0c\u5e76\u8003\u8651\u91c7\u7528 GPU Direct Storage\uff0c\u4ee5\u63d0\u5347\u63a8\u7406\u901f\u5ea6\u4e0e\u6574\u4f53\u6548\u7387\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\">\n    <\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7279\u6027<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8bf4\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u76f4\u63a5\u6570\u636e\u4f20\u8f93<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>GDS \u652f\u6301\u76f4\u63a5\u4f20\u8f93\uff0c\u4ece\u800c\u63d0\u5347\u63a8\u7406\u541e\u5410\u91cf\u5e76\u964d\u4f4e\u5ef6\u8fdf\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u53ef\u6269\u5c55\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u652f\u6301\u591a GPU \u914d\u7f6e\uff0c\u975e\u5e38\u9002\u5408\u5927\u578b\u63a8\u7406\u8d1f\u8f7d\u3002<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f9d\u8d56\u6761\u4ef6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4e3a\u4e86\u83b7\u5f97\u6700\u4f73\u63a8\u7406\u6027\u80fd\uff0c\u9700\u8981 RDMA \u652f\u6301\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<ul>\n<li>\n<p>NVMe SSD \u6709\u52a9\u4e8e\u6d88\u9664\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u74f6\u9888\u3002<\/p>\n<\/li>\n<li>\n<p>AI \u9a71\u52a8\u5de5\u5177\u80fd\u591f\u63d0\u5347\u63a8\u7406\u573a\u666f\u4e0b\u7684\u5b58\u50a8\u76d1\u63a7\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u8fb9\u7f18\u63a8\u7406\u53ef\u4ece\u5b9e\u65f6\u6570\u636e\u8bbf\u95ee\u4e2d\u83b7\u76ca\u3002<\/p>\n<\/li>\n<\/ul>\n<h2>\u5e38\u89c1\u95ee\u9898<\/h2>\n<h3>\u4ec0\u4e48\u662f GPU Direct Storage\uff1f<\/h3>\n<p>GPU Direct Storage \u5141\u8bb8\u4f60\u5c06\u6570\u636e\u76f4\u63a5\u4ece NVMe SSD \u4f20\u8f93\u5230 GPU \u5185\u5b58\u3002\u4f60\u53ef\u4ee5\u8df3\u8fc7 CPU \u548c\u7cfb\u7edf\u5185\u5b58\u3002\u8fd9\u6761\u76f4\u63a5\u901a\u8def\u80fd\u591f\u52a0\u5feb\u6570\u636e\u4f20\u8f93\uff0c\u5e76\u964d\u4f4e\u5ef6\u8fdf\u3002<\/p>\n<h3>GPU Direct Storage \u5982\u4f55\u63d0\u5347 AI \u8bad\u7ec3\uff1f<\/h3>\n<p>\u901a\u8fc7\u66f4\u5feb\u5730\u4f20\u8f93\u6570\u636e\uff0c\u4f60\u53ef\u4ee5\u8ba9 GPU \u6301\u7eed\u4fdd\u6301\u7e41\u5fd9\u72b6\u6001\u3002\u4f60\u80fd\u591f\u907f\u514d CPU \u74f6\u9888\u5e76\u51cf\u5c11\u7b49\u5f85\u65f6\u95f4\u3002\u8fd9\u6709\u52a9\u4e8e\u4f60\u8bad\u7ec3\u66f4\u5927\u7684\u6a21\u578b\uff0c\u5e76\u4ee5\u66f4\u5c11\u5ef6\u8fdf\u5904\u7406\u66f4\u5927\u7684\u6570\u636e\u96c6\u3002<\/p>\n<h3>\u6211\u53ef\u4ee5\u5c06 GPU Direct Storage \u7528\u4e8e\u63a8\u7406\u8d1f\u8f7d\u5417\uff1f<\/h3>\n<ul>\n<li>\n<p>\u53ef\u4ee5\uff0c\u4f60\u53ef\u4ee5\u5c06 GPU Direct Storage \u7528\u4e8e\u63a8\u7406\u3002<\/p>\n<\/li>\n<li>\n<p>\u4f60\u5c06\u83b7\u5f97\u66f4\u5feb\u7684\u6570\u636e\u8bbf\u95ee\u901f\u5ea6\u548c\u66f4\u4f4e\u7684\u5ef6\u8fdf\u3002<\/p>\n<\/li>\n<li>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u975e\u5e38\u9002\u5408\u5b9e\u65f6 AI \u548c\u8fb9\u7f18 AI \u5e94\u7528\u3002<\/p>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u901a\u8fc7\u4f7f\u7528 GPU Direct Storage\uff0c\u4f60\u53ef\u4ee5\u663e\u8457\u52a0\u901f AI \u8bad\u7ec3\uff0c\u56e0\u4e3a\u5b83\u80fd\u591f\u5c06\u6570\u636e\u76f4\u63a5\u4ece\u5b58\u50a8\u8bbe\u5907\u4f20\u8f93\u5230 GPU \u5185\u5b58\u3002\u8fd9\u79cd\u65b9\u5f0f\u6d88\u9664\u4e86 CPU \u74f6\u9888\uff0c\u964d\u4f4e\u4e86\u5ef6\u8fdf\uff0c\u5e76\u8ba9\u4f60\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002\u6700\u65b0\u57fa\u51c6\u6d4b\u8bd5\u663e\u793a\uff0c\u5199\u5165\u4e00\u4e2a 