{"id":26986,"date":"2025-09-10T07:54:12","date_gmt":"2025-09-09T23:54:12","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26986"},"modified":"2025-09-10T07:54:12","modified_gmt":"2025-09-09T23:54:12","slug":"%e8%b6%85%e5%a4%a7%e8%a7%84%e6%a8%a1-ai-%e5%9f%ba%e7%a1%80%e8%ae%be%e6%96%bd%e5%bb%ba%e8%ae%be%e5%ae%9e%e8%b7%b5%ef%bc%8c%e6%9e%81%e8%87%b4%e9%87%8a%e6%94%be%e7%ae%97%e5%8a%9b%e6%95%88%e8%83%bd","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/09\/10\/26986\/","title":{"rendered":"\u8d85\u5927\u89c4\u6a21 AI \u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\u5b9e\u8df5\uff0c\u6781\u81f4\u91ca\u653e\u7b97\u529b\u6548\u80fd"},"content":{"rendered":"
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          \"\u56fe\u7247\"\u56fe\u7247<\/span><\/span><\/span><\/span><\/span><\/span>\"\u56fe\u7247\"<\/span><\/p>\n

          \u901a\u8fc7 AIDC \u89e3\u51b3\u56ed\u533a\u57fa\u7840\u8bbe\u65bd\u8d44\u6e90\u5bb9\u91cf\u95ee\u9898\u4e4b\u540e\uff0c\u7b97\u529b\u96c6\u7fa4\u5bf9\u7ec4\u7f51\u65b9\u6848\u3001\u8def\u7531\u7b56\u7565\u4ee5\u53ca\u7f51\u7edc\u7684\u8d1f\u8f7d\u5747\u8861\u4e5f\u63d0\u51fa\u4e86\u6781\u9ad8\u7684\u8981\u6c42\u3002<\/p>\n

          \u53d7\u7535\u529b\u4e0e\u7269\u7406\u7a7a\u95f4\u9650\u5236\uff0c\u8d85\u4e07\u5361\u7684\u673a\u67dc\u4e00\u822c\u9700\u8981\u591a\u673a\u623f\u534f\u540c\u627f\u8f7d\uff0c\u4e3a\u6b64\u6211\u4eec\u63a8\u51fa\u4e86\u8de8\u56ed\u533a RDMA \u957f\u4f20\u65b9\u6848\u3002\u8fd9\u4e2a\u65b9\u6848\u5305\u62ec\u786c\u4ef6\u548c\u8f6f\u4ef6\u4e24\u90e8\u5206\uff1a<\/p>\n

            \n
          • \u786c\u4ef6\u5c42\u9762\uff0c\u901a\u8fc7\u767e\u5ea6\u667a\u80fd\u4e91\u81ea\u7814\u7684\u9ad8\u6027\u80fd\u5927\u7f13\u5b58\u4ea4\u6362\u673a\u548c\u4f18\u5316\u7684 RDMA \u534f\u8bae\u5b9e\u73b0\u8de8\u56ed\u533a\u7684\u9ad8\u6548\u4e92\u8054\u4e92\u901a\uff0c\u4fdd\u969c\u4e86\u957f\u8ddd\u79bb RDMA \u65e0\u635f\u4f20\u8f93\uff1b<\/li>\n
          • \u8f6f\u4ef6\u5c42\u9762\uff0c\u901a\u8fc7\u767e\u8238 5.0 \u9ad8\u6548\u8c03\u5ea6\u7b97\u6cd5\uff0c\u5bf9\u6a21\u578b\u5e76\u884c\u7b56\u7565\u8fdb\u884c\u4f18\u5316\u3002\u6bd4\u5982\u628a\u5bf9\u5ef6\u65f6\u654f\u611f\u5ea6\u9ad8\uff0c\u6570\u636e\u901a\u4fe1\u5bc6\u5ea6\u76f8\u5bf9\u66f4\u9ad8\u7684\u4e13\u5bb6\u5e76\u884c\u3001\u5f20\u91cf\u5e76\u884c\u653e\u5728\u5355\u4e00\u96c6\u7fa4\u91cc\u9762\uff0c\u800c\u5bf9\u5ef6\u65f6\u654f\u611f\u5ea6\u76f8\u5bf9\u8f83\u4f4e\uff0c\u901a\u4fe1\u9891\u7387\u8981\u6c42\u8f83\u4f4e\u7684\u6570\u636e\u5e76\u884c\uff0c\u653e\u5728\u8de8\u56ed\u533a\u591a\u96c6\u7fa4\u4e4b\u95f4\u8fdb\u884c\u901a\u4fe1\u3002\u901a\u4fe1\u8f6f\u4ef6\u786c\u4ef6\u914d\u5408\u65b9\u5f0f\uff0c\u628a\u957f\u8ddd\u79bb RDMA \u901a\u4fe1\u5e26\u6765\u7684\u6027\u80fd\u5f71\u54cd\u964d\u5230\u6700\u4f4e\u3002<\/li>\n<\/ul>\n

