VibeTensor\u67b6\u6784<\/strong><\/p>\n\u8fd9\u4e2a\u67b6\u6784\u7684\u5b8f\u89c2\u89c6\u89d2\uff0c\u662f\u8fd9\u6837\u7684\u3002<\/p>\n
![\"\u5168\u7403\u9996\u4e2a\uff0c\u82f1\u4f1f\u8fbe\u7528AI\u4e24\u4e2a\u6708\u9020\u51fa\u201c\u5168\u65b0PyTorch\u201d\"](\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\")
<\/p>\n
\u4ece\u4f7f\u7528\u4f53\u9a8c\u4e0a\u770b\uff0cVibeTensor\u662f\u4e00\u4e2a\u53d7PyTorch\u542f\u53d1\u7684\u5373\u65f6\u8fd0\u884c\u65f6\uff0c\u5305\u62ectorch\u98ce\u683c\u7684Python API\uff0c\u4ee5\u53ca\u719f\u6089\u7684\u5f20\u91cf\u3001\u7b97\u5b50\u3001\u81ea\u52a8\u5fae\u5206\u4f53\u9a8c\u3002<\/p>\n
\u4f46\u5728\u5b9e\u73b0\u4e0a\uff0cVibeTensor\u5e76\u4e0d\u662fPyTorch\u7684\u5c01\u88c5\u6216\u88c1\u526a\u7248\uff0c\u800c\u662f\u5b9e\u73b0\u4e86\u81ea\u5df1\u7684\u4e00\u6574\u5957\u7cfb\u7edf\u6808\u3002<\/p>\n
\u4ece\u5b8f\u89c2\u5c42\u9762\u6765\u770b\uff0c\u5b83\u7531\u5982\u4e0b\u90e8\u5206\u7ec4\u6210\u2014\u2014<\/p>\n
\u524d\u7aef\uff1aPython\uff08nanobind\uff09\u548c Node.js\uff08N-API\uff09\u90fd\u5411\u540c\u4e00\u4e2aC++\u8fd0\u7b97\u7b26\u6ce8\u518c\u8868\u5206\u53d1\u3002<\/p>\n
\u6838\u5fc3\u8fd0\u884c\u65f6\uff1a\u5f20\u91cf\/\u5b58\u50a8 + \u8c03\u5ea6\u5668 + \u81ea\u52a8\u5fae\u5206 + \u7d22\u5f15 + \u968f\u673a\u6570\u751f\u6210\u5668\u3002 CUDA\u8fd0\u884c\u65f6\uff1a\u6d41\/\u4e8b\u4ef6\u5305\u88c5\u5668\u3001\u5206\u914d\u5668\u3001\u56fe\u3001\u5185\u6838\u542f\u52a8\u52a9\u624b\u3002<\/p>\n
\u8ba1\u7b97\u5c42\uff1a\u5185\u7f6eCUDA\u5185\u6838 + \u53ef\u9009Triton\/CuTeDSL\u5185\u6838 + \u63d2\u4ef6\u52a0\u8f7d\u5185\u6838\u3002 \u591aGPU\u5b9e\u9a8c \uff1aFabric\u5f20\u91cf\u548c\u53ef\u89c2\u6d4b\u6027\uff08\u7edf\u8ba1+\u4e8b\u4ef6\u73af\uff09\u3002<\/p>\n
\u66f4\u5173\u952e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u771f\u7684\u80fd\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n
<\/p>\n
\u9488\u5bf9Blackwell\u67b6\u6784\uff08SM100\/SM103\uff09\u7684warp\u7ea7\u7279\u5316ring all-reduce\u5185\u6838\u7684\u5b8f\u89c2\u4e0e\u5fae\u89c2\u89c6\u56fe<\/p>\n
