{"id":3437,"date":"2026-01-05T14:35:15","date_gmt":"2026-01-05T06:35:15","guid":{"rendered":"http:\/\/www.xzclass.com\/?p=3437"},"modified":"2026-03-26T16:16:30","modified_gmt":"2026-03-26T08:16:30","slug":"%e5%8d%8e%e4%b8%baict%e5%a4%a7%e8%b5%9b%e6%8c%91%e6%88%98%e8%b5%9b%ef%bc%8c%e5%88%b0%e5%ba%95%e8%80%83%e4%ba%86%e4%ba%9b%e5%95%a5%ef%bc%9f","status":"publish","type":"post","link":"http:\/\/www.xzclass.com\/?p=3437","title":{"rendered":"\u534e\u4e3aICT\u5927\u8d5b\u6311\u6218\u8d5b\uff0c\u5230\u5e95\u8003\u4e86\u4e9b\u5565\uff1f"},"content":{"rendered":"

\u65b0\u5e74\u4f0a\u59cb\uff0c\u5907\u53d7\u77a9\u76ee\u7684\u534e\u4e3aICT\u5927\u8d5b\u6311\u6218\u8d5b\u53c8\u6709\u65b0\u8fdb\u5c55\u30021\u67084\u65e5\uff0c\u6765\u81ea\u5168\u56fd\u591a\u6240\u77e5\u540d\u9ad8\u6821\u7684\u53c2\u8d5b\u961f\u4f0d\u6b63\u5f0f\u63d0\u4ea4\u4e86\u521d\u8d5b\u6280\u672f\u65b9\u6848\u3002\u8fd9\u4e9b\u65b9\u6848\u5176\u5b9e\u5c31\u662f\u53c2\u8d5b\u7b54\u5377\u3002\u4e0d\u4e45\u540e\uff0c\u8d5b\u4e8b\u8bc4\u59d4\u4eec\u5c06\u6839\u636e\u8fd9\u4e9b\u65b9\u6848\u8fdb\u884c\u8bc4\u5206\uff0c\u5e76\u9009\u51fa\u6700\u7ec8\u664b\u7ea7\u51b3\u8d5b\u7684\u961f\u4f0d\u540d\u5355\u3002<\/span><\/p>\n


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\u5c0f\u67a3\u541b\u4e4b\u524d\u66fe\u7ecf\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u8fc7\u534e\u4e3aICT\u5927\u8d5b\u6311\u6218\u8d5b\u3002\u8fd9\u4e2a\u6bd4\u8d5b\u662f\u534e\u4e3aICT\u5927\u8d5b\u7684\u4e94\u5927\u8d5b\u9879\u4e4b\u4e00\uff0c\u4e13\u95e8\u9488\u5bf9\u201c\u8d85\u667a\u878d\u5408\uff08\u8d85\u7b97+\u667a\u7b97\uff09\u201d\u4e3b\u9898\uff0c\u4ec5\u9762\u5411\u56fd\u5185\u9ad8\u6821\u5f00\u653e\u62a5\u540d\u3002<\/span><\/p>\n


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\u6bd4\u8d5b\u4ee5\u56fd\u4ea7\u7b97\u529b\u5e73\u53f0\uff08\u6607\u817e\u548c\u9cb2\u9e4f\uff09\u4e3a\u6838\u5fc3\uff0c\u91cd\u70b9\u8003\u5bdf\u53c2\u8d5b\u961f\u4f0d\u5728\u7cfb\u7edf\u4f18\u5316\u3001\u7b97\u6cd5\u8c03\u4f18\u65b9\u9762\u7684\u7efc\u5408\u80fd\u529b\uff0c\u6781\u5177\u521b\u65b0\u6027\u548c\u6311\u6218\u6027\uff0c\u5438\u5f15\u4e86\u4e1a\u754c\u7684\u5e7f\u6cdb\u5173\u6ce8\u3002<\/span><\/p>\n


