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\u4f46\u662f\uff0cMoE\uff08\u5c24\u5176\u662f\u5927\u89c4\u6a21 MoE\uff09\u4e5f\u4f1a\u7ed9 AI \u57fa\u7840\u8bbe\u65bd\u5e26\u6765\u4e0d\u4e00\u6837\u7684\u6311\u6218\u3002\u6628\u5929\uff0c\u5728 AI \u52bf\u80fd\u5927\u4f1a\u4e0b\u5348\u7684 AI \u57fa\u7840\u8bbe\u65bd\u5cf0\u4f1a\u4e0a\uff0c\u963f\u91cc\u4e91\u667a\u80fd\u96c6\u56e2\u526f\u603b\u88c1\u3001\u963f\u91cc\u4e91\u667a\u80fd\u8ba1\u7b97\u5e73\u53f0\u4e8b\u4e1a\u90e8\u8d1f\u8d23\u4eba\u6c6a\u519b\u534e\u5c31\u8c08\u5230\u4e86 MoE \u67b6\u6784\u7279\u6709\u7684\u4e00\u4e9b\u56f0\u96be\uff0c\u5305\u62ec token drop \u9009\u62e9\u5bf9\u541e\u5410\u7684\u5f71\u54cd\u3001\u5728\u8def\u7531\u4e13\u5bb6\u4e0e\u5171\u4eab\u4e13\u5bb6\u4e4b\u95f4\u8003\u8651\u6548\u7387\u548c\u6548\u679c\u7684\u6743\u8861\u3001\u4e13\u5bb6\u7684\u9009\u53d6\u6570\u91cf\u548c\u6bd4\u4f8b\u7b49\u3002<\/p>\n

<\/a><\/section>\n

\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u6c6a\u519b\u534e\u8868\u793a AI \u8303\u5f0f\u6b63\u5728\u5411 MoE \u548c\u63a8\u7406\u6a21\u578b\u6f14\u8fdb<\/sup><\/p>\n

\u963f\u91cc\u4e91\u5df2\u7ecf\u5728\u89e3\u51b3\u8fd9\u4e9b\u96be\u9898\u4e0a\u53d6\u5f97\u4e86\u91cd\u5927\u8fdb\u5c55\u3002\u5cf0\u4f1a\u4e0a\uff0c\u9488\u5bf9 MoE \u67b6\u6784\u7684\u6a21\u578b\uff0c\u963f\u91cc\u4e91\u5ba3\u5e03\u57fa\u4e8e PAI-DLC \u4e91\u539f\u751f\u5206\u5e03\u5f0f\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u5e73\u53f0\u63a8\u51fa\u4e86 FlashMoE<\/strong>\uff0c\u8fd9\u662f\u4e00\u6b3e\u652f\u6301\u8d85\u5927\u89c4\u6a21 MoE \u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\u7684\u9ad8\u6027\u80fd\u8bad\u7ec3\u6846\u67b6\uff0c\u5177\u6709\u591a\u79cd\u5f3a\u5927\u7279\u6027\uff0c\u5305\u62ec\u652f\u6301\u591a\u79cd token \u8def\u7531\u7b56\u7565\u3001\u652f\u6301\u4e0a\u4e0b\u6587\u5e76\u884c\u4e0e\u5f20\u91cf\u5e76\u884c\u89e3\u8026\u7b49\u3002<\/p>\n

\u5f53\u7136\uff0c\u963f\u91cc\u4e91\u5728 AI \u57fa\u7840\u8bbe\u65bd\u4e0a\u7684\u5e03\u5c40\u8fdc\u4e0d\u9650\u4e8e MoE\u3002\u65e0\u8bba\u662f\u786c\u4ef6\u7b97\u529b\u7684\u6295\u5165\uff0c\u8fd8\u662f\u4e00\u4f53\u5316\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u670d\u52a1\uff0c\u5b83\u90fd\u5728\u7528\u786c\u6838\u5b9e\u529b\u592f\u5b9e\u81ea\u5df1\u7684\u9886\u5148\u5730\u4f4d\u3002\u5728\u8fd9\u573a AI \u57fa\u7840\u8bbe\u65bd\u7684\u7ade\u8d5b\u4e2d\uff0c\u963f\u91cc\u4e91\u5df2\u7136\u62a2\u5360\u5148\u673a\u3002<\/p>\n