\u5728\u8bc4\u4f30\u9636\u6bb5\uff0c\u8bba\u6587\u5e76\u6ca1\u6709\u6b62\u6b65\u4e8e\u5355\u7b97\u5b50\u6b63\u786e\u6027\u6216micro-benchmark\uff0c\u800c\u662f\u523b\u610f\u9009\u62e9\u4e86\u5b8c\u6574\u8bad\u7ec3\u95ed\u73af\u4f5c\u4e3a\u9a8c\u8bc1\u624b\u6bb5\uff0c\u8986\u76d6\u4e86\u4e09\u7c7b\u5177\u6709\u4ee3\u8868\u6027\u7684\u5de5\u4f5c\u8d1f\u8f7d\uff1a\u5e8f\u5217\u53cd\u8f6c\u4efb\u52a1\u3001CIFAR-10 \u4e0a\u7684Vision Transformer\uff0c\u4ee5\u53ca\u4e00\u4e2aminiGPT\u98ce\u683c\u7684\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n
\u8fd9\u4e09\u4e2a\u4efb\u52a1\u5e76\u975e\u968f\u610f\u6311\u9009\u3002<\/p>\n
\u5e8f\u5217\u53cd\u8f6c\u4efb\u52a1\u662f\u7ecf\u5178\u7684\u81ea\u52a8\u6c42\u5bfc\u4e0e\u65f6\u5e8f\u4f9d\u8d56sanity check\uff0c\u80fd\u591f\u5feb\u901f\u66b4\u9732\u68af\u5ea6\u56de\u4f20\u3001\u53c2\u6570\u66f4\u65b0\u6216\u72b6\u6001\u590d\u7528\u4e2d\u7684\u9690\u85cf\u9519\u8bef\u3002<\/p>\n
CIFAR-10\u4e0a\u7684ViT\u5219\u5f15\u5165\u4e86\u66f4\u590d\u6742\u7684\u7b97\u5b50\u7ec4\u5408\uff0c\u9a8c\u8bc1\u7cfb\u7edf\u5728\u4e2d\u7b49\u89c4\u6a21\u6a21\u578b\u4e0b\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n
\u800cminiGPT\u98ce\u683c\u7684\u8bed\u8a00\u6a21\u578b\u5219\u8fdb\u4e00\u6b65\u62c9\u957f\u4e86\u8bad\u7ec3\u6b65\u6570\uff0c\u5bf9\u957f\u65f6\u95f4\u8fd0\u884c\u3001\u591a\u6b65\u68af\u5ea6\u7d2f\u79ef\u3001\u663e\u5b58\u7ba1\u7406\u548c\u6570\u503c\u7a33\u5b9a\u6027\u63d0\u51fa\u4e86\u66f4\u9ad8\u8981\u6c42\u3002<\/p>\n
<\/p>\n
\u8bba\u6587\u5c55\u793a\u7684\u8bad\u7ec3\u66f2\u7ebf\u8868\u660e\uff0c\u5728\u8fd9\u4e9b\u4efb\u52a1\u4e0a\uff0cVibeTensor\u4e0ePyTorch\u5728\u6574\u4f53\u6536\u655b\u8d8b\u52bf\u4e0a\u662f\u9ad8\u5ea6\u4e00\u81f4\u7684\uff1aloss\u80fd\u591f\u7a33\u5b9a\u4e0b\u964d\uff0caccuracy\u6216perplexity\u6301\u7eed\u6539\u5584\uff0c\u6ca1\u6709\u51fa\u73b0\u68af\u5ea6\u7206\u70b8\u3001\u8bad\u7ec3\u53d1\u6563\u6216\u300c\u8dd1\u51e0\u6b65\u5c31\u5d29\u300d\u7684\u60c5\u51b5\u3002<\/p>\n
\u8fd9\u4e00\u70b9\u5c24\u5176\u5173\u952e\uff0c\u56e0\u4e3a\u5b83\u610f\u5473\u7740\u7cfb\u7edf\u4e2d\u7684\u591a\u4e2a\u6838\u5fc3\u5b50\u7cfb\u7edf\u80fd\u591f\u5728\u771f\u5b9e\u8bad\u7ec3\u5faa\u73af\u4e2d\u6b63\u786e\u534f\u540c\u5de5\u4f5c\u3002<\/p>\n
