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\u667a\u4e1c\u897f<\/strong><\/p>\n

\u4f5c\u8005 | \u4e91\u9e4f<\/strong><\/p>\n

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TISA\u6574\u4f53\u67b6\u6784\u793a\u610f\u56fe<\/p>\n

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\u8fd9\u5df2\u7ecf\u6210\u4e3a\u76ee\u524d\u884c\u4e1a\u7684\u5171\u8bc6\uff0c2025\u5e74Tile\u7f16\u7a0b\u8303\u5f0f\u8fce\u6765\u7206\u53d1\uff1a\u4ece\u82f1\u4f1f\u8fbe\u53d1\u5e03CUDA 13.1\u4e0ecuTile\u5de5\u5177\u94fe\u5230\u5317\u5927\u5f00\u6e90TileLang\u83b7\u5f97\u201c\u56fd\u4ea7Triton\u65f6\u523b\u201d\u7684\u8d5e\u8a89\uff0c\u518d\u5230DeepSeek\u66f4\u5ba3\u5e03\u65b0\u6a21\u578b\u7b97\u5b50\u4f18\u5148\u7528TileLang\u505a\u7cbe\u5ea6\u57fa\u7ebf\u3002\u53ef\u4ee5\u8bf4\uff0c\u8ba9Tile\u62bd\u8c61\u6210\u4e3a\u884c\u4e1a\u5171\u8bc6\uff0c\u65e2\u80fd\u9002\u914dAI\u6a21\u578b\u7279\u6027\uff0c\u53c8\u80fd\u5145\u5206\u6316\u6398\u82af\u7247\u5e76\u884c\u6f5c\u529b\u3002<\/strong><\/p>\n

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\u7b2c\u4e09\u662f\u6784\u5efa\u82af\u7247\u7684\u201c\u5b9e\u65f6\u5927\u8111\u201d\uff0c<\/strong>\u5955\u884c\u667a\u80fd\u5bf9\u5176\u547d\u540d\u4e3a\u51b2\u7a81\u611f\u77e5\u8fd0\u884c\u65f6\u8c03\u5ea6\u5668\uff0c<\/strong>\u8fd9\u4e5f\u662f\u6574\u5957\u7cfb\u7edf\u7684\u6838\u5fc3\u3002\u8c03\u5ea6\u5668\u6301\u7eed\u76d1\u63a7\u82af\u7247\u4e0a\u6240\u6709\u8ba1\u7b97\u5355\u5143\u7684\u72b6\u6001\uff0c\u4e00\u65e6\u53d1\u73b0\u67d0\u4e2a\u5355\u5143\u7a7a\u95f2\uff0c\u4f1a\u7acb\u523b\u4ece\u5f85\u6267\u884c\u4efb\u52a1\u4e2d\u627e\u51fa\u6ee1\u8db3\u6761\u4ef6\u7684\u4efb\u52a1\u63a8\u9001\u8fc7\u53bb\uff0c\u6574\u4e2a\u51b3\u7b56\u8fc7\u7a0b\u6781\u4e3a\u8fc5\u901f\uff0c\u4ece\u5224\u65ad\u5230\u4e0b\u53d1\u4ec5\u9700\u51e0\u7eb3\u79d2\uff0c\u4e0d\u4f1a\u7ed9\u82af\u7247\u5e26\u6765\u989d\u5916\u8d1f\u62c5\uff0c\u4f46\u53ef\u4ee5\u5927\u5e45\u964d\u4f4e\u5404\u5355\u5143\u201c\u7a7a\u7b49\u201d\u65f6\u95f4\u3002<\/p>\n

\u76f8\u6bd4\u5728\u8f6f\u4ef6\u5c42\u901a\u8fc7\u7b97\u6cd5\u8fdb\u884c\u8fd0\u884c\u65f6\u8c03\u5ea6\u6709\u5fae\u79d2\u7ea7\u5ef6\u8fdf\uff0c\u5955\u884c\u667a\u80fd\u7684\u52a8\u6001\u8c03\u5ea6\u5728\u786c\u4ef6\u5c42\u5b9e\u73b0\uff0c\u901f\u5ea6\u53ef\u4ee5\u5feb100\u52301000\u500d\uff0c<\/strong>\u6bcf\u4e00\u4e2a\u8c03\u5ea6\u51b3\u7b56\u53ef\u4ee5\u4fdd\u8bc1\u5728\u7eb3\u79d2\u7ea7\u5185\u5b8c\u6210\uff0c\u51cf\u5c11\u5ef6\u8fdf\u5e26\u6765\u7684\u635f\u5931\uff0c\u53ef\u4ee5\u8bf4\uff0cTISA\u4e5f\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4ee3\u8868\u4e86\u5176\u8f6f\u786c\u534f\u540c\u80fd\u529b\u3002<\/p>\n