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\u672c\u6b21\u521d\u8d5b\u65b9\u6848\u63d0\u4ea4\uff0c\u4e0d\u7981\u8ba9\u4eba\u5bf9\u521d\u8d5b\u7684\u8d5b\u9898\u5185\u5bb9\u4ea7\u751f\u4e86\u5174\u8da3\u2014\u2014\u521d\u8d5b\u5230\u5e95\u8003\u4e86\u4e9b\u4ec0\u4e48\u5462\uff1f\u96be\u5ea6\u5927\u4e0d\u5927\u5462\uff1f\u8be5\u5982\u4f55\u8fdb\u884c\u51c6\u5907\uff1f<\/span><\/p>\n


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\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c31\u5bf9\u8d5b\u9898\u8fdb\u884c\u4e00\u4e2a\u5168\u65b9\u4f4d\u7684\u89e3\u8bfb\u3002<\/span><\/p>\n


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\u2589 <\/span><\/span>\u6311\u6218\u8d5b\u521d\u8d5b\u8d5b\u9898\u5206\u6790<\/span><\/span><\/span><\/span><\/p>\n


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\u534e\u4e3aICT\u5927\u8d5b\u6311\u6218\u8d5b\u5206\u4e3a\u521d\u8d5b\u548c\u51b3\u8d5b\u4e24\u4e2a\u9636\u6bb5\uff0c\u521d\u8d5b\u91c7\u7528\u7ebf\u4e0a\u7684\u65b9\u5f0f\u8fdb\u884c\u3002\u6bd4\u8d5b\u4e3b\u529e\u65b9\u4f1a\u516c\u5e034\u9053\u8d5b\u9898\uff0c\u53c2\u8d5b\u961f\u4f0d\u9700\u8981\u9488\u5bf9\u8fd94\u9053\u8d5b\u9898\uff0c\u63d0\u51fa\u76f8\u5e94\u7684\u4f18\u5316\u65b9\u6848\uff0c\u5e76\u7ebf\u4e0a\u63d0\u4ea4\u3002<\/span><\/p>\n


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\u8fd94\u9053\u8d5b\u9898\uff0c\u5177\u4f53\u662f\uff1a<\/span><\/p>\n


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\u53ef\u4ee5\u770b\u51fa\uff0c\u7b2c1\u9898\u662f\u57fa\u4e8e\u9cb2\u9e4fCPU\u8fdb\u884c\u4f18\u5316\uff0c\u7b2c2-4\u9898\u662f\u5728\u6607\u817eNPU\u4e0a\u8fdb\u884c\u4f18\u5316\u3002\u8fd9\u4e9b\u8d5b\u9898\u65e2\u6db5\u76d6\u4e86\u8d85\u7b97\u6027\u80fd\u8bc4\u4f30\u3001\u7b97\u5b50\u4f18\u5316\u7b49\u57fa\u7840\u9886\u57df\uff0c\u53c8\u6d89\u53ca\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u52a0\u901f\u3001\u65b0\u578b\u5927\u6a21\u578b\u67b6\u6784\u5f00\u53d1\u7b49\u524d\u6cbf\u6280\u672f\u65b9\u5411\uff0c\u5bf9\u53c2\u8d5b\u961f\u4f0d\u7684\u77e5\u8bc6\u50a8\u5907\u548c\u6280\u672f\u5b9e\u529b\u63d0\u51fa\u4e86\u5168\u65b9\u4f4d\u7684\u8003\u9a8c\u3002<\/span><\/p>\n


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\u6211\u4eec\u5148\u770b\u7b2c1\u9898\u2014\u2014HPCG\u4f18\u5316\u3002<\/span><\/span><\/p>\n


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HPCG\uff0c\u662f\u6307High Performance Conjugate Gradient\uff08\u9ad8\u6027\u80fd\u5171\u8f6d\u68af\u5ea6\u57fa\u51c6\u6d4b\u8bd5\uff09\u3002<\/span><\/p>\n


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\u5927\u5bb6\u90fd\u542c\u8bf4\u8fc7\u624b\u673a\u7684\u201c\u8dd1\u5206\u201d\u6d4b\u8bd5\uff0c\u8d85\u7b97\u4e5f\u6709\u81ea\u5df1\u7684\u201c\u8dd1\u5206\u201d\u6d4b\u8bd5\u3002HPCG\u5c31\u662f\u5c5e\u4e8e\u5176\u4e2d\u4e00\u79cd\u3002<\/span><\/p>\n