\u4ece\u7b97\u529b\u5230\u5b89\u5168 \u00a0\u963f\u91cc\u4e91\u8fd9\u6837\u6784\u5efa AI \u57fa\u7840\u8bbe\u65bd<\/strong><\/p>\n

\u4ece\u7b97\u529b\u57fa\u7840\u5230\u5f39\u6027\u7075\u6d3b\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u518d\u5230\u5b58\u50a8\u4e0e\u7f51\u7edc\u6280\u672f\uff0c\u4ee5\u53ca\u81f3\u5173\u91cd\u8981\u7684\u5b89\u5168\u80fd\u529b\uff0c\u963f\u91cc\u4e91\u6b63\u5728\u4e0d\u65ad\u6f14\u8fdb\u9762\u5411 AI \u65f6\u4ee3\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4ee5\u63d0\u9ad8\u5176\u4ea7\u54c1\u529b\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n

\u9996\u5148\uff0c\u5728\u57fa\u7840\u7b97\u529b\u65b9\u9762\uff0c\u963f\u91cc\u4e91\u5ba3\u5e03 ECS \u7b2c 9 \u4ee3 Intel \u4f01\u4e1a\u7ea7\u5b9e\u4f8b\u6b63\u5f0f\u5f00\u542f\u5546\u4e1a\u5316<\/strong>\uff0c\u5176\u57fa\u4e8e\u82f1\u7279\u5c14\u7b2c\u516d\u4ee3\u81f3\u5f3a\u5904\u7406\u5668 GNR\uff0c\u642d\u914d\u963f\u91cc\u4e91\u6700\u65b0 CIPU \u67b6\u6784\uff0c\u53ef\u8ba9\u96c6\u7fa4\u6027\u80fd\u76f8\u5bf9\u524d\u4ee3\u63d0\u5347\u6700\u9ad8\u8fbe 20%\uff0c\u540c\u65f6\u4ef7\u683c\u8f83\u4e0a\u4ee3\u518d\u964d 5%\u3002<\/p>\n

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<\/a><\/section>\n

\u5728\u5f3a\u5927\u7b97\u529b\u7684\u57fa\u7840\u4e0a\uff0c\u963f\u91cc\u4e91\u8fd8\u5728\u5bf9\u7075\u9a8f\u96c6\u7fa4\u4e0d\u65ad\u8fdb\u884c\u4f18\u5316\u3002\u963f\u91cc\u4e91\u667a\u80fd\u96c6\u56e2\u526f\u603b\u88c1\u3001\u963f\u91cc\u4e91\u667a\u80fd\u5f39\u6027\u8ba1\u7b97\u3001\u5b58\u50a8\u4ea7\u54c1\u7ebf\u8d1f\u8d23\u4eba\u5434\u7ed3\u751f\u8868\u793a\uff1a\u300c\u6211\u4eec\u9488\u5bf9 AI \u8d1f\u8f7d\u8fdb\u884c\u4e86\u5927\u91cf\u4f18\u5316\uff0c\u628a\u7075\u9a8f\u96c6\u7fa4\u6784\u9020\u6210\u4e86\u4e91\u8d85\u7ea7\u8ba1\u7b97\u673a\u3002\u300d\u603b\u7ed3\u8d77\u6765\uff0c\u7075\u9a8f\u96c6\u7fa4\u7684\u6280\u672f\u4f53\u7cfb\u5305\u542b 4 \u4e2a\u521b\u65b0\u70b9\uff0c\u5305\u62ec HPN \u9ad8\u6027\u80fd\u7f51\u7edc\u3001CPFS \u9ad8\u6027\u80fd\u6587\u4ef6\u5b58\u50a8\u3001\u5b9a\u5236\u5316\u7684 AI \u670d\u52a1\u5668\u4ee5\u53ca\u5f3a\u5927\u7684\u6545\u969c\u68c0\u6d4b\u80fd\u529b\u3002<\/p>\n