\u4ece\u5b9e\u9645\u6848\u4f8b\u6d4b\u8bd5\u6765\u770b\uff0c\u5728\u76ee\u524d\u5927\u6a21\u578b\u63a8\u7406\u4e2d\u516c\u8ba4\u6700\u5148\u8fdb\u7684\u6ce8\u610f\u529b\u673a\u5236\u5b9e\u73b0FlashAttention-3\u4e2d\uff0c\u76f8\u6bd4CUDA\u7248\uff0cTISA\u7248\u672c\u4ee3\u7801\u91cf\u51cf30%\uff0c<\/strong>\u540c\u6b65\u8c03\u7528\u51cf\u5c1150%\uff0c<\/strong>\u6027\u80fd\u8fbe\u5230\u624b\u8c03\u57fa\u7ebf\u768495%\u4ee5\u4e0a\uff0c\u5e76\u4e14\u7531\u7f16\u8bd1\u5668\u81ea\u52a8\u751f\u6210\u7684\uff0c\u65e0\u9700\u4efb\u4f55\u624b\u5de5\u4f18\u5316\u3002<\/p>\n

\"\u4e2d\u56fdAI\u82af\u7247\u8bba\u6587\u5165\u9009\u8ba1\u7b97\u673a\u4f53\u7cfb\u7ed3\u6784\u754cNature\uff01\u82af\u7247\u4f1a\u81ea\u5df1\u505a\u51b3\u7b56\u4e86\"<\/p>\n

CUDA\u7248\u4ee3\u7801\uff08\u5de6\uff09\u4e0eTISA\u7248\u4ee3\u7801\uff08\u53f3\uff09\u5bf9\u6bd4<\/p>\n

\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u540c\u4e00\u5957TISA\u6307\u4ee4\u6d41\u4e0d\u4ec5\u53ef\u4ee5\u5728\u5955\u884c\u667a\u80fd\u81ea\u7814\u82af\u7247EPOCH\u4e0a\u8fd0\u884c\uff0c\u4e5f\u53ef\u4ee5\u9002\u7528\u4e8e\u5176\u4ed6\u7b2c\u4e09\u65b9\u786c\u4ef6\u5e73\u53f0\u3002<\/p>\n

\u603b\u4f53\u6765\u770b\uff0cTISA\u9996\u6b21\u5728AI\u82af\u7247\u9886\u57df\u5b9e\u73b0\u4e86Tile\u7c92\u5ea6\u7684\u52a8\u6001\u8c03\u5ea6\uff0c<\/strong>\u586b\u8865\u4e86\u884c\u4e1a\u7a7a\u767d\uff0c\u9996\u6b21\u5b9a\u4e49\u4e86Tile\u7ea7ISA\u4f5c\u4e3a\u8f6f\u786c\u4ef6\u95f4\u7684\u8c03\u5ea6\u8bed\u4e49\u63a5\u53e3\u3002<\/p>\n

\u5bf9\u4e8e\u884c\u4e1a\u6765\u8bf4\uff0c\u5955\u884c\u667a\u80fd\u63d0\u4f9b\u4e86\u4e00\u6761\u6446\u8131\u201c\u7b97\u529b\u4f9d\u8d56\u201d\uff0c\u4e0d\u518d\u4e00\u5473\u8ffd\u6c42\u5927\uff0c\u800c\u662f\u66f4\u9ad8\u6548\u5730\u5145\u5206\u5229\u7528\u597d\u65e2\u6709\u786c\u4ef6\u7684\u6280\u672f\u8def\u5f84\uff0c<\/strong>\u8fd9\u5bf9\u4e91\u7aef\u5927\u6a21\u578b\u63a8\u7406\u548c\u7aef\u4fa7AI\u90e8\u7f72\u7b49\u8ba1\u7b97\u8d44\u6e90<\/a>\u53d7\u9650\u3001\u6210\u672c\u63a7\u5236\u654f\u611f\u7b49\u573a\u666f\u5747\u6709\u76f4\u63a5\u4ef7\u503c\u3002<\/p>\n

