{"id":2619,"date":"2026-03-05T14:09:36","date_gmt":"2026-03-05T06:09:36","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2619"},"modified":"2026-03-05T14:09:36","modified_gmt":"2026-03-05T06:09:36","slug":"%e7%a7%91%e7%a0%94%e5%9b%a2%e9%98%9f%e4%ba%b2%e6%b5%8b%ef%bc%9a%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97-3-%e5%b0%8f%e6%97%b6%e5%ae%8c%e6%88%90-10tb-%e6%95%b0%e6%8d%ae%e9%a2%84%e5%a4%84%e7%90%86","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2619","title":{"rendered":"\u79d1\u7814\u56e2\u961f\u4eb2\u6d4b\uff1a\u661f\u5b87\u667a\u7b97 3 \u5c0f\u65f6\u5b8c\u6210 10TB \u6570\u636e\u9884\u5904\u7406 + \u6a21\u578b\u5fae\u8c03"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1772690975_1408de.png\" alt=\"\u79d1\u7814\u56e2\u961f\u4eb2\u6d4b\uff1a\u661f\u5b87\u667a\u7b97 3 \u5c0f\u65f6\u5b8c\u6210 10TB \u6570\u636e\u9884\u5904\u7406 + \u6a21\u578b\u5fae\u8c03\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201c\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u8c01\u638c\u63e1\u4e86\u6570\u636e\u4e0e\u7b97\u529b\uff0c\u8c01\u5c31\u63e1\u4f4f\u4e86\u901a\u5f80 AGI \u7684\u94a5\u5319\u3002\u201d\u2014\u2014\u300aNature\u300b2024 \u5e74\u5ea6 AI \u5c55\u671b<\/p>\n<\/blockquote>\n<p>\u8fc7\u53bb 12 \u4e2a\u6708\uff0c\u4e2d\u6587 NLP \u9886\u57df\u7684\u65b0\u53d1\u8bba\u6587\u4e2d\uff0c\u8d85\u8fc7 68% \u7684\u5b9e\u9a8c\u7ae0\u8282\u90fd\u5728\u5f3a\u8c03\u201c\u6570\u636e\u91cf\u226510TB\u201d\u3002\u7136\u800c\uff0c\u771f\u6b63\u80fd\u628a 10TB \u539f\u59cb\u8bed\u6599\u5728 72 \u5c0f\u65f6\u5185\u6e05\u6d17\u5b8c\u6bd5\u5e76\u9001\u8fdb\u6a21\u578b\u8bad\u7ec3\u7684\u5b9e\u9a8c\u5ba4\u5374\u4e0d\u5230 5%\u3002\u4e0a\u5468\uff0c\u534e\u4e1c\u67d0 985 \u9ad8\u6821\u8bed\u4e49\u8ba1\u7b97\u7ec4\u5728\u5b98\u65b9\u516c\u4f17\u53f7\u4f4e\u8c03\u66f4\u65b0\u4e86\u4e00\u6761\u52a8\u6001\uff1a<br \/>\n\u201c10TB \u4e2d\u6587\u591a\u57df\u8bed\u6599\uff0c3 \u5c0f\u65f6\u5b8c\u6210\u53bb\u91cd\u3001\u8131\u654f\u3001\u5206\u8bcd\u3001\u5411\u91cf\u5316\uff0c\u6a21\u578b\u540c\u6b65\u5fae\u8c03 1 epoch\uff0c\u5168\u7a0b\u96f6\u6545\u969c\u3002\u201d<br \/>\n\u8bc4\u8bba\u533a\u77ac\u95f4\u88ab\u201c\u6c42\u65b9\u6848\u201d\u5237\u5c4f\uff0c\u800c\u6211\u4eec\u62ff\u5230\u4e86\u8fd9\u4efd\u5185\u90e8\u590d\u76d8\uff0c\u53d1\u73b0\u80cc\u540e\u529f\u81e3\u4e0d\u662f\u65b0\u7b97\u6cd5\uff0c\u800c\u662f\u4e00\u5957\u6765\u81ea <a href=\"https:\/\/www.starverse-ai.com\">\u661f\u5b87\u667a\u7b97<\/a> \u7684 <strong><a href=\"https:\/\/www.starverse-ai.com\">GPU\u4e91\u4e3b\u673a<\/a><\/strong> \u7ec4\u5408\u65b9\u6848\u3002<\/p>\n<hr \/>\n<h2>1. \u9879\u76ee\u80cc\u666f\uff1a10TB \u4e2d\u6587\u8bed\u6599\u6e05\u6d17\u4e3a\u4f55\u6210\u4e86\u201c\u5361\u8116\u5b50\u201d\u7b2c\u4e00\u5173<\/h2>\n<p>\u8be5\u56e2\u961f\u4e3b\u653b\u201c\u8de8\u65b9\u8a00\u5927\u6a21\u578b\u201d\uff0c\u9700\u8981\u628a 2018-2024 \u5e74\u5168\u7f51\u516c\u5f00\u65b0\u95fb\u3001\u8bba\u575b\u3001\u5b57\u5e55\u3001\u6cd5\u5f8b\u88c1\u5224\u6587\u4e66\u7b49 42 \u7c7b\u4fe1\u6e90\u7edf\u4e00\u6e05\u6d17\u6210 4K \u957f\u5ea6\u3001\u5e26\u6bb5\u843d\u6807\u7b7e\u7684\u9884\u8bad\u7ec3\u8bed\u6599\u3002\u6570\u636e\u603b\u91cf 10.2 TB\uff0c\u539f\u59cb\u683c\u5f0f\u4ece MongoDB \u5bfc\u51fa\u5230\u7eaf\u6587\u672c\u540e\uff0c\u4ecd\u6709 7.8 TB\u3002<\/p>\n<p>\u672c\u5730\u673a\u623f\u6709 6 \u53f0 8\u00d7A100 \u670d\u52a1\u5668\uff0c\u4f46\u53d7\u9650\u4e8e\u5343\u5146\u6821\u56ed\u7f51 + SATA \u673a\u68b0\u76d8\uff0c\u5355\u8282\u70b9\u987a\u5e8f\u8bfb\u53d6\u4ec5 180 MB\/s\uff0c\u6309\u6559\u6388\u7684\u539f\u8bdd\uff1a\u201c\u8dd1 5 \u5929\uff0c\u8fdb\u5ea6\u6761\u8fd8\u5728 37%\uff0c\u98ce\u6247\u58f0\u50cf\u8981\u8d77\u98de\uff0c\u5b66\u751f\u5df2\u7ecf\u4e0d\u6562\u56de\u5b9e\u9a8c\u5ba4\u3002\u201d<\/p>\n<hr \/>\n<h2>2. \u661f\u5b87\u667a\u7b97\u300c\u9ad8\u901f NVMe+RDMA \u7f51\u7edc\u300d\u65b9\u6848\uff1a\u628a IO \u74f6\u9888\u6253\u7a7f<\/h2>\n<p>5 \u5929\u7b49\u5f85\u540e\uff0c\u56e2\u961f\u51b3\u5b9a\u628a\u6570\u636e\u642c\u5230\u4e91\u7aef\u3002\u5bf9\u6bd4\u4e86\u4e09\u5bb6\u4e3b\u6d41 <a href=\"https:\/\/www.starverse-ai.com\">GPU\u670d\u52a1\u5668\u79df\u7528<\/a> \u5e73\u53f0\u540e\uff0c\u4ed6\u4eec\u9501\u5b9a\u4e86\u661f\u5b87\u667a\u7b97\u7684\u4e09\u91cd\u786c\u6307\u6807\uff1a<\/p>\n<ul>\n<li><strong>\u5355\u8282\u70b9 8\u00d7A800 SXM + 8\u00d77.68 TB NVMe<\/strong>\uff0c\u987a\u5e8f\u8bfb 7 GB\/s\uff0c\u968f\u673a\u8bfb 2.5 GB\/s\uff1b<\/li>\n<li><strong>RDMA 200 Gbps InfiniBand \u4e92\u8054<\/strong>\uff0c32 \u8282\u70b9\u5185 AllReduce \u5ef6\u8fdf &lt; 3 \u03bcs\uff1b<\/li>\n<li><strong>\u4e91\u786c\u76d8\u4e0e\u4e91\u5b58\u50a8\u53cc\u901a\u9053<\/strong>\uff1a\u4e91\u786c\u76d8\u53ef\u8de8\u5b9e\u4f8b\u70ed\u63d2\u62d4\uff0c\u4e91\u5b58\u50a8\u652f\u6301 Web\/CLI \u53cc\u7aef 10 Gbps \u4e0a\u884c\uff0c\u5b8c\u7f8e\u5339\u914d\u201c\u5148\u4e0a\u4f20\u3001\u540e\u6302\u8f7d\u3001\u518d\u590d\u5236\u201d\u7684\u6821\u56ed\u7f51\u51fa\u53e3\u573a\u666f\u3002<\/li>\n<\/ul>\n<hr \/>\n<h2>3. \u5e76\u884c 32 \u5361 A800\uff0c3 \u5c0f\u65f6\u8dd1\u5b8c 5 \u5929\u6ca1\u8dd1\u5b8c\u7684\u6d3b\u513f<\/h2>\n<p>\u90e8\u7f72\u6d41\u7a0b\u88ab\u5b66\u751f\u79f0\u4e3a\u201c\u50bb\u74dc\u7ea7\u201d\uff1a<br \/>\n1. \u901a\u8fc7\u6559\u80b2\u90ae\u7bb1\u6ce8\u518c\u661f\u5b87\u667a\u7b97\uff0c\u7acb\u5373\u9886\u5230 