\u9996\u5148\uff0c\u5728\u7f51\u7edc\u6280\u672f\u65b9\u9762\uff0c\u963f\u91cc\u4e91\u8bbe\u8ba1\u7684 HPN 7.0 <\/strong>\u9ad8\u6027\u80fd\u7f51\u7edc\u67b6\u6784\u662f\u7075\u9a8f\u96c6\u7fa4\u7684\u6838\u5fc3\u7f51\u7edc\u6280\u672f\uff0c\u80fd\u8ba9\u673a\u5668\u66f4\u9ad8\u6548\u3001\u66f4\u7d27\u5bc6\u7684\u5408\u4f5c\u3002\u5b9e\u9645\u6548\u679c\u4e0a\uff0c\u5229\u7528 HPN7.0 \u9ad8\u6027\u80fd\u7f51\u7edc\u67b6\u6784\uff0c\u53ef\u5b9e\u73b0\u5355\u96c6\u7fa410 \u4e07\u5f20 GPU \u5361\u4e92\u8054\uff0c\u540c\u65f6\u63d0\u4f9b 3.2T \u8de8\u673a\u5e26\u5bbd\u3002<\/p>\n

\u5176\u6b21\uff0c\u503c\u5f97\u4e00\u63d0\u7684\u662f\u7075\u9a8f\u7ba1\u63a7\u548c\u81ea\u6108\u7cfb\u7edf<\/strong>\uff0c\u8fd9\u80fd\u964d\u4f4e\u6545\u969c\u9891\u6b21\uff0c\u7f29\u77ed\u6545\u969c\u6062\u590d\u65f6\u95f4\uff0c\u4ece\u800c\u589e\u5f3a\u96c6\u7fa4\u7684\u7a33\u5b9a\u6027\uff0c\u63d0\u9ad8\u7b97\u529b\u7684\u4f7f\u7528\u7387 \u2014\u2014 \u5728\u4e07\u5361\u7ea7\u8d85\u5927\u89c4\u6a21\u8bad\u7ec3\u4e2d\uff0c\u4e00\u4e2a\u6708\u5185\u7075\u9a8f GPU \u96c6\u7fa4\u6709\u6548\u8bad\u7ec3\u65f6\u957f\u5360\u6bd4\u8d85\u8fc7 93%\u3002<\/p>\n

<\/a><\/section>\n

\u4e3a\u4e86\u4fdd\u8bc1 AI \u4e1a\u52a1\u7a33\u5b9a\uff0c\u7b97\u529b\u5f88\u91cd\u8981\uff0c\u9ad8\u6027\u80fd\u4e14\u53ef\u9760\u7684\u5b58\u50a8\u4e5f\u5fc5\u4e0d\u53ef\u5c11\u3002\u5bf9\u6b64\uff0c\u963f\u91cc\u4e91\u7ed9\u51fa\u7684\u89e3\u7b54\u662f CPFS<\/strong>\uff08Cloud Parallel File Storage\uff09\u9ad8\u6027\u80fd\u5b58\u50a8\u4e0e OSS<\/strong>\uff08Object Storage Service\uff09\u5bf9\u8c61\u5b58\u50a8\u670d\u52a1\u3002<\/p>\n

\u5176\u4e2d\uff0cCPFS \u9002\u7528\u4e8e\u9ad8\u6027\u80fd\u8ba1\u7b97\uff0c\u652f\u6301\u5bf9\u6570\u636e\u6beb\u79d2\u7ea7\u7684\u8bbf\u95ee\u548c\u767e\u4e07\u7ea7 IOPS \u7684\u6570\u636e\u8bfb\u5199\u8bf7\u6c42\uff0c\u80fd\u5b9e\u73b0 40 GB\/s \u7684\u5355\u5ba2\u6237\u7aef\u541e\u5410\u6027\u80fd\u3002<\/p>\n

