{"id":38738,"date":"2025-02-22T04:01:02","date_gmt":"2025-02-21T20:01:02","guid":{"rendered":"https:\/\/17aitech.com\/?p=38738"},"modified":"2025-02-22T04:01:02","modified_gmt":"2025-02-21T20:01:02","slug":"%e5%85%a8%e7%90%83%e9%a6%96%e4%b8%aaai-cuda%e5%b7%a5%e7%a8%8b%e5%b8%88%e6%9d%a5%e4%ba%86%ef%bc%81%e5%b0%86pytorch%e5%8e%9f%e7%94%9f%e5%ae%9e%e7%8e%b0%e6%8f%90%e9%80%9f10-100%e5%80%8d","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38738","title":{"rendered":"\u5168\u7403\u9996\u4e2aAI CUDA\u5de5\u7a0b\u5e08\u6765\u4e86\uff01\u5c06PyTorch\u539f\u751f\u5b9e\u73b0\u63d0\u901f10-100\u500d"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-21-7\" target=\"_blank\">\u5168\u7403\u9996\u4e2aAI CUDA\u5de5\u7a0b\u5e08\u6765\u4e86\uff01\u5c06PyTorch\u539f\u751f\u5b9e\u73b0\u63d0\u901f10-100\u500d<\/a><\/p>\n<section>\u7528 AI \u63d0\u9ad8 AI \u7684\u6548\u7387\uff0c\u5b83\u4eec\u5c31\u80fd\u53d8\u5f97\u50cf\u4eba\u7c7b\u5927\u8111\u4e00\u6837\u9ad8\u6548\uff1f<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u7684\u5927\u8111\u53ea\u7528\u4e86 20 \u74e6\u7684\u80fd\u91cf\u5c31\u80fd\u5b8c\u6210\u590d\u6742\u601d\u8003\uff0c\u800c\u73b0\u4ee3 AI \u7cfb\u7edf\u5374\u9700\u8981\u6210\u6392\u7684\u9ad8\u529f\u7387 GPU \u548c\u60ca\u4eba\u7684\u7535\u529b\u6d88\u8017\u3002\u8fd9\u79cd\u5dee\u8ddd\u5982\u4f55\u7f29\u5c0f\uff1f<\/section>\n<section><\/section>\n<section>\u65e5\u672c AI \u521d\u521b\u516c\u53f8 Sakana AI \u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u4e2a\u5927\u80c6\u7684\u613f\u666f\uff1a\u5229\u7528 AI \u672c\u8eab\u6765\u4f18\u5316 AI\u3002\u4ed6\u4eec\u5f00\u53d1\u7684\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u662f\u8fd9\u4e00\u7406\u5ff5\u7684\u5177\u4f53\u5b9e\u8df5\u3002<\/section>\n<section><\/section>\n<section><strong>\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u662f\u7b2c\u4e00\u4e2a\u7528\u4e8e\u5168\u81ea\u52a8 CUDA \u5185\u6838\u53d1\u73b0\u548c\u4f18\u5316\u7684\u7efc\u5408\u667a\u80fd\u4f53\u6846\u67b6<\/strong>\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u5f00\u521b\u6027\u5730\u5c06\u8fdb\u5316\u8ba1\u7b97\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u76f8\u7ed3\u5408\uff0c\u66f4\u5c55\u793a\u4e86 AI \u81ea\u6211\u4f18\u5316\u7684\u5de8\u5927\u6f5c\u529b\u3002\u00a0<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-23e15f558be4fd47b71f91ca6595a5ec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-23e15f558be4fd47b71f91ca6595a5ec.png\"><\/a><\/section>\n<section>CUDA \u662f\u4e00\u4e2a low-level \u8f6f\u4ef6\u5c42\uff0c\u53ef\u76f4\u63a5\u8bbf\u95ee NVIDIA GPU \u7528\u4e8e\u5e76\u884c\u8ba1\u7b97\u7684\u786c\u4ef6\u6307\u4ee4\u96c6\u3002CUDA \u5185\u6838\u662f\u7528 CUDA \u8bed\u8a00\u7f16\u5199\u7684\u5728 GPU \u4e0a\u8fd0\u884c\u7684\u51fd\u6570\u3002\u901a\u8fc7\u76f4\u63a5\u5728 CUDA \u5185\u6838\u5c42\u7f16\u5199\u6307\u4ee4\uff0c\u5de5\u7a0b\u5e08\u53ef\u4ee5\u4e3a AI \u7b97\u6cd5\u5b9e\u73b0\u66f4\u9ad8\u7684\u6027\u80fd\u3002\u7136\u800c\uff0c\u4f7f\u7528 CUDA \u9700\u8981\u76f8\u5f53\u591a\u7684 GPU \u77e5\u8bc6\uff0c\u5b9e\u9645\u4e0a\uff0c\u5927\u591a\u6570\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u90fd\u662f\u5728 PyTorch \u6216 JAX \u7b49\u66f4\u9ad8\u7ea7\u522b\u7684\u62bd\u8c61\u5c42\u4e2d\u7f16\u5199\u7684\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-afd7f9d45d27a7f69d8854c84abc2dea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-afd7f9d45d27a7f69d8854c84abc2dea.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u751f\u6210\u7684\u9ad8\u5ea6\u4f18\u5316 CUDA \u5185\u6838\u793a\u4f8b\u3002\u8be6\u60c5\u8bf7\u53c2\u89c1\uff1ahttps:\/\/pub.sakana.ai\/ai-cuda-engineer<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u662f\u4e00\u4e2a\u5229\u7528\u524d\u6cbf LLM \u7684\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u65e8\u5728\u81ea\u52a8\u5c06\u6807\u51c6 PyTorch \u4ee3\u7801\u8f6c\u6362\u4e3a\u9ad8\u5ea6\u4f18\u5316\u7684 CUDA \u5185\u6838\u3002\u901a\u8fc7\u4f7f\u7528\u8fdb\u5316\u4f18\u5316\uff0c\u5e76\u5229\u7528\u8fdb\u5316\u8ba1\u7b97\u4e2d\u7684\u6982\u5ff5\uff0c\u5982\u300c\u4ea4\u53c9\u300d\u64cd\u4f5c\u548c\u300c\u521b\u65b0\u6863\u6848\u300d\u6765\u53d1\u73b0\u6709\u524d\u9014\u7684\u300c\u8e0f\u811a\u77f3\u300d\u5185\u6838\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u7684\u6846\u67b6\u4e0d\u4ec5\u80fd\u591f\u81ea\u52a8\u5316\u5c06 PyTorch \u6a21\u5757\u8f6c\u6362\u4e3a CUDA \u5185\u6838\u7684\u8fc7\u7a0b\uff0c\u800c\u4e14\u9ad8\u5ea6\u4f18\u5316\u7684 CUDA \u5185\u6838\u901a\u5e38\u80fd\u591f\u5b9e\u73b0\u663e\u8457\u66f4\u5feb\u7684\u8fd0\u884c\u65f6\u95f4\u52a0\u901f\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u76f8\u4fe1\u8fd9\u9879\u6280\u672f\u80fd\u591f\u5b9e\u73b0\u52a0\u901f\uff0c\u4ece\u800c\u52a0\u5feb LLM \u6216\u5176\u4ed6\u751f\u6210\u5f0f AI \u6a21\u578b\u7b49\u57fa\u7840\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u8fd0\u884c\uff08\u63a8\u7406\uff09\uff0c\u6700\u7ec8\u4f7f AI \u6a21\u578b\u5728 NVIDIA \u786c\u4ef6\u4e0a\u8fd0\u884c\u5f97\u66f4\u5feb\u3002<\/section>\n<section><\/section>\n<section><strong>\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u80fd\u591f\u751f\u6210\u6bd4\u5e38\u89c1 PyTorch \u64cd\u4f5c\u52a0\u901f 10-100 \u500d\u7684 CUDA \u5185\u6838\u3002\u5b83\u8fd8\u80fd\u751f\u6210\u6bd4\u751f\u4ea7\u73af\u5883\u4e2d\u5e38\u7528\u7684\u73b0\u6709 CUDA \u5185\u6838\u5feb\u5f97\u591a\u7684\u9ad8\u5ea6\u4f18\u5316\u7684 CUDA \u5185\u6838\uff08\u52a0\u901f\u9ad8\u8fbe 5 \u500d\uff09<\/strong>\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-af407ee8b2babf5373459c43222c4411.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-af407ee8b2babf5373459c43222c4411.