<\/p>\n
<\/strong><\/p>\n\u771f\u6b63\u98a0\u8986\u6027\u7684\u610f\u4e49\uff1a\u5de5\u7a0b\u8fb9\u754c\u88ab\u6253\u7834<\/strong><\/p>\n\u82f1\u4f1f\u8fbe\u8fd9\u9879\u7814\u7a76\u771f\u6b63\u98a0\u8986\u6027\u7684\u610f\u4e49\uff0c\u4e0d\u5728\u6027\u80fd\uff0c\u800c\u5728\u300c\u5de5\u7a0b\u8fb9\u754c\u88ab\u6253\u7834\u300d\u3002<\/p>\n
\u9700\u8981\u5f3a\u8c03\u7684\u662f\uff0c\u4f5c\u8005\u975e\u5e38\u514b\u5236\uff1a\u4ed6\u4eec\u53cd\u590d\u58f0\u660eVibeTensor\u6027\u80fd\u660e\u663e\u843d\u540ePyTorch\uff0c\u4e5f\u4e0d\u9002\u5408\u751f\u4ea7\u73af\u5883\u3002<\/p>\n
\u4f46\u8fd9\u6070\u6070\u8ba9\u8fd9\u7bc7\u8bba\u6587\u66f4\u6709\u5206\u91cf\u4e86\u3002<\/p>\n
\u56e0\u4e3a\u5b83\u8981\u8bc1\u660e\u7684\u4e0d\u662f\u300cAI\u80fd\u4e0d\u80fd\u5199\u51fa\u6700\u4f18\u4ee3\u7801\u300d\uff0c\u800c\u662f\u2014\u2014\u7cfb\u7edf\u8f6f\u4ef6\uff0c\u7b2c\u4e00\u6b21\u88ab\u8bc1\u660e\u662f\u300c\u53ef\u88abAI\u6574\u4f53\u751f\u6210\u300d\u7684\uff01<\/p>\n
\u5728\u8fc7\u53bb\uff0c\u5927\u5bb6\u90fd\u9ed8\u8ba4\u4e00\u4e2a\u9690\u542b\u524d\u63d0\uff1aAI\u53ef\u4ee5\u5199\u5e94\u7528\u4ee3\u7801\u3001\u811a\u672c\u3001\u4e1a\u52a1\u903b\u8f91\uff0c\u4f46\u7cfb\u7edf\u8f6f\u4ef6\u3001\u8fd0\u884c\u65f6\u3001\u5185\u5b58\u7ba1\u7406\u3001\u5e76\u53d1\u63a7\u5236\uff0c\u53ea\u80fd\u4eba\u5199\u3002<\/p>\n
VibeTensor \u7b2c\u4e00\u6b21\u7528\u4e00\u4e2a\u53ef\u8fd0\u884c\u3001\u53ef\u590d\u73b0\u7684\u5de5\u7a0b\u544a\u8bc9\u4f60\uff1a\u8fd9\u4e2a\u8fb9\u754c\uff0c\u6b63\u5728\u88ab\u6253\u7a7f\u3002<\/p>\n
\u53e6\u5916\uff0c\u8bba\u6587\u91cc\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u3001\u4f46\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u70b9\u662f\uff1a\u6d4b\u8bd5\u4e0d\u518d\u53ea\u662f\u9a8c\u8bc1\u5de5\u5177\uff0c\u800c\u662f\u7ea6\u675f AI \u641c\u7d22\u7a7a\u95f4\u7684\u6838\u5fc3\u673a\u5236\u3002<\/p>\n
\u5728\u8fd9\u4e2a\u9879\u76ee\u4e2d\uff1a\u6d4b\u8bd5\u7ea6\u7b49\u4e8e\u53ef\u6267\u884c\u7684\u8bbe\u8ba1\u6587\u6863\uff0c\u56de\u5f52\u6d4b\u8bd5\u662f\u5bf9\u6297\u300cAI \u5c40\u90e8\u6b63\u786e\u3001\u5168\u5c40\u5d29\u574f\u300d\u7684\u552f\u4e00\u624b\u6bb5\uff0c\u591a\u6b65\u8bad\u7ec3\u6d4b\u8bd5\uff0c\u5219\u53ef\u4ee5\u63ea\u51fa\u5355\u6b65\u7b97\u5b50\u6c38\u8fdc\u53d1\u73b0\u4e0d\u4e86\u7684bug\u3002<\/p>\n