CPFS \u8fd8\u9488\u5bf9 AI \u5e94\u7528\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u5728\u5b9e\u73b0\u9ad8\u6027\u80fd\u5e76\u884c\u7684\u540c\u65f6\uff0c\u8fd8\u652f\u6301\u7aef\u4fa7\u7f13\u5b58\u548c\u5206\u5c42\u5b58\u50a8\uff08\u5305\u62ec KV Cache\uff09\uff0c\u4ece\u800c\u80fd\u9ad8\u6548\u7387\u548c\u4f4e\u6210\u672c\u5730\u6ee1\u8db3 AI \u7684\u8bad\u63a8\u9700\u6c42\u3002<\/p>\n

OSS \u5219\u9002\u7528\u4e8e\u5b58\u50a8\u5927\u91cf\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u9002\u7528\u4e8e\u591a\u79cd\u8ba1\u7b97\u5f15\u64ce\u548c AI \u6846\u67b6\uff0c\u5177\u6709\u6d77\u91cf\u3001\u5b89\u5168\u3001\u6613\u96c6\u6210\u3001\u4f4e\u6210\u672c\u3001\u9ad8\u53ef\u9760\u7684\u4f18\u52bf\u3002\u5728 AI \u57fa\u7840\u8bbe\u65bd\u5cf0\u4f1a\u4e0a\uff0c\u963f\u91cc\u4e91\u5ba3\u5e03\u63a8\u51fa\u9ad8\u6027\u80fd\u7684 OSSFS 2.0<\/strong>\uff0c\u8fd9\u662f\u4e00\u6b3e\u4e13\u95e8\u7528\u4e8e\u901a\u8fc7\u6302\u8f7d\u65b9\u5f0f\u9ad8\u6027\u80fd\u8bbf\u95ee OSS \u7684\u5ba2\u6237\u7aef\uff0c\u5b83\u5177\u5907\u51fa\u8272\u7684\u987a\u5e8f\u8bfb\u5199\u80fd\u529b\uff0c\u53ef\u5145\u5206\u53d1\u6325 OSS \u7684\u9ad8\u5e26\u5bbd\u4f18\u52bf\u3002\u6b64\u5916\uff0c\u963f\u91cc\u4e91\u8fd8\u5ba3\u5e03\u9996\u6b21\u5c06\u7f3a\u7701 100 Gbps \u541e\u5410\u6027\u80fd\u6269\u5c55\u5230\u4e86\u6d77\u5916\uff08\u65b0\u52a0\u5761\uff09\u3002OSS \u540c\u57ce\u5197\u4f59\u4e5f\u5df2\u5728\u5409\u9686\u5761\u4e0a\u7ebf\uff0c\u73b0\u5df2\u8986\u76d6\u5168\u7403 12 \u4e2a\u5730\u57df\u3002<\/p>\n

<\/a><\/section>\n

\u963f\u91cc\u4e91\u4e5f\u4e3a CPFS \u548c OSS \u4e4b\u95f4\u7684\u6570\u636e\u6d41\u52a8\u6784\u5efa\u4e86\u9ad8\u901f\u3001\u9ad8\u5e26\u5bbd\u7684\u901a\u9053\uff0c\u4f7f\u8bad\u7ec3\u6216\u63a8\u7406\u6846\u67b6\u53ef\u4ee5\u901a\u8fc7\u6587\u4ef6\u7cfb\u7edf\u7684\u63a5\u53e3\u8bbf\u95ee OSS\u3002<\/p>\n

\u5b89\u5168\u4e0e\u7a33\u5b9a\u6027\u540c\u6837\u4e5f\u662f\u8bb8\u591a AI \u5e94\u7528\u5f00\u53d1\u8005\u5173\u6ce8\u7684\u6838\u5fc3\u95ee\u9898\u4e4b\u4e00\uff0c\u800c\u963f\u91cc\u4e91\u5df2\u7ecf\u6784\u5efa\u4e86\u4e00\u6574\u5957\u7528\u4ee5\u4fdd\u969c\u7b97\u529b\u7a33\u5b9a\u4f9b\u7ed9\u548c\u6570\u636e\u5b89\u5168\u7684\u4f53\u7cfb\uff0c\u5176\u4e2d\u5305\u62ec 20 \u591a\u6b3e\u4e91\u4ea7\u54c1\u548c\u8fd1\u767e\u9879\u53ef\u4e00\u952e\u5f00\u542f\u7684\u5b89\u5168\u80fd\u529b\u3002<\/p>\n