            \"\u56fe\u7247\"<\/strong><\/p>\n

            \u540c\u65f6\u5728\u8d85\u5927\u89c4\u6a21\u96c6\u7fa4\u4e2d\uff0c\u4f20\u7edf\u7684\u7ec4\u7f51\u65b9\u6848\u9762\u4e34\u8def\u7531\u7206\u70b8\u3001\u6269\u5c55\u6027\u53d7\u9650\u3001\u53ef\u9760\u6027\u5dee\u7b49\u95ee\u9898\u3002<\/strong><\/p>\n

            \u6211\u4eec\u901a\u8fc7\u8def\u7531\u805a\u5408\u6280\u672f\u5c06\u5927\u89c4\u6a21\u667a\u7b97\u96c6\u7fa4\u7684 POD \u5185\u8def\u7531\u6570\u91cf\u538b\u7f29\u5230\u4e86 4000 \u591a\u6761\uff0c\u6709\u6548\u5730\u7f13\u89e3\u4e86\u4ea4\u6362\u673a\u8def\u7531\u8868\u9879\u7684\u538b\u529b\u3002<\/strong><\/p>\n

            \u540c\u65f6\u6211\u4eec\u5c06\u4e3b\u673a\u4fa7\u7684 AR \u81ea\u9002\u5e94\u8def\u7531\u6280\u672f\u548c\u7aef\u4fa7\u591a\u5e73\u9762\u7ec4\u7f51\u67b6\u6784\u8fdb\u884c\u4e86\u6df1\u5ea6\u7684\u7ed3\u5408\uff1a\u4e00\u65b9\u9762\u901a\u8fc7\u7aef\u4fa7\u591a\u5e73\u9762\u7ec4\u7f51\u63d0\u4f9b\u66f4\u5927\u7684\u6a2a\u5411\u62d3\u5c55\u80fd\u529b\uff0c\u5c06\u4e8c\u5c42\u7ec4\u7f51\u89c4\u6a21\u4ece\u4f20\u7edf\u5355 POD 8000 \u5361\u57fa\u7840\u4e4b\u4e0a\u62d3\u5c55\u5230\u6700\u5927\u89c4\u6a21\u53ef\u8fbe 13 \u4e07\u5361\uff0c\u4e14\u5ef6\u65f6\u6bd4\u4e09\u5c42\u7ec4\u7f51\u66f4\u4f4e\u3002\u4e8c\u662f\u901a\u8fc7\u81ea\u9002\u5e94\u8def\u7531\u5b9e\u73b0\u4e86\u9010\u5305\u54c8\u5e0c\uff1a\u5bf9\u5927\u8c61\u6d41\u4ea7\u751f\u7684\u7f51\u7edc\u62e5\u585e\u95ee\u9898\uff0c\u6211\u4eec\u4f1a\u628a\u6d41\u5206\u62c6\u6210\u5305\uff0c\u6309\u5355\u5305\u5206\u914d\u5230\u7aef\u4fa7\u4e0d\u540c\u7f51\u5361\uff0c\u518d\u57fa\u4e8e\u4ea4\u6362\u673a\u534f\u8bae\u5728\u53e6\u4e00\u4fa7\u5b9e\u73b0\u5305\u91cd\u7ec4\uff0c\u5f62\u6210\u4ece\u5305\u5230\u6d41\u7684\u91cd\u65b0\u6c47\u805a\uff0c\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\u541e\u5410\u6027\u80fd\u8f83\u4f20\u7edf\u7684\u9010\u6d41\u54c8\u5e0c\u63d0\u5347\u4e8620%\uff1b<\/strong>\u4e09\u662f\u901a\u8fc7\u7aef\u4fa7\u591a\u5e73\u9762\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u5197\u4f59\u94fe\u8def\uff0c\u914d\u5408\u81ea\u9002\u5e94\u8def\u7531\u6280\u672f\uff0c\u80fd\u591f\u5b9e\u73b0\u79d2\u7ea7\u7684\u94fe\u8def\u6545\u969c\u5207\u6362\uff0c\u4ece\u800c\u6781\u5927\u63d0\u9ad8\u7f51\u7edc\u53ef\u9760\u6027\u3002<\/p>\n