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HPCG\u7528\u4e8e\u8bc4\u4f30\u8d85\u7ea7\u8ba1\u7b97\u673a\u5728\u975e\u7ed3\u6784\u5316\u7a00\u758f\u7ebf\u6027\u4ee3\u6570\u8ba1\u7b97\u4e2d\u7684\u6027\u80fd\u3002\u76f8\u6bd4\u53e6\u4e00\u79cd\u4f20\u7edf\u7684HPL\uff08High Performance Linpack\uff0c\u805a\u7126\u7a20\u5bc6\u77e9\u9635\u8ba1\u7b97\uff09\u57fa\u51c6\u6d4b\u8bd5\uff0cHPCG\u66f4\u8d34\u8fd1\u771f\u5b9e\u79d1\u5b66\u8ba1\u7b97\u3001\u5de5\u7a0b\u6a21\u62df\u7684\u8d1f\u8f7d\u7279\u5f81\uff08\u5982\u6d41\u4f53\u529b\u5b66\u3001\u6709\u9650\u5143\u5206\u6790\u3001\u5730\u7403\u7269\u7406\u6a21\u62df\u7b49\uff09\u3002<\/span><\/p>\n


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\u5728\u8d85\u7b97\u9886\u57df\uff0cHPCG\u4f18\u5316\u8d5b\u9898\u975e\u5e38\u7ecf\u5178\uff0c\u51e0\u4e4e\u6bcf\u5e74\u90fd\u88ab\u5404\u7c7b\u7ade\u8d5b\u6240\u91c7\u7528\u3002\u5728\u9cb2\u9e4fHPC\u5e73\u53f0\u4e0a\u7684\u5404\u7c7b\u6027\u80fd\u4f18\u5316\u7ade\u8d5b\u4e0a\uff0cHPCG\u4f18\u5316\u4e5f\u662f\u201c\u5e38\u5ba2\u201d\u3002<\/span><\/p>\n


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\u6311\u6218\u8d5b\u521d\u8d5b\u9636\u6bb5\uff0c\u8981\u6c42\u53c2\u8d5b\u961f\u5728\u9cb2\u9e4fCPU\u4e0a\u8fdb\u884cHPCG\u4f18\u5316\uff0c\u5e76\u4e14\u9650\u5b9a\u4e86\u7f16\u8bd1\u5668\u3001\u8fdb\u7a0b\u548c\u7ebf\u7a0b\u7684\u5e76\u884c\u7f16\u7a0b\u6a21\u578b\u3002\u6211\u4eec\u53ef\u4ee5\u628a\u8fd9\u9053\u9898\u770b\u6210\u4e00\u9053\u201c\u5f00\u80c3\u83dc\u201d\uff0c\u96be\u5ea6\u9002\u4e2d\u3002<\/span><\/p>\n


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\u518d\u6765\u770b\u7b2c2\u9898\u2014\u2014Pdist\u7b97\u5b50\u4f18\u5316\u3002<\/span><\/span><\/p>\n


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\u5728\u795e\u7ecf\u7f51\u7edc\u7684\u8ba1\u7b97\u56fe\u4e2d\uff0c\u6bcf\u4e2a\u8282\u70b9\u5c31\u662f\u4e00\u4e2a\u7b97\u5b50\uff0c\u5b83\u662f\u6a21\u578b\u4e2d\u6700\u57fa\u672c\u7684\u8ba1\u7b97\u5355\u5143\u3002\u6574\u4e2a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u53ef\u4ee5\u770b\u4f5c\u662f\u4e00\u4e2a\u7531\u6570\u636e\u548c\u7b97\u5b50\u6784\u6210\u7684\u6709\u5411\u65e0\u73af\u56fe\u3002\u7b97\u5b50\u63a5\u6536\u4e00\u4e2a\u6216\u591a\u4e2a\u5f20\u91cf\u4f5c\u4e3a\u8f93\u5165\uff0c\u6267\u884c\u7279\u5b9a\u8fd0\u7b97\u540e\uff0c\u4ea7\u751f\u4e00\u4e2a\u6216\u591a\u4e2a\u5f20\u91cf\u4f5c\u4e3a\u8f93\u51fa\u3002<\/span><\/p>\n