140 GB \u7684\u68c0\u67e5\u70b9\uff0c\u6240\u9700\u65f6\u95f4\u53ef\u4ece\u6570\u5206\u949f\u7f29\u77ed\u81f3 45 \u79d2\u4ee5\u5185\uff0c\u4f7f\u6574\u4f53\u5de5\u4f5c\u6d41\u7a0b\u6700\u9ad8\u63d0\u901f\u8fbe 6 \u500d\u3002\u968f\u7740 AI \u6a21\u578b\u3001\u6570\u636e\u96c6\u4ee5\u53ca\u63a8\u7406\u9700\u6c42\u6301\u7eed\u589e\u957f\uff0c\u4f60\u9700\u8981\u5177\u5907\u9ad8\u541e\u5410\u7684\u6570\u636e\u7ba1\u9053\uff0c\u624d\u80fd\u8ddf\u4e0a\u4e0d\u65ad\u6269\u5c55\u7684\u8ba1\u7b97\u4e0e\u5b58\u50a8\u9700\u6c42\u3002 AI \u8bad\u7ec3\u4e2d\u7684\u6570\u636e\u74f6\u9888 CPU \u5f00\u9500\u4e0e\u5185\u5b58\u62f7\u8d1d\u95ee\u9898 \u5728 AI \u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f60\u7ecf\u5e38\u4f1a\u9047\u5230\u901f\u5ea6\u4e0b\u964d\u7684\u95ee\u9898\uff0c\u56e0\u4e3a CPU \u5fc5\u987b\u8d1f\u8d23\u5728\u5b58\u50a8\u4e0e GPU \u5185\u5b58\u4e4b\u95f4\u642c\u8fd0\u6570\u636e\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u589e\u52a0\u4e86\u989d\u5916\u6b65\u9aa4\uff0c\u4e5f\u63d0\u5347\u4e86\u5ef6\u8fdf\u3002\u5f53 CPU \u8d1f\u8d23\u7ba1\u7406\u5185\u5b58\u62f7\u8d1d\u65f6\uff0c\u5b83\u4f1a\u5360\u7528\u672c\u53ef\u7528\u4e8e\u5176\u4ed6\u4efb\u52a1\u7684\u5b9d\u8d35\u8d44\u6e90\u3002\u50cf RoCE \u8fd9\u6837\u7684\u6280\u672f\u53ef\u4ee5\u901a\u8fc7\u8ba9\u8bbe\u5907\u76f4\u63a5\u8bbf\u95ee\u5185\u5b58\u6765\u964d\u4f4e CPU \u5f00\u9500\u3002\u8fd9\u79cd\u65b9\u5f0f\u80fd\u591f\u63d0\u5347\u6570\u636e\u4f20\u8f93\u901f\u7387\uff0c\u5e76\u63d0\u9ad8\u6574\u4f53\u6548\u7387\u3002 \u6280\u672f \u4f18\u52bf \u8bf4\u660e RoCE \u964d\u4f4e CPU \u5f00\u9500 \u5141\u8bb8\u8bbe\u5907\u4e4b\u95f4\u76f4\u63a5\u8fdb\u884c\u5185\u5b58\u8bbf\u95ee\uff0c\u5c3d\u91cf\u51cf\u5c11 CPU \u53c2\u4e0e\uff0c\u4ece\u800c\u63d0\u5347\u6570\u636e\u4f20\u8f93\u6548\u7387\u3002 RoCE \u63d0\u9ad8\u541e\u5410\u91cf \u652f\u6301\u4f4e\u5ef6\u8fdf\u9ad8\u901f\u6570\u636e\u4f20\u8f93\uff0c\u975e\u5e38\u9002\u5408 AI \u8bad\u7ec3\u8d1f\u8f7d\u3002 \u7531\u6b64\u53ef\u89c1\uff0cRoCE \u80fd\u591f\u51cf\u5c11 CPU \u7684\u53c2\u4e0e\u5e76\u63d0\u9ad8\u541e\u5410\u91cf\u3002\u8fd9\u79cd\u6539\u53d8\u53ef\u4ee5\u5e2e\u52a9\u4f60\u66f4\u5feb\u5730\u4f20\u8f93\u6570\u636e\uff0c\u5e76\u8ba9\u7cfb\u7edf\u8fd0\u884c\u5f97\u66f4\u52a0\u987a\u7545\u3002 [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":12,"featured_media":34200,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[76],"tags":[],"class_list":["post-34204","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>GPU Direct Storage \u5982\u4f55\u52a9\u529b AI \u8bad\u7ec3<\/title>\n<meta name=\"description\" content=\"GPU Direct Storage \u901a\u8fc7\u5c06\u6570\u636e\u4ece NVMe SSD \u76f4\u63a5\u4f20\u8f93\u5230 GPU \u5185\u5b58\uff0c\u51cf\u5c11 CPU \u74f6\u9888\u548c\u5ef6\u8fdf\uff0c\u4ece\u800c\u663e\u8457\u52a0\u5feb\u73b0\u4ee3 AI \u8bad\u7ec3\u5de5\u4f5c\u6d41\u3002\" \/>\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.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"GPU Direct Storage \u5982\u4f55\u52a9\u529b AI \u8bad\u7ec3\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/\" \/>\n<meta property=\"og:site_name\" content=\"Varidata Limited\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-14T09:41:26+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-14T09:44:25+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/07\/Screenshot-2026-07-14-173834.