            \u6574\u4f53\u4e0a\u770b\uff0c\u901a\u8fc7\u8fd9\u4e9b HPN \u5173\u952e\u6280\u672f\uff0c\u6211\u4eec\u4e3a\u5927\u89c4\u6a21\u667a\u7b97\u96c6\u7fa4\u6253\u9020\u4e86\u4e00\u5957\u9ad8\u6027\u80fd\u3001\u9ad8\u53ef\u9760\u3001\u9ad8\u6269\u5c55\u7684\u7ec4\u7f51\u67b6\u6784\u3002<\/p>\n

            \"\u56fe\u7247\"<\/p>\n

            \u8bf4\u5b8c\u7ec4\u7f51\uff0c\u6574\u4e2a\u96c6\u7fa4\u4e0a\u7ebf\u8fd0\u8425\u4e4b\u540e\uff0c\u6211\u4eec\u5c06\u9762\u4e34\u4e00\u4e2a\u6700\u6838\u5fc3\u7684\u95ee\u9898\u2014\u2014\u5efa\u5b8c\u4e4b\u540e\u5982\u4f55\u628a\u7b97\u529b\u66f4\u6709\u6548\u5730\u53d1\u6325\u51fa\u6765\uff1f<\/p>\n

            \u5728\u8fd9\u4e2a\u8fc7\u7a0b\u5f53\u4e2d\uff0c\u6211\u4eec\u4ece\u57fa\u7840\u8bbe\u65bd\u5c42\u3001\u8d44\u6e90\u7ba1\u7406\u5c42\u3001AI \u4efb\u52a1\u5c42\u5165\u624b\uff0c\u89e3\u51b3\u6574\u4e2a\u8d44\u6e90\u5229\u7528\u7387\u4f7f\u7528\u95ee\u9898\u3002<\/p>\n

              \n
            • \u57fa\u7840\u8bbe\u65bd\u5c42\u4e2d\uff0c\u5728\u4ea7\u54c1\u5c42\u9762\u6211\u4eec\u901a\u8fc7\u628a\u539f\u6765\u5728\u5355\u673a 8 \u5361\u5185\u4f7f\u7528\u7684 NVLink \u4f20\u8f93\u80fd\u529b\u8fdb\u4e00\u6b65 Scale-up \u5230\u8d85\u8282\u70b9\u5185 32 \u5361\u4e43\u81f3 64 \u5361\uff08\u57fa\u4e8e XPU Link\uff09\uff0c\u53bb\u63d0\u5347\u8d85\u8282\u70b9\u5185\u5361\u95f4\u901a\u4fe1\u6548\u7387\u3002\u540c\u65f6\uff0c\u5229\u7528\u9ad8\u6027\u80fd\u7f51\u7edc\u548c\u5b58\u50a8\uff0c\u505a\u673a\u95f4\u7f51\u7edc\u6269\u5c55\uff0c\u4f7f\u4e07\u5361\u7f51\u7edc\u5e26\u5bbd\u6709\u6548\u6027\u5927\u4e8e 90%\uff0c\u5355\u6570\u636e\u8282\u70b9\u8bfb\u541e\u5410\u5927\u4e8e 15 GiB\/s\uff1b<\/li>\n
            • \u8d44\u6e90\u7ba1\u7406\u5c42\u4e2d\uff0c\u901a\u8fc7\u5728\u63a7\u5236\u9762\u5b9a\u5411\u4f18\u5316\uff0c\u6211\u4eec\u53ef\u4ee5\u652f\u6301\u5355\u96c6\u7fa4\u7ba1\u7406\u8fbe\u5230 12,500 \u8282\u70b9\u7684\u89c4\u6a21\uff0c\u5e76\u4e14\u5b9e\u73b0\u4e86\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\uff0c\u67e5\u8be2\u53d8\u66f4\u7b49\u64cd\u4f5c\u7684\u54cd\u5e94\u65f6\u95f4\u5728\u6beb\u79d2\u7ea7\uff1b\u63d0\u4ea4\u4e0a\u767e\u4efb\u52a1\u65f6\uff0c\u8c03\u5ea6\u5468\u671f\u5728\u5206\u949f\u7ea7\u3002<\/li>\n<\/ul>\n