\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u8bf4\uff1a\u672a\u6765\u7cfb\u7edf\u5de5\u7a0b\u7684\u6838\u5fc3\u80fd\u529b\uff0c\u53ef\u80fd\u4e0d\u662f\u5199\u4ee3\u7801\uff0c\u800c\u662f\u300c\u8bbe\u8ba1\u597d\u4e00\u5957\u8ba9 AI\u4e0d\u6562\u4e71\u6765\u7684\u6d4b\u8bd5\u4f53\u7cfb\u300d\u3002<\/p>\n
<\/strong><\/p>\n\u91cd\u8981\u53cd\u9762\u6559\u6750\uff1a\u300c\u5f17\u5170\u80af\u65af\u5766\u6548\u5e94\u300d<\/strong><\/p>\n\u8bba\u6587\u6700\u540e\u8fd8\u975e\u5e38\u5766\u8bda\u5730\u603b\u7ed3\u4e86AI\u5199\u7cfb\u7edf\u7684\u5178\u578b\u5931\u8d25\u6a21\u5f0f\uff0c\u4f5c\u8005\u79f0\u4e4b\u4e3a\u5f17\u5170\u80af\u65af\u5766\u6548\u5e94\u3002<\/p>\n
\u7b80\u5355\u8bf4\u5c31\u662f\uff1a\u6bcf\u4e2a\u5b50\u6a21\u5757\u5355\u72ec\u770b\u90fd\u5f88\u5408\u7406\uff0c\u62fc\u5728\u4e00\u8d77\u5374\u4f1a\u628a\u7cfb\u7edf\u6027\u80fd\u5f7b\u5e95\u62d6\u57ae\u3002<\/strong><\/p>\n<\/p>\n
\u6bd4\u5982\uff0c\u4e3a\u4e86\u5b89\u5168\u6027\uff0cAI\u5728autograd\u5f15\u64ce\u91cc\u52a0\u4e86\u4e00\u4e2a\u5168\u5c40backward\u9501\u3002<\/p>\n
\u4ece\u5355\u70b9\u770b\u8fd9\u662f\u5bf9\u7684\uff0c\u4f46\u7ed3\u679c\u5374\u662f\uff1aGPU kernel\u7a7a\u8f6c\u3001\u5e76\u884c\u6027\u88ab\u627c\u6740\u3001\u7cfb\u7edf\u6574\u4f53\u53d8\u6162\u597d\u51e0\u500d\u3002<\/p>\n
\u8fd9\u90e8\u5206\u5185\u5bb9\u5176\u5b9e\u975e\u5e38\u6709\u4ef7\u503c\uff0c\u56e0\u4e3a\u5b83\u8bf4\u660e\u4e86\u4e00\u4ef6\u4e8b\uff1aAI\u975e\u5e38\u64c5\u957f\u300c\u5c40\u90e8\u6700\u4f18\u300d\uff0c\u4f46\u6781\u5176\u4e0d\u64c5\u957f\u5168\u5c40\u6027\u80fd\u76ee\u6807\u3002<\/p>\n
\u800c\u8fd9\uff0c\u6b63\u662f\u4e0b\u4e00\u9636\u6bb5AI\u7cfb\u7edf\u5de5\u7a0b\u5fc5\u987b\u6b63\u9762\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n