\u9762\u5411 MoE \u7ed3\u6784\u548c\u63a8\u7406\u6a21\u578b \u00a0AI \u8303\u5f0f\u6b63\u5728\u6f14\u8fdb<\/strong><\/p>\n

\u6b63\u5982\u5f00\u7bc7\u6240\u8bf4\uff0cMoE \u6a21\u578b\u67b6\u6784\u4e0e\u63a8\u7406\u6a21\u578b\u6b63\u5728\u4e0d\u65ad\u63a8\u52a8 AI \u8bad\u63a8\u7684\u8303\u5f0f\u5347\u7ea7\uff0c\u5728\u672c\u6b21\u53d1\u5e03\u4e0a\uff0c\u963f\u91cc\u4e91\u4eba\u5de5\u667a\u80fd\u5e73\u53f0 PAI \u9488\u5bf9\u6027\u5730\u63a8\u51fa\u4e00\u7cfb\u5217\u65b0\u80fd\u529b\u3002<\/p>\n

\u5728\u6a21\u578b\u6784\u5efa\u65b9\u9762\uff0c\u9488\u5bf9\u63a8\u7406\u6a21\u578b\uff0c\u963f\u91cc\u4e91\u63a8\u51fa\u4e86 PAI-Chatlearn \u548c Post-training on PAI-DLC\u3002\u5176\u4e2d\u524d\u8005\u662f\u4e00\u79cd\u652f\u6301 RLHF\u3001DPO\u3001OnlineDPO\u3001GRPO \u7b49\u591a\u79cd\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u5927\u89c4\u6a21\u5bf9\u9f50\u8bad\u7ec3\u6846\u67b6\uff0c\u540c\u65f6\u4e5f\u652f\u6301\u7528\u6237\u81ea\u5df1\u5f00\u53d1\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u5e76\u4e14\u9002\u914d Megatron\u3001vLLM\u3001DeepSpeed \u7b49\u591a\u79cd\u6846\u67b6\u3002\u4e0d\u4ec5\u5982\u6b64\uff0cPAI-Chatlearn \u8fd8\u662f\u5f00\u6e90\u7684\u3002\u800c\u540e\u8005\u5219\u5305\u542b SFT \u7b49\u540e\u8bad\u7ec3\u80fd\u529b\uff0c\u652f\u6301 Ray on DLC\u3001\u7edf\u4e00\u8c03\u5ea6\u3001Serverless\u3001Ray Dashboard \u548c\u5f00\u53d1\u673a\u7b49\u529f\u80fd\u3002<\/p>\n

\u800c\u5bf9\u4e8e MoE \u6a21\u578b\uff0c\u524d\u6587\u5df2\u7ecf\u63d0\u5230\u4e86\u57fa\u4e8e PAI-DLC \u7684 FlashMoE\uff0c\u5176\u5b9e\u9645\u8868\u73b0\u53ef\u8bf4\u662f\u76f8\u5f53\u4eae\u773c\uff1a\u5728\u4e07\u5361\u89c4\u6a21\u4e0a\uff0c\u53ef\u5c06 MoE \u8bad\u7ec3\u7684 MFU\uff08\u6a21\u578b Flops \u5229\u7528\u7387\uff09\u63d0\u5347\u5230 35-40%\u3002<\/p>\n

\u800c\u5728\u63a8\u7406\u52a0\u901f\u65b9\u9762\uff0c\u963f\u91cc\u4e91\u540c\u6837\u6ca1\u6709\u843d\u4e0b\u3002\u76f4\u63a5\u4e0a\u6570\u636e\u3002<\/p>\n

\u9996\u5148\uff0c\u963f\u91cc\u4e91\u63a8\u51fa\u7684\u5168\u65b0\u6a21\u578b\u6743\u91cd\u670d\u52a1\u5c06 1-100 \u8282\u70b9\u7684\u51b7\u542f\u52a8\u901f\u5ea6\u63d0\u5347\u4e86 21 \u500d<\/strong>\uff1b\u5982\u679c\u4ece 50 \u4e2a\u8282\u70b9\u6269\u5bb9\u5230 100 \u4e2a\u8282\u70b9\uff0c\u5219\u5206\u5e03\u5f0f\u63a8\u7406\u7cfb\u7edf\u7684\u89c4\u6a21\u5316\u6269\u5bb9\u6548\u7387\u53ef\u63d0\u5347 12 \u500d<\/strong>\u3002<\/p>\n