\u4e8c\u3001\u6df1\u8015\u7c7bTPU\u67b6\u6784\uff0c\u517c\u987eAI\u8ba1\u7b97\u901a\u7528\u548c\u4e13\u7528\uff0c\u786c\u4ef6\u3001\u8f6f\u4ef6\u3001\u751f\u6001\u4e00\u4e2a\u4e0d\u80fd\u5c11<\/p>\n

TISA\u67b6\u6784\u5b9e\u73b0\u7a81\u7834\u7684\u80cc\u540e\uff0c\u662f\u5955\u884c\u667a\u80fd\u5728AI\u82af\u7247\u9886\u57df\u957f\u671f\u6df1\u8015\u548c\u6df1\u539a\u6280\u672f\u79ef\u7d2f\u7684\u4e00\u6b21\u9636\u6bb5\u6027\u6210\u679c\u5c55\u793a\u3002\u5728\u4ea4\u6d41\u4e2d\u6211\u4eec\u4e5f\u4e86\u89e3\u5230\uff0c\u5955\u884c\u667a\u80fd\u5bf9AI\u7b97\u529b\u4ea7\u4e1a\u53d1\u5c55\u6709\u6df1\u5165\u601d\u8003\u548c\u5173\u952e\u5224\u65ad\uff0cTISA\u6280\u672f\u7a81\u7834\u6b63\u662f\u5176\u6838\u5fc3\u6218\u7565\u65b9\u5411\u4e0a\u7684\u4e00\u6b21\u6280\u672f\u843d\u5730\u3002<\/strong><\/p>\n

\u4ece\u4ea7\u54c1\u6280\u672f\u5e03\u5c40\u4e0a\u6765\u770b\uff0c\u5728\u82af\u7247\u786c\u4ef6\u5c42\u9762\uff0c\u5955\u884c\u667a\u80fd\u7814\u53d1\u7684\u56fd\u5185\u4e1a\u754c\u9996\u6b3eRISC-V AI\u5927\u7b97\u529b\u82af\u7247EPOCH<\/strong>\u5df2\u7ecf\u5728\u4eca\u5e74\u5e74\u521d\u5c31\u5b9e\u73b0\u4e86\u5927\u89c4\u6a21\u91cf\u4ea7\u51fa\u8d27\uff0c\u8fd9\u4e5f\u662f\u4e1a\u5185\u7387\u5148\u91c7\u7528RISC-V+RVV\uff08RISC-V\u5411\u91cf\u6269\u5c55\uff09\u6307\u4ee4\u96c6\u67b6\u6784\u3001\u7528\u4e8e\u6570\u636e\u4e2d\u5fc3\u9886\u57df\u7684AI\u7b97\u529b\u82af\u7247\uff0c\u586b\u8865\u4e86\u56fd\u5185RISC-V\u67b6\u6784\u5728\u9ad8\u6027\u80fdAI\u8ba1\u7b97\u9886\u57df\u7684\u7a7a\u767d\u3002<\/strong><\/p>\n

\"\u4e2d\u56fdAI\u82af\u7247\u8bba\u6587\u5165\u9009\u8ba1\u7b97\u673a\u4f53\u7cfb\u7ed3\u6784\u754cNature\uff01\u82af\u7247\u4f1a\u81ea\u5df1\u505a\u51b3\u7b56\u4e86\"<\/p>\n