\u603b\u4e4b\uff0c\u5982\u679c\u7528\u4e00\u53e5\u8bdd\u6765\u6982\u62ecVibeTensor\u8fd9\u7bc7\u8bba\u6587\u7684\u610f\u4e49\uff0c\u90a3\u5c31\u662f\uff1a\u8fd9\u662f\u7b2c\u4e00\u7bc7\u7528\u5b8c\u6574\u53ef\u8fd0\u884c\u7cfb\u7edf\u8bc1\u660e\u300cAI\u5df2\u7ecf\u53ef\u4ee5\u89e6\u78b0\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\u5de5\u7a0b\u6838\u5fc3\u8179\u5730\u300d\u7684\u8bba\u6587\u3002<\/p>\n
\u5b83\u4e0d\u662f\u7ec8\u70b9\uff0c\u4f46\u5f88\u53ef\u80fd\u662f\u4e00\u4e2a\u5206\u6c34\u5cad\u3002<\/p>\n
<\/p>\n
\u82f1\u4f1f\u8fbe3\u4e07\u5de5\u7a0b\u5e08\u5168\u5458All in AI\u7f16\u7a0b<\/strong><\/p>\n\u6700\u8fd1\uff0c\u8fd8\u6709\u53e6\u4e00\u4e2a\u5185\u5e55\u6d88\u606f\u66dd\u51fa\uff1a\u82f1\u4f1f\u8fbe\u768430000\u540d\u5de5\u7a0b\u5e08\u5728\u5f15\u5165AI\u7f16\u7a0b\u52a9\u624b\u540e\uff0c\u4ee3\u7801\u4ea7\u51fa\u72c2\u7ffb3\u500d\uff01<\/p>\n<\/p>\n
\u82f1\u4f1f\u8fbe\u5f88\u65e9\u5c31\u5728\u5185\u90e8\u5c1d\u8bd5\u5404\u79cdAI\u4ee3\u7801\u751f\u6210\u8f85\u52a9\u5de5\u5177\uff0c\u4f46\u81ea\u4ece\u5b9a\u5236\u7248Cursor\u5e7f\u6cdb\u90e8\u7f72\u4e4b\u540e\uff0c\u6548\u80fd\u63d0\u5347\u624d\u771f\u6b63\u300c\u7206\u53d1\u300d\u3002<\/p>\n
\u6ce8\u610f\uff0cCursor\u5e76\u4e0d\u662f\u7b80\u5355\u8865\u5168\uff0c\u800c\u662f\u4e00\u5957\u53ef\u4ee5\uff1a\u81ea\u52a8\u751f\u6210\u65b0\u4ee3\u7801\u3001\u751f\u6210\u5355\u5143\u6d4b\u8bd5\u4e0e\u96c6\u6210\u6d4b\u8bd5\u3001\u7406\u89e3\u5927\u89c4\u6a21\u4ee3\u7801\u5e93\u6df1\u5c42\u4f9d\u8d56\u5173\u7cfb\u3001\u81ea\u52a8\u4feebug\u7684\u7684\u300c\u5168\u6d41\u7a0bAI\u7f16\u7a0b\u52a9\u624b\u300d\u3002<\/p>\n
\u636e\u82f1\u4f1f\u8fbe\u5de5\u7a0b\u8d1f\u8d23\u4eba\u63cf\u8ff0\uff1aCursor\u73b0\u5728\u5728\u6240\u6709\u4ea7\u54c1\u7ebf\u3001\u6240\u6709\u5f00\u53d1\u9636\u6bb5\u90fd\u5728\u4f7f\u7528\u3002\u5b83\u80fd\u81ea\u52a8\u4ece ticket\u3001\u8bbe\u8ba1\u6587\u6863\u83b7\u53d6\u4e0a\u4e0b\u6587\uff0c\u7136\u540e\u57fa\u4e8e\u89c4\u5219\u81ea\u52a8\u751f\u6210\u5305\u62ec\u4ee3\u7801\u3001\u6d4b\u8bd5\u3001CI \u5728\u5185\u7684\u5b8c\u6574\u53d8\u66f4\u3002<\/p>\n
\u4e09\u500d\u4ee3\u7801\u91cf\uff0c\u662f\u8bf4AI\u5199\u4e86\u5f88\u591a\u5783\u573e\u4ee3\u7801\u5417\uff1f\u4e8b\u5b9e\u76f8\u53cd\uff0c\u82f1\u4f1f\u8fbe\u5f3a\u8c03\uff1a\u4ee3\u7801\u8d28\u91cf\u4ecd\u7531\u4eba\u5de5\u8d1f\u8d23\u5ba1\u6838\u548c\u76d1\u7763\u3002<\/p>\n