\u800c\u57fa\u4e8e KV Cache \u7684\u5206\u5e03\u5f0f\u63a8\u7406\u670d\u52a1 PAI-EAS \u53ef\u5c06\u5343\u4e07\u7ea7\u6d3b\u8dc3\u7528\u6237\u573a\u666f\u7684 KV Cache \u547d\u4e2d\u7387\u63d0\u5347 10 \u500d<\/strong>\uff01\u57fa\u4e8e 3FS \u7684\u5b58\u50a8\u7cfb\u7edf IO \u6548\u7387\u83b7\u5f97\u4e86\u5927\u5e45\u63d0\u5347\uff08\u8bfb\u541e\u5410\u63d0\u5347\u4e86 43%<\/strong>\uff0c\u5199\u541e\u5410\u63d0\u5347\u4e86 27%<\/strong>\uff09\u3002<\/p>\n

\u53e6\u5916\uff0cPAI-EAS \u5177\u5907\u8d1f\u8f7d\u611f\u77e5\u7684 PD \u5206\u79bb\u67b6\u6784\uff0c\u7aef\u5230\u7aef\u670d\u52a1\u541e\u5410\u63d0\u5347 91%<\/strong>\u3002<\/p>\n

<\/a><\/section>\n

\u9488\u5bf9 MoE \u6a21\u578b\uff0c\u963f\u91cc\u4e91\u5ba3\u5e03\u63a8\u51fa\u4e86\u9488\u5bf9\u6027\u7684\u5206\u5e03\u5f0f\u63a8\u7406\u5f15\u64ce Llumnix<\/strong>\uff0c\u901a\u8fc7\u5728\u8bf7\u6c42\u5c42\u9762\u3001\u8bf7\u6c42\u5185\u548c\u786c\u4ef6\u5e76\u884c\u7b56\u7565\u65b9\u9762\u7684\u7cbe\u5fc3\u8bbe\u8ba1\uff0c\u76f8\u6bd4\u4e8e Round-robin \u8bf7\u6c42\u8c03\u5ea6\u65b9\u6848\uff0c\u53ef\u5c06 TTFT\uff08\u9996 token \u5ef6\u8fdf\uff09\u964d\u4f4e 92%<\/strong>\uff08P99\uff09\uff0c\u5c06 TPOT\uff08\u6bcf\u8f93\u51fa token \u5ef6\u8fdf\uff09\u964d\u4f4e 15%<\/strong>\uff08P99\uff09\u3002<\/p>\n

\u6b64\u5916\uff0c\u963f\u91cc\u4e91\u4e5f\u5bf9\u4e91\u539f\u751f\u5927\u6570\u636e\u670d\u52a1 MaxCompute \u8fdb\u884c\u4e86\u5168\u9762\u7684 AI \u5347\u7ea7\uff0c\u53d1\u5e03\u4e86 AI Function<\/strong>\uff0c\u53ef\u652f\u6491\u7528\u6237\u6784\u5efa Data+AI \u4e00\u4f53\u5316\u5de5\u4f5c\u6d41\u3002<\/p>\n

\u540c\u65f6\uff0c\u963f\u91cc\u4e91\u5728\u4f1a\u4e0a\u5ba3\u5e03\u5927\u6570\u636e AI \u4ea7\u54c1\u5168\u9762\u62e5\u62b1 MCP<\/strong>\uff0c\u5927\u6570\u636e\u5f00\u53d1\u6cbb\u7406\u5e73\u53f0 DataWorks \u53d1\u5e03\u57fa\u4e8e MCP \u7684 Agent \u670d\u52a1\uff0cDataWokrs \u548c Hologres \u53d1\u5e03\u4e86 MCP Server\u3002<\/p>\n