              \u6700\u540e\u662f\u9762\u5411\u6a21\u578b\u7279\u70b9\uff0c\u5c24\u5176\u662f\u6700\u8fd1\u706b\u70ed\u7684 MoE \u67b6\u6784\uff0c\u4e3a\u6574\u4e2a\u8bad\u7ec3\u63a8\u7406\u8fc7\u7a0b\u5e26\u6765\u4e86\u5927\u91cf\u7684 Alltoall \u901a\u4fe1\u5f00\u9500\u3002\u9488\u5bf9\u8fd9\u79cd\u573a\u666f\uff0c\u9664\u4e86\u4ece\u7f51\u7edc\u62d3\u6251\u5c42\u9762\u51cf\u5c11 Alltoall \u901a\u4fe1\u7684\u4ea4\u6362\u673a\u8df3\u6570\uff0c\u4ee5\u53ca\u964d\u4f4e\u591a\u5bf9\u4e00\u901a\u4fe1\u7684\u65f6\u5ef6\u5916\uff0c\u6211\u4eec\u5bf9 Alltoall \u7b97\u5b50\u4e5f\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u76f8\u6bd4\u5f00\u6e90\u65b9\u6848\uff0c\u5927\u5e45\u63d0\u5347 Prefill \u548c Decode \u7684 Alltoall \u901a\u4fe1\u6027\u80fd\u3002\u4ece\u6548\u679c\u4e0a\u770b\uff0c\u9488\u5bf9 batch size \u7ea7\u522b\u7684\u52a8\u6001\u5197\u4f59\u4e13\u5bb6\u7f16\u6392\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u4e13\u5bb6\u5747\u8861\u5ea6\u4f18\u5316\u81f3 1.08\uff0c\u786e\u4fdd\u96c6\u7fa4\u4e2d\u6240\u6709\u52a0\u901f\u5361\u7684\u901a\u4fe1\u65f6\u95f4\u5927\u81f4\u76f8\u540c\u3002\u540c\u65f6\u901a\u8fc7\u6700\u5927\u7a0b\u5ea6\u7684\u8ba1\u7b97\u548c\u901a\u4fe1 overlap\uff0c\u6574\u4f53\u541e\u5410\u63d0\u5347 20% \u4ee5\u4e0a\u3002<\/strong><\/p>\n

              \"\u56fe\u7247\"<\/p>\n

              \u6211\u4eec\u5177\u4f53\u770b\u4e00\u4e0b\u5728\u8bad\u7ec3\u3001\u63a8\u7406\u4e24\u4e2a\u573a\u666f\u4e2d\u7b97\u529b\u6548\u7387\u7684\u63d0\u5347\u5b9e\u8df5\u3002<\/strong><\/p>\n

              \u8bad\u7ec3\u65b9\u9762\uff0c\u5f97\u76ca\u4e8e\u8fc7\u5f80\u5728 GPU \u4e0a\u5bf9\u6a21\u578b\u52a0\u901f\u7ecf\u9a8c\u7684\u5927\u91cf\u79ef\u7d2f\uff0c\u6211\u4eec\u5feb\u901f\u5728\u56fd\u4ea7\u82af\u4e0a\u5efa\u7acb\u4e86\u5168\u5957\u4f18\u5316\u4f53\u7cfb\uff0c\u5e76\u9762\u5411 MoE \u573a\u666f\u8fdb\u884c\u4e86\u65b0\u7684\u4f18\u5316\uff0c\u5305\u62ec\u4efb\u52a1\u8c03\u5ea6\u7684\u6613\u7528\u6027\u3001\u5e76\u884c\u7b56\u7565\u3001\u8ba1\u7b97\u3001\u663e\u5b58\u3001\u901a\u4fe1\u7b49\u4e0d\u540c\u7ef4\u5ea6\u7684\u4f18\u5316\u65b9\u5411\uff0c\u8d2f\u7a7f\u4ea7\u54c1\u3001\u6846\u67b6\u3001\u7f16\u8bd1\u5668\u3001\u7b97\u5b50\u3001\u7cfb\u7edf\u8f6f\u4ef6\u5c42\u9762\u7684\u6574\u4e2a AI Infra \u8f6f\u4ef6\u6808\u3002\u5177\u4f53\u624b\u6bb5\u4e0a\uff0c\u6211\u4eec\u5728\u81ea\u52a8\u5e76\u884c\u7b56\u7565\u641c\u7d22\u3001Alltoall \u901a\u4fe1\u7b97\u5b50\u4f18\u5316\u3001\u8ba1\u7b97\u901a\u4fe1 overlap \u7b49\u57fa\u7840\u4e0a\uff0c\u8fd8\u6709\u7b97\u5b50\u878d\u5408\u3001\u6df7\u5408\u7cbe\u5ea6\u3001\u663e\u5b58 offload\u3001\u901a\u4fe1\u538b\u7f29\u3001\u4f18\u5316 CPU \u8c03\u7528\u7b49\u7ec6\u7c92\u5ea6\u7684\u4f18\u5316\u624b\u6bb5\uff0c\u4ece\u800c\u80fd\u591f\u5728\u56fd\u4ea7\u4e07\u5361\u96c6\u7fa4 MFU\u00a0\u8fbe\u5230 50% \u4ee5\u4e0a\u3002<\/p>\n