EVAS\u89e3\u51b3\u65b9\u6848\u4eae\u70b9<\/p>\n

\u5b9e\u9645\u4e0a\uff0c\u8fd1\u671fRISC-V\u67b6\u6784\u5728\u6570\u636e\u4e2d\u5fc3\u9886\u57df\u7684\u5e94\u7528\u5df2\u7ecf\u6210\u4e3a\u884c\u4e1a\u91cd\u8981\u8d8b\u52bf\u65b9\u5411\uff0c\u5305\u62ec\u82f1\u4f1f\u8fbe\u91cd\u91d1\u6295\u8d44<\/a>RISC-V\u9f99\u5934\u4f01\u4e1aSiFive\u4ee5\u63a8\u52a8\u5176\u6570\u636e\u4e2d\u5fc3\u4e1a\u52a1\u4e0eRISC-V\u751f\u6001\u7cfb\u7edf\u7684\u878d\u5408\u3001Meta\u9762\u5411\u6570\u636e\u4e2d\u5fc3\u7684AI\u82af\u7247MTIA 300\u4e5f\u5229\u7528\u4e86RISC-V\u5411\u91cf\u6838\u5fc3\u3001\u8c37\u6b4c\u5c06RISC-V\u4f5c\u4e3aTPU\u82af\u7247\u7684\u5e95\u5c42\u6307\u4ee4\u96c6\u67b6\u6784\uff0c\u4e0e\u6b64\u540c\u65f6\uff0c\u9ad8\u901a<\/a>\u3001Tenstorrent\u7b49\u76f8\u5173\u9886\u57df\u5168\u7403\u79d1\u6280\u5de8\u5934\u4e5f\u5728\u6301\u7eed\u52a0\u5927\u5bf9\u201cRISC-V+AI\u201d\u7684\u6295\u5165\u3002<\/p>\n

\u5955\u884c\u667a\u80fd\u53ef\u4ee5\u8bf4\u5f88\u65e9\u5c31\u770b\u6e05\u5e76\u8ba4\u5b9a\u4e86\u8fd9\u4e00\u65b9\u5411\uff0c\u5728\u5176\u56e2\u961f\u770b\u6765\uff0cRISC-V\u662f\u5f53\u524d\u6700\u9002\u5408\u6784\u5efaAI\u82af\u7247\u7684\u6307\u4ee4\u96c6\u67b6\u6784\uff1a<\/strong>\u5f00\u653e\u7684\u56fe\u7075\u5b8c\u5907\u6307\u4ee4\u5929\u7136\u652f\u6301\u590d\u6742\u63a7\u5236\u6d41\uff0c\u53ef\u4ee5\u8865\u4e0aASIC\/NPU\u7684\u7075\u6d3b\u6027\u77ed\u677f\uff1bRVV\u5411\u91cf\u5219\u5929\u7136\u5951\u5408AI\u5f20\u91cf\u8ba1\u7b97\uff0c\u63a9\u7801\u64cd\u4f5c\u539f\u751f\u652f\u6301\u7a00\u758f\u77e9\u9635\uff1b\u5141\u8bb8\u5728\u6807\u51c6\u4e4b\u4e0a\u6269\u5c55\u4e13\u7528\u6307\u4ee4\u7684\u5b9a\u5236\u5316\u6f5c\u529b\uff0c\u5219\u8ba9AI\u82af\u7247\u53ef\u4ee5\u66f4\u597d\u5730\u517c\u987e\u901a\u7528\u6027\u4e0e\u4e13\u7528\u6027\u3002<\/p>\n

\u5728\u5f53\u524d\u5168\u7403\u5927\u56fd\u535a\u5f08\u65e5\u76ca\u6fc0\u70c8\u7684\u80cc\u666f\u4e0b\uff0c\u76f8\u8f83\u4e8e\u9700\u6388\u6743\u7684Arm\u548cx86\u67b6\u6784\uff0cRISC-V\u4f5c\u4e3a\u5f00\u6e90\u5f00\u653e\u7684\u6307\u4ee4\u96c6\u67b6\u6784\uff0c\u5929\u7136\u5177\u6709\u4e2d\u7acb\u6027\uff0c\u5728\u6253\u7834\u5784\u65ad\u3001\u6784\u5efa\u5f00\u653e\u751f\u6001\u3001\u6784\u5efa\u81ea\u4e3b\u53ef\u63a7\u7684AI\u7b97\u529b\u5e95\u5ea7\u65b9\u9762\uff0c\u6709\u7740\u4e0d\u5bb9\u5ffd\u89c6\u7684\u6218\u7565\u610f\u4e49\u3002<\/strong><\/p>\n