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\u667a\u80fd\u65f6\u4ee3\u7684\u6570\u636e\u5e93 \u00a0\u8ba9\u6570\u636e\u548c AI \u66f4\u8fd1<\/strong><\/p>\n

\u6709\u4e86\u9ad8\u6548\u7b97\u529b\u548c\u5e73\u53f0\uff0c\u8981\u521b\u9020\u8db3\u591f\u597d\u7684 AI \u5e94\u7528\uff0c\u6570\u636e\u4e5f\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u4e00\u73af\u3002\u6b63\u5982\u963f\u91cc\u4e91\u667a\u80fd\u96c6\u56e2\u526f\u603b\u88c1\u3001\u963f\u91cc\u4e91\u667a\u80fd\u6570\u636e\u5e93\u4ea7\u54c1\u4e8b\u4e1a\u90e8\u8d1f\u8d23\u4eba\u674e\u98de\u98de\u8bf4\u7684\u90a3\u6837\uff1a\u6570\u636e\u3001\u7b97\u6cd5\u3001\u7b97\u529b\u662f\u667a\u80fd\u65f6\u4ee3\u7684\u4e09\u5927\u8981\u7d20\u3002\u56e0\u6b64\uff0c\u5bf9\u6570\u636e\u5e93\u8303\u5f0f\u7684\u9769\u65b0\u4e5f\u5fc5\u4e0d\u53ef\u5c11\u3002\u90a3\u4e48\u667a\u80fd\u65f6\u4ee3\u5bf9\u6570\u636e\u5e93\u7684\u6700\u6838\u5fc3\u9700\u6c42\u662f\u4ec0\u4e48\u5462\uff1f\u674e\u98de\u98de\u8ba4\u4e3a\u662f\u300c\u5bf9\u591a\u6a21\u6001\u6570\u636e\u7684\u667a\u80fd\u5316\u7ba1\u7406\u300d\u3002<\/p>\n

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\u9996\u5148\uff0c\u963f\u91cc\u4e91\u5ba3\u5e03\u5b9e\u73b0\u4e86\u6a21\u578b\u5373\u7b97\u5b50\uff08Model as an Operator\uff09<\/strong>\u7684 In-DB AI \u529f\u80fd\uff0c\u4e5f\u5c31\u662f\u8bf4\u53ef\u4ee5\u5c06\u6a21\u578b\u4f5c\u4e3a\u7b97\u5b50\u76f4\u63a5\u5185\u5d4c\u5230\u6570\u636e\u5e93\u4e2d\u3002\u8fd9\u6837\u505a\u5177\u6709\u660e\u663e\u7684\u597d\u5904\uff0c\u5305\u62ec\u80fd\u4f7f\u7528\u66f4\u4f4e\u7684\u63a8\u7406\u6210\u672c\u83b7\u5f97\u540c\u7b49\u7684 AI \u80fd\u529b\u3001\u53ef\u4ee5\u901a\u8fc7 SQL \u8bed\u53e5\u8f7b\u677e\u8c03\u7528\u3001\u53ef\u907f\u514d\u4f01\u4e1a\u79c1\u6709\u6570\u636e\u51fa\u57df\u3002\u674e\u98de\u98de\u8868\u793a\uff0c\u963f\u91cc\u4e91\u4f1a\u5728\u4eca\u5e74\u5185\u8ba9 PolarDB\u3001Lindorm \u548c AnalyticDB \u90fd\u652f\u6301 In-DB AI\u3002<\/p>\n

<\/a><\/section>\n

\u963f\u91cc\u4e91\u5728\u6570\u636e\u5e93\u65b9\u9762\u7684\u53e6\u4e00\u5927\u91cd\u8981\u4e3e\u63aa\u662f\u91c7\u7528\u4e86 Data+AI \u7684\u8bbe\u8ba1\u7406\u5ff5\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u901a\u8fc7\u7edf\u4e00 CPU \u548c GPU \u8d44\u6e90\u6c60\uff0c\u7476\u6c60\u6570\u636e\u5e93\u5b9e\u73b0\u4e86\u8d44\u6e90\u6c60\u5316\uff0c\u652f\u6301\u5206\u65f6\u5206\u7247\u5f39\u6027\u8c03\u5ea6\uff0c\u8fdb\u800c\u5e2e\u52a9\u5ba2\u6237\u964d\u672c\u589e\u6548\u3002<\/p>\n

