{"id":2309,"date":"2026-03-01T16:16:17","date_gmt":"2026-03-01T08:16:17","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/archives\/2309"},"modified":"2026-03-01T16:16:17","modified_gmt":"2026-03-01T08:16:17","slug":"%e4%bb%8e0%e5%88%b01%e6%90%ad%e5%bb%ba%e4%bc%81%e4%b8%9a%e7%a7%81%e6%9c%89%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%9a%e6%98%9f%e5%ae%87%e6%99%ba%e7%ae%97%e5%b9%b3%e5%8f%b0%e6%95%b0%e6%8d%ae","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/2309","title":{"rendered":"\u4ece0\u52301\u642d\u5efa\u4f01\u4e1a\u79c1\u6709\u5927\u6a21\u578b\uff1a\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u2018\u6570\u636e+\u7b97\u529b+\u6a21\u578b\u2019\u4e09\u4f4d\u4e00\u4f53\u4ea4\u4ed8\u65b9\u6848"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/03\/1772352977_a214d8.png\" alt=\"\u4ece0\u52301\u642d\u5efa\u4f01\u4e1a\u79c1\u6709\u5927\u6a21\u578b\uff1a\u661f\u5b87\u667a\u7b97\u5e73\u53f0\u2018\u6570\u636e+\u7b97\u529b+\u6a21\u578b\u2019\u4e09\u4f4d\u4e00\u4f53\u4ea4\u4ed8\u65b9\u6848\" style=\"display:block; margin:10px auto; max-width:100%; height:auto;\" \/><\/figure>\n<blockquote>\n<p>\u201c\u5927\u6a21\u578b\u79c1\u6709\u5316\u4e0d\u662f\u9009\u62e9\u9898\uff0c\u800c\u662f\u5fc5\u7b54\u9898\u3002\u201d<br \/>\n\u2014\u2014 \u592e\u884c\u300a\u91d1\u878d\u79d1\u6280\u53d1\u5c55\u89c4\u5212\uff082023-2025\uff09\u300b<\/p>\n<\/blockquote>\n<p>\u8fc7\u53bb 12 \u4e2a\u6708\uff0c\u91d1\u878d\u3001\u533b\u7597\u3001\u653f\u52a1\u4e09\u5927\u884c\u4e1a\u7684\u5927\u6a21\u578b\u62db\u6807\u516c\u544a\u6570\u91cf\u540c\u6bd4\u589e\u957f 320%\uff0c\u5176\u4e2d 87% \u660e\u786e\u8981\u6c42\u201c\u672c\u5730\u90e8\u7f72\u3001\u6570\u636e\u4e0d\u51fa\u57df\u201d\u3002\u76d1\u7ba1\u7ea2\u7ebf\u3001\u5546\u4e1a\u673a\u5bc6\u3001\u65f6\u5ef6\u654f\u611f\uff0c\u4e09\u91cd\u538b\u529b\u628a\u201c\u4ece 0 \u5230 1 \u642d\u5efa\u4f01\u4e1a\u79c1\u6709\u5927\u6a21\u578b\u201d\u63a8\u4e0a\u4e86 CIO \u5e74\u5ea6 KPI \u7684\u9996\u4f4d\u3002\u7136\u800c\uff0c\u771f\u8981\u628a\u4e00\u53f0\u6ee1\u8f7d A800 \u7684 GPU \u670d\u52a1\u5668\u642c\u8fdb\u673a\u623f\uff0c\u518d\u8dd1\u901a 120TB \u884c\u4e1a\u8bed\u6599\u3001\u5b8c\u6210\u7b49\u4fdd 3 \u7ea7\u6d4b\u8bc4\uff0c\u5e73\u5747\u9700\u8981 7 \u4e2a\u6708\u3001\u8017\u8d44\u5343\u4e07\u2014\u2014<strong>\u661f\u5b87\u667a\u7b97\u628a\u8fd9\u5957\u6d41\u7a0b\u538b\u7f29\u5230 4 \u5468\u3001\u6210\u672c\u964d\u4f4e 60%<\/strong>\uff0c\u5e76\u7b2c\u4e00\u6b21\u628a\u201c\u6570\u636e+\u7b97\u529b+\u6a21\u578b\u201d\u505a\u6210\u4e09\u4f4d\u4e00\u4f53\u7684\u53ef\u4ea4\u4ed8\u65b9\u6848\u3002<\/p>\n<hr \/>\n<h2>\u4e00\u3001\u884c\u4e1a\u75db\u70b9\uff1a\u4e3a\u4ec0\u4e48\u975e\u8981\u201c\u79c1\u6709\u5316\u201d\uff1f<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u573a\u666f<\/th>\n<th>\u516c\u6709\u4e91\u75db\u70b9<\/th>\n<th>\u76d1\u7ba1\/\u4e1a\u52a1\u5e95\u7ebf<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u57ce\u5546\u884c\u4fe1\u8d37<\/td>\n<td>\u5f81\u4fe1\u6570\u636e\u51fa\u5883\u98ce\u9669<\/td>\n<td>\u94f6\u4fdd\u76d1\u4f1a\u201c\u6570\u636e\u672c\u5730\u5316\u201d<\/td>\n<\/tr>\n<tr>\n<td>\u4e09\u7532\u533b\u9662<\/td>\n<td>\u60a3\u8005\u9690\u79c1\u8de8\u57df\u4f20\u8f93<\/td>\n<td>\u56fd\u5bb6\u536b\u5065\u59d4 56 \u53f7\u6587<\/td>\n<\/tr>\n<tr>\n<td>\u653f\u52a1\u5927\u5385<\/td>\n<td>\u516c\u6587\u654f\u611f\u8bcd\u6cc4\u9732<\/td>\n<td>\u7b49\u4fdd 3 \u7ea7+\u5bc6\u8bc4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e00\u53e5\u8bdd\uff1a<strong>\u201c\u4e0a\u4e91\u201d\u53ef\u4ee5\u6162\uff0c\u4f46\u8fdd\u89c4\u4e00\u79d2\u90fd\u4e0d\u80fd\u5fcd\u3002<\/strong><br \/>\n\u8fd9\u5c31\u5012\u903c\u4f01\u4e1a\u5fc5\u987b\u81ea\u5efa\u201c\u79c1\u6709\u5927\u6a21\u578b\u201d\uff0c\u53ef\u53c8\u7ed5\u4e0d\u5f00\u4e09\u5ea7\u5927\u5c71\uff1a<br \/>\n1. \u7b97\u529b\u4e00\u6b21\u6027\u6295\u5165\u91cd\u2014\u20148 \u5361 A800 GPU \u670d\u52a1\u5668\u5e02\u573a\u4ef7 130 \u4e07\uff0c\u95f2\u7f6e\u7387\u5374\u9ad8\u8fbe 40%\uff1b<br \/>\n2. \u6570\u636e\u6cbb\u7406\u95e8\u69db\u9ad8\u2014\u2014120TB \u91d1\u878d\u8bed\u6599\u6e05\u6d17\u3001\u8131\u654f\u3001\u6807\u6ce8\uff0c\u6ca1\u6709 30 \u4eba\u6570\u636e\u56e2\u961f\u641e\u4e0d\u5b9a\uff1b<br \/>\n3. \u6a21\u578b\u8c03\u4f18\u5468\u671f\u957f\u2014\u2014Pre-Train\u3001SFT\u3001RLHF \u4e09\u6b65\u8d70\uff0c\u4f20\u7edf\u65b9\u6848 6 \u4e2a\u6708\u8d77\u6b65\u3002<\/p>\n<hr \/>\n<h2>\u4e8c\u3001\u661f\u5b87\u667a\u7b97\u201c\u4e09\u4f4d\u4e00\u4f53\u201d\u4ea4\u4ed8\u65b9\u6848<\/h2>\n<p>\u53a6\u95e8\u661f\u5b87\u667a\u7b97\u667a\u80fd\u79d1\u6280\u6709\u9650\u516c\u53f8\u628a\u201cGPU\u670d\u52a1\u5668\u79df\u7528\u201d\u7ecf\u9a8c\u590d\u7528\u5230\u79c1\u6709\u5316\u573a\u666f\uff0c\u7ed9\u51fa<strong>\u201c\u672c\u5730\u6570\u636e\u96a7\u9053+\u4e09\u7ea7\u7b97\u529b\u9636\u68af+\u9884\u7f6e\u57fa\u5ea7\u6a21\u578b\u201d<\/strong>\u7684\u7ec4\u5408\u62f3\uff0c\u8ba9\u5ba2\u6237\u50cf\u642d\u79ef\u6728\u4e00\u6837\u5b8c\u6210\u5927\u6a21\u578b\u79c1\u6709\u5316\u3002<\/p>\n<h3>\u2460 \u672c\u5730\u6570\u636e\u4e0a\u4f20\u96a7\u9053\uff0c\u56fd\u5bc6\u7b97\u6cd5\u53cc\u4fdd\u9669<\/h3>\n<ul>\n<li>\u72ec\u5bb6\u201cData-Ferry\u201d\u7ec4\u4ef6\uff0c\u652f\u6301\u5343\u5146\/\u4e07\u5146\u4e13\u7ebf\u76f4\u63d2\u5ba2\u6237\u673a\u623f\uff0c<strong>\u6570\u636e\u4e0d\u4e0a\u516c\u7f51<\/strong>\uff1b  <\/li>\n<li>\u843d\u76d8\u5373\u56fd\u5bc6 SM4 \u52a0\u5bc6\uff0c\u5bc6\u94a5\u6258\u7ba1\u5728\u786c\u4ef6\u5b89\u5168\u6a21\u5757\uff08HSM\uff09\uff0c\u901a\u8fc7\u7b49\u4fdd 3 \u7ea7\u548c\u56fd\u5bc6\u8bc4\u6d4b\u201c\u53cc\u8ba4\u8bc1\u201d\uff1b  <\/li>\n<li>\u517c\u5bb9\u4e3b\u6d41\u6570\u636e\u6e56\u683c\u5f0f\uff08Hive\u3001Iceberg\uff09\uff0c120TB \u91d1\u878d\/\u533b\u7597\u8bed\u6599\u5305<strong>\u5f00\u7bb1\u5373\u7528<\/strong>\uff0c\u8131\u654f\u89c4\u5219\u5185\u7f6e 52 \u79cd\u6b63\u5219+NER \u6a21\u578b\u3002<\/li>\n<\/ul>\n<h3>\u2461 GPU\u4e91\u4e3b\u673a\u2192\u88f8\u91d1\u5c5e\u2192\u667a\u7b97\u4e2d\u5fc3\uff0c\u4e09\u7ea7\u9636\u68af\u5f39\u6027\u6269\u5c55<\/h3>\n<p>\u661f\u5b87\u667a\u7b97\u516c\u6709\u6c60\u5df2\u4e0a\u7ebf 3000+ \u5f20 RTX 4090 \/ A800\/H800\uff0c\u5ba2\u6237\u53ef\u5148\u79df\u7528<strong>GPU\u4e91\u4e3b\u673a<\/strong>\u505a PoC\uff0c\u9a8c\u8bc1\u6548\u679c\u540e\u4e00\u952e\u8fc1\u79fb\u81f3\u672c\u5730\u88f8\u91d1\u5c5e\uff0c\u672a\u6765\u5bb9\u91cf\u4e0d\u8db3\u518d\u5e76\u56de<strong>\u667a\u7b97\u4e2d\u5fc3<\/strong>\u505a\u6df7\u5408\u4e91\u6a2a\u5411\u6269\u5bb9\uff0c<strong>0 \u4ee3\u7801\u6539\u9020\u30010 \u6570\u636e\u642c\u8fd0<\/strong>\u3002<br \/>\n&#8211; GPU\u4e91\u4e3b\u673a\uff1a\u6700\u4f4e 1 \u5361\u8d77\u79df\uff0c<a href=\"https:\/\/www.starverse-ai.com\">\u6309\u5c0f\u65f6\u8ba1\u8d39<\/a>\uff0c\u9002\u5408\u5b9e\u9a8c\u9636\u6bb5\uff1b<br \/>\n&#8211; \u88f8\u91d1\u5c5e\uff1a\u63d0\u4f9b 8 \u5361\u300116 \u5361\u300132 \u5361\u6574\u673a\u67dc\uff0c\u51fa\u5382\u5373\u9884\u88c5 CUDA\u3001cuDNN\u3001NCCL\uff0c<strong>\u63a8\u7406\u5ef6\u8fdf\u53ef\u538b\u81f3 200ms \u4ee5\u5185<\/strong>\uff1b<br \/>\n&#8211; \u667a\u7b97\u4e2d\u5fc3\uff1a\u91c7\u7528 100G RDMA \u4e92\u8054\uff0c\u652f\u6301\u5343\u5361\u5e76\u884c\u8bad\u7ec3\uff0c<strong>\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u53ef\u5e73\u6ed1\u6269\u5230 70B \u4e43\u81f3\u591a\u6a21\u6001<\/strong>\u3002<\/p>\n<h3>\u2462 \u9884\u7f6e 7B\/13B\/70B \u4e2d\u6587\u57fa\u5ea7\uff0c120TB \u884c\u4e1a\u8bed\u6599\u5373\u63d2\u5373\u5fae\u8c03<\/h3>\n<p>\u5e73\u53f0\u5185\u7f6e<br \/>\n&#8211; \u661f\u8bed-7B\u3001\u661f\u8bed-13B\u3001\u661f\u8bed-70B \u4e09\u4ee3\u4e2d\u6587\u5927\u6a21\u578b\uff08\u57fa\u4e8e\u4e3b\u6d41\u5f00\u6e90\u5e95\u5ea7\u4e8c\u6b21\u589e\u5f3a\uff09\uff0c\u5728 C-Eval \u699c\u5355\u5e73\u5747\u63d0\u9ad8 4.8 \u5206\uff1b<br \/>\n&#8211; 120TB \u9ad8\u8d28\u91cf\u8bed\u6599\uff1a\u542b 20TB \u91d1\u878d\u7814\u62a5\u300115TB \u533b\u7597\u7535\u5b50\u75c5\u5386\u300125TB \u653f\u52a1\u516c\u6587\uff0c<strong>\u5168\u90e8\u5b8c\u6210\u8131\u654f\u3001\u53bb\u91cd\u3001\u8d28\u91cf\u6253\u5206<\/strong>\uff1b<br \/>\n&#8211; \u652f\u6301 LoRA\u3001QLoRA\u3001RLHF \u4e00\u952e\u5fae\u8c03\uff0cWeb \u5316\u62d6\u62c9\u62fd\uff0c<strong>\u7b97\u6cd5\u540c\u5b66 30 \u5206\u949f\u53ef\u542f\u52a8\u7b2c\u4e00\u6b21\u8bad\u7ec3<\/strong>\u3002<\/p>\n<hr \/>\n<h2>\u4e09\u3001\u843d\u5730\u6848\u4f8b\uff1a\u67d0\u5934\u90e8\u57ce\u5546\u884c 13B \u4fe1\u8d37\u6a21\u578b<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u9636\u6bb5<\/th>\n<th>\u65f6\u95f4<\/th>\n<th>\u5173\u952e\u6307\u6807<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u9700\u6c42\u8c03\u7814<\/td>\n<td>Day 