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"610\" \/>\n\t<meta property=\"og:image:height\" content=\"328\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/blog\\\/how-gpu-direct-storage-helps-ai-training\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/blog\\\/how-gpu-direct-storage-helps-ai-training\\\/\"},\"author\":\"Varidata\",\"headline\":\"GPU Direct Storage \u5982\u4f55\u52a9\u529b AI \u8bad\u7ec3\",\"datePublished\":\"2026-07-14T09:41:26+00:00\",\"dateModified\":\"2026-07-14T09:44:25+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/blog\\\/how-gpu-direct-storage-helps-ai-training\\\/\"},\"wordCount\":199,\"publisher\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/blog\\\/how-gpu-direct-storage-helps-ai-training\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.varidata.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/Screenshot-2026-07-14-173834.jpg\",\"articleSection\":[\"Varidata \u5b98\u65b9\u535a\u5ba2\"],\"inLanguage\":\"zh-SC\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/blog\\\/how-gpu-direct-storage-helps-ai-training\\\/\",\"url\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/blog\\\/how-gpu-direct-storage-helps-ai-training\\\/\",\"name\":\"GPU Direct Storage \u5982\u4f55\u52a9\u529b AI \u8bad\u7ec3\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/blog\\\/how-gpu-direct-storage-helps-ai-training\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/blog\\\/how-gpu-direct-storage-helps-ai-training\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.varidata.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/Screenshot-2026-07-14-173834.jpg\",\"datePublished\":\"2026-07-14T09:41:26+00:00\",\"dateModified\":\"2026-07-14T09:44:25+00:00\",\"description\":\"GPU Direct Storage \u901a\u8fc7\u5c06\u6570\u636e\u4ece NVMe SSD \u76f4\u63a5\u4f20\u8f93\u5230 GPU \u5185\u5b58\uff0c\u51cf\u5c11 CPU \u74f6\u9888\u548c\u5ef6\u8fdf\uff0c\u4ece\u800c\u663e\u8457\u52a0\u5feb\u73b0\u4ee3 AI \u8bad\u7ec3\u5de5\u4f5c\u6d41\u3002\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/blog\\\/how-gpu-direct-storage-helps-ai-training\\\/#breadcrumb\"},\"inLanguage\":\"zh-SC\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/blog\\\/how-gpu-direct-storage-helps-ai-training\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-SC\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/blog\\\/how-gpu-direct-storage-helps-ai-training\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.varidata.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/Screenshot-2026-07-14-173834.jpg\",\"contentUrl\":\"https:\\\/\\\/www.varidata.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/Screenshot-2026-07-14-173834.jpg\",\"width\":610,\"height\":328,\"caption\":\"GPU Direct Storage \u7528\u4e8e AI \u8bad\u7ec3\u7684\u6570\u636e\u8def\u5f84\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/blog\\\/how-gpu-direct-storage-helps-ai-training\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"GPU Direct Storage \u5982\u4f55\u52a9\u529b AI \u8bad\u7ec3\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/#website\",\"url\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/\",\"name\":\"Varidata