\u6b64\u5916\uff0c\u963f\u91cc\u4e91\u8fd8\u5ba3\u5e03\u5c06 Tair \u4ece\u4e92\u8054\u7f51\u67b6\u6784\u6f14\u8fdb\u6210\u4e86\u9762\u5411 AI \u65f6\u4ee3\u7684\u67b6\u6784\uff1a\u901a\u8fc7\u57fa\u4e8e Tair \u5185\u5b58\u6c60\u7684 KV Cache \u591a\u7ea7\u7ba1\u7406\uff0c\u53ef\u4e3a\u5927\u6a21\u578b\u63a8\u7406\u63d0\u4f9b\u9ad8\u6548\u7684 KV Cache \u5b58\u50a8\u548c\u590d\u7528\u3002\u540c\u65f6\uff0cTair KVCache<\/strong> \u8fd8\u652f\u6301\u591a\u79df\u9694\u79bb\u3001\u8d44\u6e90\u914d\u989d\u3001\u6545\u969c\u6062\u590d\u7b49\u4f01\u4e1a\u7ea7\u7ba1\u7406\u80fd\u529b\u3002<\/p>\n

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\u7528 AI \u57fa\u7840\u8bbe\u65bd\u652f\u6491\u667a\u80fd\u672a\u6765 \u00a0\u963f\u91cc\u4e91\u51c6\u5907\u597d\u4e86<\/strong><\/p>\n

\u5728 AI \u8fc5\u731b\u53d1\u5c55\u7684\u4eca\u5929\uff0c\u5f3a\u5927\u7684\u7b97\u529b\u5df2\u6210\u4e3a\u9a71\u52a8\u521b\u65b0\u7684\u6838\u5fc3\u52a8\u529b\u3002\u963f\u91cc\u4e91\u6df1\u523b\u6d1e\u5bdf\u8fd9\u4e00\u8d8b\u52bf\uff0c\u6301\u7eed\u52a0\u5927\u5728 AI \u57fa\u7840\u8bbe\u65bd\u9886\u57df\u7684\u6295\u5165\uff0c\u81f4\u529b\u4e8e\u4e3a\u5168\u7403\u7528\u6237\u63d0\u4f9b\u9ad8\u6548\u3001\u7a33\u5b9a\u7684\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n

\u73b0\u5728\uff0c\u4f9d\u6258\u4e8e\u5728 AI \u57fa\u7840\u8bbe\u65bd\u4e0a\u7684\u521b\u65b0\u548c\u6295\u5165\uff0c\u963f\u91cc\u4e91\u5df2\u4e3a\u5f00\u53d1\u8005\u548c\u4f01\u4e1a\u642d\u5efa\u4e86\u4e00\u4e2a\u575a\u5b9e\u7684\u5e73\u53f0\uff0c\u4f7f\u4ed6\u4eec\u80fd\u591f\u4e13\u6ce8\u4e8e\u7b97\u6cd5\u521b\u65b0\u548c\u5e94\u7528\u5f00\u53d1\uff0c\u800c\u65e0\u9700\u8fc7\u5ea6\u5173\u6ce8\u5e95\u5c42\u8ba1\u7b97\u8d44\u6e90\u7684\u9650\u5236\u3002\u800c\u8fd9\u6b63\u662f AI \u5927\u89c4\u6a21\u5e94\u7528\u7684\u91cd\u8981\u57fa\u7840\u3002<\/p>\n

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<\/a><\/section>\n

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\u963f\u91cc\u4e91\u6b63\u643a\u624b\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\uff0c\u5171\u540c\u8fc8\u5411\u667a\u80fd\u5316\u7684\u672a\u6765\u3002\u5728\u8fd9\u573a\u5954\u8d74\u672a\u6765\u7684\u57fa\u5efa\u7ade\u901f\u4e2d\uff0c\u963f\u91cc\u4e91\uff0c\u5df2\u5728\u8def\u4e0a\u3002<\/p>\n

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