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Pdist\u662f\u673a\u5668\u5b66\u4e60\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u9886\u57df\u7684\u57fa\u7840\u7b97\u5b50\uff0c\u5e7f\u6cdb\u7528\u4e8e\u805a\u7c7b\uff08\u5982DBSCAN\uff09\u3001\u5ea6\u91cf\u5b66\u4e60\u3001\u76ee\u6807\u8ddf\u8e2a\u3001\u7279\u5f81\u5339\u914d\u7b49\u4efb\u52a1\u3002Pdist\u7b97\u5b50\u4f18\u5316\uff0c\u662f\u4e00\u4e2a\u5e73\u53f0\u6027\u80fd\u4f18\u5316\u7684\u57fa\u7840\u3002<\/span><\/p>\n


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\u6607\u817e\u539f\u751f\u652f\u6301Pdist\u7b97\u5b50\uff0c\u5e76\u4e14\u5728\u82af\u7247\u786c\u4ef6\u67b6\u6784\uff08\u5982\u8fbe\u82ac\u5947\u67b6\u6784\u7684 Cube\/Vector \u8ba1\u7b97\u5355\u5143\uff09\u4e0a\u8fdb\u884c\u4e86\u5145\u5206\u9002\u914d\uff0c\u53ef\u4ee5\u901a\u8fc7\u7b97\u5b50\u7ea7\u4f18\u5316\uff08\u5982\u6570\u636e\u5206\u5757\u3001\u5e76\u884c\u8ba1\u7b97\uff09\u63d0\u5347\u8ba1\u7b97\u6548\u7387\u3002<\/span><\/p>\n


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\u8d5b\u9898\u8981\u6c42\u53c2\u8d5b\u961f\u5728\u6607\u817e\u5904\u7406\u5668\u4e0a\u5b9e\u73b0\u5e76\u4f18\u5316Pdist\u7b97\u5b50\uff0c\u8fbe\u5230\u8d5b\u9898\u4efb\u52a1\u4e66\u6240\u8981\u6c42\u7684\u7cbe\u5ea6\uff0c\u5e76\u6839\u636e\u6027\u80fd\u8fdb\u884c\u6392\u540d\u3002<\/span><\/p>\n


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\u6574\u4f53\u6765\u8bf4\uff0c\u8fd9\u9053\u9898\u7684\u96be\u5ea6\u76f8\u5bf9\u8f83\u5c0f\u3002\u4f5c\u4e3a\u6607\u817eNPU\u4e0a\u7684\u7b2c\u4e00\u9053\u8d5b\u9898\uff0c\u4e5f\u7b97\u662f\u4e00\u9053\u201c\u70ed\u8eab\u9898\u201d\u3002\u5b8c\u6210\u8fd9\u9053\u8d5b\u9898\uff0c\u4f1a\u6709\u5229\u4e8e\u62d3\u5c55\u601d\u8def\uff0c\u66f4\u597d\u5730\u5b8c\u6210\u540e\u9762\u7684\u8d5b\u9898\u3002<\/span><\/p>\n


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\u7b2c3\u9898\uff0c\u63a8\u7406\u5f15\u64ce\u52a0\u901f\u3002<\/span><\/span><\/p>\n


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\u8fd1\u4e24\u5e74\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4ece\u5341\u4ebf\u53c2\u6570\u53d1\u5c55\u5230\u5343\u4ebf\u53c2\u6570\u7ea7\u522b\uff0c\u5df2\u5728\u5bf9\u8bdd\u95ee\u7b54\u3001\u4ee3\u7801\u751f\u6210\u3001\u641c\u7d22\u589e\u5f3a\u3001Agent\u7f16\u6392\u3001\u5782\u76f4\u9886\u57df\u77e5\u8bc6\u95ee\u7b54\u7b49\u573a\u666f\u5e7f\u6cdb\u843d\u5730\u3002<\/span><\/p>\n


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\u6a21\u578b\u89c4\u6a21\u8d8a\u5927\uff0c\u5e26\u6765\u7684\u95ee\u9898\u4e5f\u8d8a\u591a\u3002\u4f8b\u5982\uff1a<\/span><\/p>\n


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\u8ba1\u7b97\u91cf\u5de8\u5927\uff1a\u4e00\u6b21\u5b8c\u6574\u957f\u4e0a\u4e0b\u6587\u751f\u6210\u5305\u542b\u591a\u8f6e\u89e3\u7801\uff1b<\/span><\/p>\n