Limited\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-SC\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/#organization\",\"name\":\"Varidata\",\"url\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-SC\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.varidata.com\\\/wp-content\\\/uploads\\\/2021\\\/09\\\/varidata_logo_white_-748x480_hor_web-1.png\",\"contentUrl\":\"https:\\\/\\\/www.varidata.com\\\/wp-content\\\/uploads\\\/2021\\\/09\\\/varidata_logo_white_-748x480_hor_web-1.png\",\"width\":248,\"height\":94,\"caption\":\"Varidata\"},\"image\":{\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.varidata.com\\\/zh-cn\\\/#\\\/schema\\\/person\\\/8fe12b0dd65fd2ba7ccf0dea7d14de6c\",\"name\":\"Amy Yan\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-SC\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/087e2e5704ab9b17ce8a5ebfda282b5f9d46ea62ff6c00f7b19ef4d6ce4e83aa?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/087e2e5704ab9b17ce8a5ebfda282b5f9d46ea62ff6c00f7b19ef4d6ce4e83aa?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/087e2e5704ab9b17ce8a5ebfda282b5f9d46ea62ff6c00f7b19ef4d6ce4e83aa?s=96&d=mm&r=g\",\"caption\":\"Amy Yan\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"GPU Direct Storage \u5982\u4f55\u52a9\u529b AI \u8bad\u7ec3","description":"GPU Direct Storage \u901a\u8fc7\u5c06\u6570\u636e\u4ece NVMe SSD \u76f4\u63a5\u4f20\u8f93\u5230 GPU \u5185\u5b58\uff0c\u51cf\u5c11 CPU \u74f6\u9888\u548c\u5ef6\u8fdf\uff0c\u4ece\u800c\u663e\u8457\u52a0\u5feb\u73b0\u4ee3 AI \u8bad\u7ec3\u5de5\u4f5c\u6d41\u3002","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.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/","og_locale":"zh_CN","og_type":"article","og_title":"GPU Direct Storage \u5982\u4f55\u52a9\u529b AI \u8bad\u7ec3","og_url":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/","og_site_name":"Varidata Limited","article_published_time":"2026-07-14T09:41:26+00:00","article_modified_time":"2026-07-14T09:44:25+00:00","og_image":[{"width":610,"height":328,"url":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/07\/Screenshot-2026-07-14-173834.jpg","type":"image\/jpeg"}],"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/#article","isPartOf":{"@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/"},"author":"Varidata","headline":"GPU Direct Storage \u5982\u4f55\u52a9\u529b AI \u8bad\u7ec3","datePublished":"2026-07-14T09:41:26+00:00","dateModified":"2026-07-14T09:44:25+00:00","mainEntityOfPage":{"@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/"},"wordCount":199,"publisher":{"@id":"https:\/\/www.varidata.com\/zh-cn\/#organization"},"image":{"@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/#primaryimage"},"thumbnailUrl":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/07\/Screenshot-2026-07-14-173834.jpg","articleSection":["Varidata \u5b98\u65b9\u535a\u5ba2"],"inLanguage":"zh-SC"},{"@type":"WebPage","@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/","url":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/","name":"GPU Direct Storage \u5982\u4f55\u52a9\u529b AI \u8bad\u7ec3","isPartOf":{"@id":"https:\/\/www.varidata.com\/zh-cn\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/#primaryimage"},"image":{"@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/#primaryimage"},"thumbnailUrl":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/07\/Screenshot-2026-07-14-173834.jpg","datePublished":"2026-07-14T09:41:26+00:00","dateModified":"2026-07-14T09:44:25+00:00","description":"GPU Direct Storage \u901a\u8fc7\u5c06\u6570\u636e\u4ece NVMe SSD \u76f4\u63a5\u4f20\u8f93\u5230 GPU \u5185\u5b58\uff0c\u51cf\u5c11 CPU \u74f6\u9888\u548c\u5ef6\u8fdf\uff0c\u4ece\u800c\u663e\u8457\u52a0\u5feb\u73b0\u4ee3 AI \u8bad\u7ec3\u5de5\u4f5c\u6d41\u3002","breadcrumb":{"@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/#breadcrumb"},"inLanguage":"zh-SC","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/"]}]},{"@type":"ImageObject","inLanguage":"zh-SC","@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/#primaryimage","url":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/07\/Screenshot-2026-07-14-173834.jpg","contentUrl":"https:\/\/www.varidata.com\/wp-content\/uploads\/2026\/07\/Screenshot-2026-07-14-173834.jpg","width":610,"height":328,"caption":"GPU Direct Storage \u7528\u4e8e AI \u8bad\u7ec3\u7684\u6570\u636e\u8def\u5f84"},{"@type":"BreadcrumbList","@id":"https:\/\/www.varidata.com\/zh-cn\/blog\/how-gpu-direct-storage-helps-ai-training\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.varidata.com\/zh-cn\/"},{"@type":"ListItem","position":2,"name":"GPU Direct Storage \u5982\u4f55\u52a9\u529b AI \u8bad\u7ec3"}]},{"@type":"WebSite","@id":"https:\/\/www.varidata.com\/zh-cn\/#website","url":"https:\/\/www.varidata.com\/zh-cn\/","name":"Varidata Limited","description":"","publisher":{"@id":"https:\/\/www.varidata.com\/zh-cn\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.varidata.com\/zh-cn\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-SC"},{"@type":"Organization","@id":"https:\/\/www.varidata.com\/zh-cn\/#organization","name":"Varidata","url":"https:\/\/www.varidata.com\/zh-cn\/","logo":{"@type":"ImageObject","inLanguage":"zh-SC","@id":"https:\/\/www.varidata.com\/zh-cn\/#\/schema\/logo\/image\/","url":"https:\/\/www.varidata.com\/wp-content\/uploads\/2021\/09\/varidata_logo_white_-748x480_hor_web-1.png","contentUrl":"https:\/\/www.varidata.com\/wp-content\/uploads\/2021\/09\/varidata_logo_white_-748x480_hor_web-1.png","width":248,"height":94,"caption":"Varidata"},"image":{"@id":"https:\/\/www.varidata.com\/zh-cn\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.varidata.com\/zh-cn\/#\/schema\/person\/8fe12b0dd65fd2ba7ccf0dea7d14de6c","name":"Amy Yan","image":{"@type":"ImageObject","inLanguage":"zh-SC","@id":"https:\/\/secure.gravatar.com\/avatar\/087e2e5704ab9b17ce8a5ebfda282b5f9d46ea62ff6c00f7b19ef4d6ce4e83aa?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/087e2e5704ab9b17ce8a5ebfda282b5f9d46ea62ff6c00f7b19ef4d6ce4e83aa?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/087e2e5704ab9b17ce8a5ebfda282b5f9d46ea62ff6c00f7b19ef4d6ce4e83aa?s=96&d=mm&r=g","caption":"Amy Yan"}}]}},"_links":{"self":[{"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/posts\/34204","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/users\/12"}],"replies":[{"embeddable":true,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/comments?post=34204"}],"version-history":[{"count":2,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/posts\/34204\/revisions"}],"predecessor-version":[{"id":34209,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/posts\/34204\/revisions\/34209"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/media\/34200"}],"wp:attachment":[{"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/media?parent=34204"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/categories?post=34204"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.varidata.com\/zh-cn\/wp-json\/wp\/v2\/tags?post=34204"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}