              \u63a8\u7406\u65b9\u9762\uff0c\u6211\u4eec\u5c06 PD \u5206\u79bb\u843d\u5730\u5230\u56fd\u4ea7\u82af\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u901a\u8fc7\u91c7\u7528\u63a8\u62c9\u5171\u5b58\u6a21\u5f0f\uff0c\u53ef\u4ee5\u540c\u65f6\u517c\u987e\u5c0f\u6d41\u91cf\u9ad8\u6027\u80fd\u3001\u5927\u6d41\u91cf\u9ad8\u5e76\u53d1\u573a\u666f\u3002<\/strong>\u6211\u4eec\u8fd8\u9488\u5bf9\u5927\u6a21\u578b\u6ce8\u610f\u529b\u7f13\u5b58\u673a\u5236\u7684\u7279\u70b9\uff0c\u5b9e\u73b0\u4e86\u5206\u5e03\u5f0f KV Cache \u5b58\u50a8\u5f15\u64ce\uff08\u5373 Attention Store\uff09\u3002\u8be5\u5f15\u64ce\u53ef\u5229\u7528 SSD \u548c\u5185\u5b58\u7684\u8d85\u5927\u5bb9\u91cf\uff0c\u4f5c\u4e3a\u663e\u5b58\u5bb9\u91cf\u7684\u8865\u5145\uff0c\u5b9e\u73b0 KVCache \u4ece\u663e\u5b58\u5230\u5185\u5b58\uff0c\u518d\u5230 SSD \u7684\u591a\u7ea7\u7f13\u5b58\u3002\u5728\u6b64\u4e4b\u4e0a\uff0c\u6211\u4eec\u901a\u8fc7 PD \u8c03\u5ea6\u5668\u5b9e\u73b0\u4e86\u4e00\u79cd\u65b0\u7684\u8c03\u5ea6\u7b56\u7565\uff1a\u901a\u8fc7\u5bf9\u5404\u5c42\u80fd\u529b\u7684\u7f13\u5b58\u611f\u77e5\uff08\u5373 Cache Aware\uff09\uff0c\u5c06 KV Cache \u8bbf\u95ee\u8fdb\u884c\u4f18\u5316\u8c03\u5ea6\uff0c\u63d0\u5347\u63a8\u7406\u6027\u80fd\u3002<\/p>\n

              \u901a\u8fc7\u8fd9\u4e00\u7cfb\u5217\u7684\u624b\u6bb5\uff0c\u6700\u7ec8\u53ef\u4ee5\u63d0\u5347\u6574\u4e2a Prefix Cache \u547d\u4e2d\u7387\uff0c\u4ece\u539f\u59cb\u72b6\u6001\u63d0\u5347 30%\uff5e50%\u3002\u5728\u4e07\u5361\u96c6\u7fa4\u5178\u578b\u63a8\u7406\u573a\u666f\u4e0b\uff0cTTFT \u53ef\u4ee5\u964d\u4f4e 37%\u3002<\/strong><\/p>\n

              \"\u56fe\u7247\"<\/p>\n

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                \n
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                \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

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                \u6211\u4eec\u5e38\u8bf4\u6280\u672f\u8d4b\u80fd\u4ea7\u54c1\uff0c\u4ea7\u54c1\u6210\u5c31\u65b9\u6848\uff0c\u800c\u65b9\u6848\u7684\u4ef7\u503c\uff0c\u6700\u7ec8\u5fc5\u987b\u4ea4\u7531\u5b9e\u8df5\u68c0\u9a8c\u3002\u767e\u5ea6\u6df7\u5408\u4e91\u5177\u5907\u4ece AIDC \u5efa\u8bbe\u5230\u5e95\u5c42 […]<\/p>\n

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