\u5728RISC-V\u7684\u57fa\u7840\u4e0a\uff0c\u5955\u884c\u667a\u80fd\u5728\u82af\u7247\u67b6\u6784\u8bbe\u8ba1\u65b9\u9762\u6709\u522b\u4e8e\u4f20\u7edf\u901a\u7528GPU\uff0c\u7c7b\u8c37\u6b4cTPU\u67b6\u6784\u4e13\u95e8\u9488\u5bf9AI\u8ba1\u7b97\u573a\u666f\u8fdb\u884c\u4e86\u539f\u751f\u4f18\u5316\uff0c\u53ef\u4ee5\u5b9e\u73b0\u66f4\u9ad8\u80fd\u6548\u6bd4\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347AI\u8bad\u7ec3\u4e0e\u63a8\u7406\u6548\u7387\uff0c\u964d\u4f4e\u7b97\u529b\u90e8\u7f72\u6210\u672c\u3002<\/p>\n

\u5176\u81ea\u7814\u7684E Link\u4e92\u8054\u6280\u672f\uff0c\u65e2\u53ef\u4f5c\u4e3aAI\u8ba1\u7b97\u6a21\u7ec4\u5185\u90e8\u7684\u82af\u7247\u95f4\u9ad8\u901f\u4e92\u8054\u65b9\u5f0f\uff0c\u540c\u65f6\u8fd8\u652f\u6301Scale Up\u4e0eScale Out\u878d\u5408\u7ec4\u7f51\uff0c\u96c6\u5408\u901a\u4fe1\u5e93\u52a0\u901f\uff0c\u53ef\u4ee5\u6ee1\u8db3\u591a\u79cd\u4e92\u8054\u62d3\u6251\u4e0b\u5bf9\u5927\u5e26\u5bbd\u3001\u4f4e\u5ef6\u8fdf\u7684\u667a\u7b97\u4e92\u8054\u9700\u6c42\uff0c\u652f\u6301\u524d\u6cbf\u7684\u5728\u7f51\u8ba1\u7b97\u3002<\/strong><\/p>\n

\u53ef\u4ee5\u8bf4\uff0c\u8fd9\u662f\u56fd\u4ea7\u81ea\u4e3b\u9ad8\u901f\u4e92\u8054\u7684\u91cd\u8981\u7a81\u7834\u3002<\/strong><\/p>\n

\u5955\u884c\u667a\u80fd\u7684\u82af\u7247\u4ea7\u54c1\u5df2\u7ecf\u9762\u5411\u56fd\u4ea7\u4e3b\u6d41\u5927\u6a21\u578b\u8fdb\u884c\u4e86\u6df1\u5ea6\u9002\u914d\u4f18\u5316\uff0c<\/strong>\u5b9e\u6d4b\u6027\u80fd\u53ef\u4ee5\u8fbe\u5230\u56fd\u5185\u9886\u5148\u3001\u5bf9\u6807\u56fd\u9645\u4e00\u6d41\u7684\u6c34\u51c6\u3002\u5728\u5b9e\u6d4b\u4e2d\uff0c\u76f8\u6bd4\u56fd\u9645\u7ade\u54c1\uff0c\u5955\u884c\u667a\u80fd\u82af\u7247\u5728\u6a21\u578b\u63a8\u7406\u901f\u5ea6\u663e\u8457\u63d0\u5347\uff1aRestNet50\u63d0\u534752%\uff0cBERT-Base\u63d0\u534731%\uff0cGPT-J-6B\u63d0\u534725%\uff0cLLAMA2-13B\u63d0\u534743%\uff0c\u63d0\u5347\u5e45\u5ea6\u660e\u663e\u3002<\/p>\n

\"\u4e2d\u56fdAI\u82af\u7247\u8bba\u6587\u5165\u9009\u8ba1\u7b97\u673a\u4f53\u7cfb\u7ed3\u6784\u754cNature\uff01\u82af\u7247\u4f1a\u81ea\u5df1\u505a\u51b3\u7b56\u4e86\"<\/p>\n

EPOCH\u4e0e\u7ade\u54c1\u82af\u7247\u6027\u80fd\u5bf9\u6bd4<\/p>\n

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