\u5ef6\u8fdf\u654f\u611f\uff1a\u5728\u7ebf\u5bf9\u8bdd\u3001\u641c\u7d22\u63a8\u8350\u3001\u4ea4\u4e92\u5f0f\u7f16\u7a0b\u5bf9\u54cd\u5e94\u65f6\u95f4\u975e\u5e38\u654f\u611f\uff1b<\/span><\/p>\n

\u6210\u672c\u654f\u611f\uff1a\u5927\u89c4\u6a21\u90e8\u7f72\u9700\u8981\u5728\u6709\u9650GPU\/NPU\u8d44\u6e90\u4e0b\u5c3d\u53ef\u80fd\u63d0\u5347\u541e\u5410\u3002<\/span><\/p>\n


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\u56e0\u6b64\uff0c\u4e1a\u754c\u4e00\u76f4\u5728\u4e0d\u65ad\u4f18\u5316LLM\u63a8\u7406\u7cfb\u7edf\uff0c\u5305\u62ec\u5f15\u5165vLLM\u3001SGLang\u7b49\u9ad8\u6027\u80fd\u63a8\u7406\u6846\u67b6\uff0c\u901a\u8fc7KV Cache\u590d\u7528\u3001\u5f20\u91cf\u5e76\u884c\u3001\u8fde\u7eed\u6279\u5904\u7406\u7b49\u624b\u6bb5\uff0c\u63d0\u5347\u751f\u6210\u541e\u5410\u3002<\/span><\/p>\n


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\u7b2c3\u9053\u8d5b\u9898\uff0c\u662f\u524d\u4e00\u9053\u7b97\u5b50\u4f18\u5316\u8d5b\u9898\u7684\u8fdb\u4e00\u6b65\u6269\u5c55\u548c\u5ef6\u4f38\uff0c\u8981\u6c42\u53c2\u8d5b\u961f\u9488\u5bf9\u63a8\u7406\u91c7\u6837\u540e\u5904\u7406\u9636\u6bb5\u8fdb\u884c\u4f18\u5316\uff0c\u8fbe\u6210\u7aef\u5230\u7aef\u63a8\u7406\u52a0\u901f\u7684\u76ee\u7684\u3002 <\/span><\/p>\n


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\u8d5b\u9898\u4efb\u52a1\u4e66\u63a8\u8350\u4e86\u91c7\u7528Triton\u878d\u5408\u7b97\u5b50\u8fdb\u884c\u52a0\u901f\u7684\u65b9\u6cd5\uff0c\u540c\u65f6\u4e5f\u6b22\u8fce\u53c2\u8d5b\u961f\u63d0\u51fa\u5176\u4ed6\u6709\u6548\u7684\u4f18\u5316\u65b9\u6cd5\u3002<\/span><\/p>\n


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\u57fa\u4e8e\u7b2c2\u548c\u7b2c3\u9898\uff0c\u53c2\u8d5b\u961f\u4f1a\u53d1\u73b0\uff0cCANN\uff08Compute Architecture for Neural Networks\uff0c\u534e\u4e3a\u9488\u5bf9AI\u573a\u666f\u63a8\u51fa\u7684\u5f02\u6784\u8ba1\u7b97\u67b6\u6784\uff09\u7684\u7b97\u5b50\u4f18\u5316\u80fd\u529b\u5bf9\u4e8e\u5728\u6607\u817eNPU\u4e0a\u8fdb\u884cAI\u6a21\u578b\u6027\u80fd\u4f18\u5316\u975e\u5e38\u5173\u952e\u3002<\/span><\/p>\n


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<\/section>\n


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\u5b83\u63d0\u4f9b\u4e86\u5b8c\u5584\u7684\u5de5\u5177\u94fe\uff0c\u652f\u6301\u5c06PyTorch\u3001TensorFlow\u7b49\u6846\u67b6\u7684\u6a21\u578b\u5feb\u901f\u8fc1\u79fb\u5230\u6607\u817e\u5e73\u53f0\u8fdb\u884c\u9ad8\u6548\u8bad\u7ec3\u548c\u63a8\u7406\u3002\u5b83\u8fd8\u62e5\u6709\u8d85\u8fc71400\u4e2a\u9ad8\u6027\u80fd\u539f\u751f\u7b97\u5b50\uff0c\u4ee5\u53ca\u914d\u5957\u7684Ascend C\u7f16\u7a0b\u8bed\u8a00\uff0c\u53ef\u4ee5\u5f88\u65b9\u4fbf\u5730\u8fdb\u884c\u878d\u5408\u7b97\u5b50\u7684\u5f00\u53d1\u3002<\/span><\/p>\n