1-3<\/td>\n<td>\u786e\u5b9a\u201c\u5c0f\u5fae\u4f01\u4e1a\u4fe1\u8d37\u98ce\u63a7\u201d\u573a\u666f\uff0c\u6807\u7b7e 47 \u4e2a<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u63a5\u5165<\/td>\n<td>Day 4-7<\/td>\n<td>\u901a\u8fc7 Data-Ferry \u5bfc\u5165 3.2TB \u5386\u53f2\u5f81\u4fe1\u6d41\u6c34\uff0c\u8131\u654f\u8017\u65f6 6h<\/td>\n<\/tr>\n<tr>\n<td>Pre-Train<\/td>\n<td>Day 8-14<\/td>\n<td>\u5728 16 \u5361 A800 \u88f8\u91d1\u5c5e\u4e0a\u8bad\u7ec3 120B token\uff0cLoss \u964d\u81f3 1.87<\/td>\n<\/tr>\n<tr>\n<td>SFT+RLHF<\/td>\n<td>Day 15-24<\/td>\n<td>\u4eba\u5de5\u6807\u6ce8 8k \u6761\u98ce\u9669\u6848\u4f8b\uff0cRM \u5f97\u5206\u63d0\u5347 12%<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u7ebf\u63a8\u7406<\/td>\n<td>Day 25-28<\/td>\n<td>\u672c\u5730\u5316\u53cc\u673a\u70ed\u5907\uff0cTPS 800\uff0c<strong>\u5e73\u5747\u5ef6\u65f6 180ms<\/strong>\uff0c\u6ee1\u8db3\u67dc\u9762\u5b9e\u65f6\u653e\u6b3e\u9700\u6c42<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6574\u5305\u6210\u672c 390 \u4e07\uff0c\u8f83\u4f20\u7edf\u65b9\u6848\u8282\u7701 42%\uff0c<strong>4 \u5468\u5373\u6295\u4ea7<\/strong>\uff0c\u6210\u4e3a\u8be5\u884c\u201c\u6570\u5b57\u4fe1\u8d37\u5927\u8111\u201d\u6838\u5fc3\u7ec4\u4ef6\u3002<\/p>\n<hr \/>\n<h2>\u56db\u3001\u4ea4\u4ed8\u6e05\u5355\uff1a\u628a\u201c\u590d\u6742\u201d\u7559\u7ed9\u81ea\u5df1\uff0c\u628a\u201c\u7b80\u5355\u201d\u4ea4\u7ed9\u5ba2\u6237<\/h2>\n<ol>\n<li>\u786c\u4ef6\u62d3\u6251\u56fe\uff1a\u673a\u67dc\u3001\u4ea4\u6362\u673a\u3001\u9632\u706b\u5899\u3001KVM \u4e00\u76ee\u4e86\u7136\uff1b  <\/li>\n<li>\u7f51\u7edc\u65b9\u6848\uff1a100G RDMA \u7ec4\u7f51\u3001RoCE v2 \u53c2\u6570\u8c03\u4f18\u3001NCCL \u62d3\u6251\u81ea\u52a8\u751f\u56fe\uff1b  <\/li>\n<li>\u5b89\u5168\u767d\u76ae\u4e66\uff1a\u7b49\u4fdd 3 \u7ea7\u3001\u56fd\u5bc6\u7b97\u6cd5\u3001\u6570\u636e\u5206\u7ea7\u5206\u7c7b\u3001\u5ba1\u8ba1\u65e5\u5fd7\u6837\u4f8b\uff1b  <\/li>\n<li>\u8fd0\u7ef4\u624b\u518c\uff1a\u65e5\u5e38\u5de1\u68c0\u8868\u3001\u6545\u969c\u51b3\u7b56\u6811\u3001\u6269\u5bb9 SOP\u30017\u00d724 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