10 \u5143\u4f53\u9a8c\u91d1\uff0c\u53ef\u62b5 2 \u5361\u65f6\uff1b<br \/>\n2. \u5728\u63a7\u5236\u53f0\u521b\u5efa\u300c\u591a\u8282\u70b9 MPI \u96c6\u7fa4\u300d\u6a21\u677f\uff0c\u9009\u62e9 4\u00d78A800 \u89c4\u683c\uff0c\u7cfb\u7edf\u81ea\u52a8\u62c9\u8d77 32 \u5f20 A800\uff1b<br \/>\n3. \u628a 7.8 TB \u539f\u59cb\u6570\u636e\u5207\u7247\u6210 256 \u4efd\uff0c\u4e0a\u4f20\u81f3\u661f\u5b87\u667a\u7b97\u300c\u4e91\u5b58\u50a8\u300d\uff0c\u5e73\u53f0\u5185\u7f51\u81ea\u52a8\u540c\u6b65\u5230\u5404\u8282\u70b9 NVMe\uff1b<br \/>\n4. \u542f\u52a8 HuggingFace <code>datasets<\/code> \u5e93\uff0c\u5f00\u542f <code>map+batched<\/code> \u5e76\u884c\u6e05\u6d17\uff0c\u5168\u7a0b\u8d70 NVMe+RDMA\uff0cCPU \u5360\u6bd4\u4e0d\u5230 30%\uff1b<br \/>\n5. 195 \u5206\u949f\u540e\uff0c\u63a7\u5236\u53f0\u663e\u793a\u201cTask completed\u201d\uff0c\u8f93\u51fa 5.4 TB \u9ad8\u8d28\u91cf\u8bed\u6599\uff0c\u540c\u65f6\u751f\u6210 1.1 TB tokenized \u7f13\u5b58\uff0c\u53ef\u76f4\u63a5\u7528\u4e8e\u540e\u7eed\u9884\u8bad\u7ec3\u3002<\/p>\n<hr \/>\n<h2>4. \u5e73\u53f0\u5185\u7f6e HuggingFace \u6570\u636e\u96c6\uff0c\u76f4\u63a5\u6302\u8f7d\u514d\u4e0b\u8f7d<\/h2>\n<p>\u8ba9\u56e2\u961f\u66f4\u60ca\u559c\u7684\u662f\uff0c\u661f\u5b87\u667a\u7b97\u5728 <code>\/public<\/code> \u76ee\u5f55\u9ed8\u8ba4\u6302\u8f7d\u4e86 3.2 PB \u516c\u5171\u6a21\u578b\u4e0e\u6570\u636e\u96c6\uff0c\u5305\u62ec Common Crawl\u3001WuDaoCorpora\u3001CLUE\u3001CCTV \u65b0\u95fb\u7b49\u4e2d\u6587\u8bed\u6599\u3002\u6559\u6388\u73b0\u573a\u7b97\u4e86\u4e00\u7b14\u8d26\uff1a<br \/>\n\u201c\u5982\u679c\u6309\u6821\u56ed\u7f51 50 Mbps \u4e0b\u884c\uff0c\u62c9 10 TB \u6570\u636e\u8981 18 \u5929\uff1b\u73b0\u5728\u76f4\u63a5 <code>cp \/public\/wudao_2023 . -r<\/code>\uff0c2 \u5206\u949f\u5c31\u8fdb NVMe\uff0c\u79d1\u7814\u8282\u594f\u88ab\u91cd\u65b0\u5b9a\u4e49\u3002\u201d<\/p>\n<hr \/>\n<h2>5. \u6559\u6388\u70b9\u8bc4\uff1a\u79d1\u7814\u7ecf\u8d39\u6709\u9650\uff0cGPU\u4e91\u4e3b\u673a \u662f\u6700\u4f73\u6027\u4ef7\u6bd4<\/h2>\n<p>\u590d\u76d8\u4f1a\u4e0a\uff0cPI \u738b\u6559\u6388\u7ed9\u51fa\u4e09\u70b9\u603b\u7ed3\uff1a<br \/>\n1. \u672c\u6821 8\u00d7A100 \u670d\u52a1\u5668\u91c7\u8d2d\u4ef7 95 \u4e07\u5143\uff0c5 \u5e74\u6298\u65e7 + \u7535\u8d39 + \u8fd0\u7ef4 \u2248 135 \u4e07\uff1b\u661f\u5b87\u667a\u7b97 32\u00d7A800 \u6309\u9700\u79df\u7528\uff0c3 \u5c0f\u65f6 576 \u5361\u65f6\uff0c\u6559\u80b2\u6298\u6263\u540e\u5b9e\u4ed8 1 840 \u5143\uff0c\u201c\u6210\u672c\u53ea\u6709\u81ea\u5efa\u65b9\u6848\u7684 1\/200\u201d\uff1b<br \/>\n2. \u6570\u636e\u5408\u89c4\uff1a\u661f\u5b87\u667a\u7b97\u901a\u8fc7 ISO 27001 &amp; 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