\u5de5\u7a0b\u5e08\u4f1a\u7559\u51fa\u66f4\u591a\u65f6\u95f4\uff0c\u7ed9\u8bbe\u8ba1\u51b3\u7b56\u548c\u590d\u6742\u903b\u8f91\uff0c\u628a\u91cd\u590d\u6027\u5de5\u4f5c\u4ea4\u7ed9AI\u5b8c\u6210\u3002<\/p>\n
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![\"\u5168\u7403\u9996\u4e2a\uff0c\u82f1\u4f1f\u8fbe\u7528AI\u4e24\u4e2a\u6708\u9020\u51fa\u201c\u5168\u65b0PyTorch\u201d\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_08\/4542AB3EF144638E93DDDE0EEBB02254CCC48754_size367_w1080_h896.png\")
![\"\u5168\u7403\u9996\u4e2a\uff0c\u82f1\u4f1f\u8fbe\u7528AI\u4e24\u4e2a\u6708\u9020\u51fa\u201c\u5168\u65b0PyTorch\u201d\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_08\/18EDC64D290C922A373E2DACF26C7EAC8C0743D6_size116_w1080_h585.png\")
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<\/strong><\/p>\n![\"\u5168\u7403\u9996\u4e2a\uff0c\u82f1\u4f1f\u8fbe\u7528AI\u4e24\u4e2a\u6708\u9020\u51fa\u201c\u5168\u65b0PyTorch\u201d\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_08\/14223B4628FD6D0AE0C3B361A4A1E67832F872DE_size586_w1080_h577.png\")
<\/p>\n![\"\u5168\u7403\u9996\u4e2a\uff0c\u82f1\u4f1f\u8fbe\u7528AI\u4e24\u4e2a\u6708\u9020\u51fa\u201c\u5168\u65b0PyTorch\u201d\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_08\/355D7431E9CBC4D64DB7317C2DEAD7E6350F3FF0_size733_w1080_h691.png\")
<\/p>\n![\"\u5168\u7403\u9996\u4e2a\uff0c\u82f1\u4f1f\u8fbe\u7528AI\u4e24\u4e2a\u6708\u9020\u51fa\u201c\u5168\u65b0PyTorch\u201d\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_08\/9E500C9E4F3F02EA9271B29A6070B499E555E82D_size240_w1080_h647.png\")
<\/p>\n![\"\u5168\u7403\u9996\u4e2a\uff0c\u82f1\u4f1f\u8fbe\u7528AI\u4e24\u4e2a\u6708\u9020\u51fa\u201c\u5168\u65b0PyTorch\u201d\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_08\/C153C782C8872B132AF3579F0E45E5AD14DF5FE7_size233_w1080_h440.png\")
<\/p>\n![\"\u5168\u7403\u9996\u4e2a\uff0c\u82f1\u4f1f\u8fbe\u7528AI\u4e24\u4e2a\u6708\u9020\u51fa\u201c\u5168\u65b0PyTorch\u201d\"](\"https:\/\/x0.ifengimg.com\/ucms\/2026_08\/B04D868D2AD963BF8A18347F41B0AB576AC43945_size682_w1080_h660.png\")
<\/p>\n