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\u534e\u4e3a\u57282025\u5e748\u6708\u6b63\u5f0f\u5ba3\u5e03CANN\u5168\u9762\u5f00\u6e90\u3002\u901a\u8fc7\u4ee3\u7801\u5f00\u653e\u3001\u6280\u672f\u8d4b\u80fd\u548c\u793e\u533a\u8fd0\u8425\uff0c\u5df2\u7ecf\u6784\u5efa\u4e86\u4e00\u4e2a\u80fd\u591f\u4e0e\u4e3b\u6d41\u751f\u6001\u7ade\u4e89\u7684\u3001\u5145\u6ee1\u6d3b\u529b\u7684\u6607\u817eAI\u751f\u6001\u7cfb\u7edf\u3002\u8fd9\u4e5f\u662f\u672c\u6b21\u6311\u6218\u8d5b\u80fd\u591f\u4e3e\u529e\u7684\u91cd\u8981\u524d\u63d0\u3002<\/span><\/p>\n


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\u7b2c4\u9898\uff0cDiffusion LLM\u5355\u5361\u63a8\u7406\u4f18\u5316\uff08\u57fa\u4e8e\u6607\u817eNPU\u8fdb\u884c\u4f18\u5316\uff09\u3002<\/span><\/span><\/p>\n


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\u6700\u540e\u4e00\u9053\u8d5b\u9898\uff0c\u7531xLLM\u56e2\u961f\u4e3a\u672c\u6b21\u6311\u6218\u8d5b\u7cbe\u5fc3\u8bbe\u8ba1\u3002\u8fd9\u4e0d\u4ec5\u4f53\u73b0\u4e86xLLM\u4e0e\u6607\u817e\u56e2\u961f\u7684\u6df1\u5165\u5408\u4f5c\uff0c\u4e5f\u4f53\u73b0\u51faxLLM\u56e2\u961f\u5bf9\u4e8e\u9ad8\u6821\u4eba\u624d\u751f\u6001\u7684\u91cd\u89c6\u3002<\/span><\/p>\n


<\/span><\/p>\n

xLLM\u662f\u4e00\u6b3e\u9ad8\u6548\u7684\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u5f15\u64ce\uff0c\u57fa\u4e8e\u56fd\u4ea7\u4eba\u5de5\u667a\u80fd\u82af\u7247\u8fdb\u884c\u4e86\u6df1\u5ea6\u4f18\u5316\uff0c\u53ef\u5b9e\u73b0\u4f01\u4e1a\u7ea7\u90e8\u7f72\uff0c\u517c\u5177\u66f4\u9ad8\u6548\u7387\u4e0e\u66f4\u4f4e\u6210\u672c\u3002<\/span><\/p>\n


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xLLM\u91c7\u7528\u670d\u52a1-\u5f15\u64ce\u5206\u79bb\u7684\u63a8\u7406\u67b6\u6784\uff0c\u901a\u8fc7\u591a\u9879\u6280\u672f\u5b9e\u73b0\u6548\u7387\u7a81\u7834\uff1a\u670d\u52a1\u5c42\u5305\u542b\u5728\u79bb\u7ebf\u8bf7\u6c42\u5f39\u6027\u8c03\u5ea6\u3001\u52a8\u6001PD\u5206\u79bb\u3001\u9762\u5411\u591a\u6a21\u6001\u7684\u6df7\u5408EPD\u673a\u5236\u53ca\u9ad8\u53ef\u7528\u5bb9\u9519\u80fd\u529b\uff1b\u5f15\u64ce\u5c42\u5219\u878d\u5408\u591a\u6d41\u5e76\u884c\u8ba1\u7b97\u3001\u56fe\u878d\u5408\u4f18\u5316\u3001\u6295\u673a\u63a8\u7406\u3001\u52a8\u6001\u8d1f\u8f7d\u5747\u8861\u4e0e\u5168\u5c40KV\u7f13\u5b58\u7ba1\u7406\u7b49\u6280\u672f\u3002<\/span><\/p>\n


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Diffusion LLM\uff08dLLM\uff09\u662f\u8fd1\u5e74\u6765\u5174\u8d77\u7684\u65b0\u578b\u5927\u6a21\u578b\u67b6\u6784\uff0c\u901a\u8fc7\u6269\u6563\u8fc7\u7a0b\u751f\u6210\u6587\u672c\uff0c\u4e0e\u4f20\u7edf\u81ea\u56de\u5f52\u6a21\u578b\u6709\u663e\u8457\u5dee\u5f02\u3002<\/span><\/p>\n


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\u8fd9\u6709\u4e00\u5b9a\u7684\u96be\u5ea6\uff0c\u8981\u6c42\u53c2\u8d5b\u961f\u4f0d\u4e0d\u4ec5\u8981\u719f\u6089\u6607\u817eNPU\u7684\u786c\u4ef6\u7279\u6027\uff0c\u8fd8\u9700\u6df1\u5165\u7406\u89e3Diffusion LLM\u7684\u72ec\u7279\u67b6\u6784\u4e0e\u8fd0\u884c\u673a\u5236\u3002xLLM\u63a8\u7406\u5f15\u64ce\u7684\u5206\u79bb\u67b6\u6784\u8bbe\u8ba1\uff0c\u4e3a\u53c2\u8d5b\u961f\u4f0d\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u4f18\u5316\u7a7a\u95f4\uff0c\u5c24\u5176\u662f\u5728\u670d\u52a1\u5c42\u4e0e\u5f15\u64ce\u5c42\u7684\u534f\u540c\u4f18\u5316\u4e0a\uff0c\u5982\u4f55\u5e73\u8861\u8d44\u6e90\u8c03\u5ea6\u3001\u63d0\u5347\u5e76\u884c\u8ba1\u7b97\u6548\u7387\u3001\u51cf\u5c11\u5185\u5b58\u5360\u7528\uff0c\u5c06\u6210\u4e3a\u5173\u952e\u6311\u6218\u3002<\/span><\/p>\n


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\u4ee5\u4e0a\uff0c\u5c31\u662f\u5173\u4e8e4\u9053\u521d\u8d5b\u8d5b\u9898\u7684\u4ecb\u7ecd\u3002<\/span><\/p>\n


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\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u4e9b\u8d5b\u9898\u4e0d\u4ec5\u5168\u9762\u8003\u5bdf\u4e86\u53c2\u8d5b\u961f\u4f0d\u5728AI\u8ba1\u7b97\u9886\u57df\u7684\u7efc\u5408\u6280\u672f\u80fd\u529b\uff0c\u8fd8\u901a\u8fc7\u4e0d\u540c\u96be\u5ea6\u5c42\u6b21\u7684\u8bbe\u7f6e\uff0c\u5f15\u5bfc\u961f\u4f0d\u9010\u6b65\u6df1\u5165\u63a2\u7d22\u6607\u817eNPU\u7684\u4f18\u5316\u6f5c\u529b\u3002\u4eceHPCG\u4f18\u5316\u5230Pdist\u7b97\u5b50\u5b9e\u73b0\uff0c\u518d\u5230\u63a8\u7406\u5f15\u64ce\u52a0\u901f\u4e0eDiffusion LLM\u5355\u5361\u63a8\u7406\uff0c\u56db\u9053\u8d5b\u9898\u5f62\u6210\u4e86\u4e00\u4e2a\u7531\u6d45\u5165\u6df1\u3001\u4ece\u57fa\u7840\u5230\u521b\u65b0\u7684\u5b8c\u6574\u6280\u672f\u94fe\u6761\uff0c\u4e3a\u53c2\u8d5b\u8005\u63d0\u4f9b\u4e86\u5145\u5206\u5c55\u793a\u6280\u672f\u5b9e\u529b\u7684\u821e\u53f0\u3002<\/span><\/p>\n


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\u2589 <\/span><\/span><\/span>\u7ed3\u8bed<\/span><\/span><\/span><\/p>\n


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