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0AI CUDA \u5de5\u7a0b\u5e08\u667a\u80fd\u4f53\u6846\u67b6\u7684\u9ad8\u7ea7\u6982\u8ff0\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5b83\u7684\u8fd0\u884c\u6d41\u7a0b\u5982\u4e0b\uff1a \u00a0\u00a0<\/section>\n<section><\/section>\n<section>\u7b2c 1 \u548c\u7b2c 2 \u9636\u6bb5\uff08\u8f6c\u6362\u548c\u7ffb\u8bd1\uff09\uff1a\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u9996\u5148\u5c06 PyTorch \u4ee3\u7801\u7ffb\u8bd1\u6210\u53ef\u8fd0\u884c\u7684 CUDA \u5185\u6838\u3002\u5373\u4f7f\u4e0d\u660e\u786e\u9488\u5bf9\u8fd9\u4e9b\u76ee\u6807\uff0c\u4e5f\u80fd\u89c2\u5bdf\u5230\u521d\u59cb\u8fd0\u884c\u65f6\u7684\u6539\u8fdb\u3002<\/section>\n<section><\/section>\n<section>\u7b2c 3 \u9636\u6bb5\uff08\u8fdb\u5316\u4f18\u5316\uff09\uff1a\u53d7\u751f\u7269\u8fdb\u5316\u7684\u542f\u53d1\uff0c\u8be5\u6846\u67b6\u5229\u7528\u8fdb\u5316\u4f18\u5316\uff08\u300c\u9002\u8005\u751f\u5b58\u300d\uff09\u6765\u786e\u4fdd\u53ea\u751f\u6210\u6700\u4f73\u7684 CUDA \u5185\u6838\u3002\u6b64\u5916\uff0c\u8be5\u56e2\u961f\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u5185\u6838\u4ea4\u53c9\u63d0\u793a\u7b56\u7565\uff0c\u4ee5\u4e92\u8865\u7684\u65b9\u5f0f\u7ec4\u5408\u591a\u4e2a\u4f18\u5316\u7684\u5185\u6838\u3002<\/section>\n<section><\/section>\n<section>\u7b2c 4 \u9636\u6bb5\uff08\u521b\u65b0\u6863\u6848\uff09\uff1a\u6b63\u5982\u6587\u5316\u8fdb\u5316\u5982\u4f55\u5229\u7528\u6211\u4eec\u7956\u5148\u51e0\u5343\u5e74\u6587\u660e\u7684\u77e5\u8bc6\u6765\u5851\u9020\u6211\u4eec\u7684\u4eba\u7c7b\u667a\u6167\u4e00\u6837\uff0c\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u4e5f\u5229\u7528\u4ece\u8fc7\u53bb\u7684\u521b\u65b0\u548c\u53d1\u73b0\u4e2d\u5b66\u5230\u7684\u4e1c\u897f\uff08\u7b2c 4 \u9636\u6bb5\uff09\uff0c\u4ece\u5df2\u77e5\u9ad8\u6027\u80fd CUDA \u5185\u6838\u7684\u5bb6\u65cf\u4e2d\u5efa\u7acb\u521b\u65b0\u6863\u6848\uff0c\u5229\u7528\u4ee5\u524d\u7684\u8e0f\u811a\u77f3\u6765\u5b9e\u73b0\u8fdb\u4e00\u6b65\u7684\u7ffb\u8bd1\u548c\u6027\u80fd\u63d0\u5347\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/uWoySPIqrOWEYAm64w18Kw\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-54394911a76a7d7d2b115d2bfd453657.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-54394911a76a7d7d2b115d2bfd453657.png\"><\/a><\/a><\/section>\n<section><span data-cover=\"http%3A%2F%2Fmmbiz.qpic.cn%2Fsz_mmbiz_jpg%2FKmXPKA19gW9VkTkicTIiavQPoViaKCtTxz5gabrEyD1IaVj7TkREoNHESUzxhic5OlQYUCtHMdlticpQaVqyC5hQUZA%2F0%3Fwx_fmt%3Djpeg\" data-mpvid=\"wxv_3867383452022505485\" data-ratio=\"1.7777777777777777\" data-src=\"https:\/\/mp.weixin.qq.com\/mp\/readtemplate?t=pages\/video_player_tmpl&amp;auto=0&amp;vid=wxv_3867383452022505485\" data-vh=\"371.8125\" data-vidtype=\"2\" data-vw=\"661\" data-w=\"1280\"><\/p>\n<div data-key=\"wxv_3867383452022505485\">\n<div data-v-010f46be=\"\"><\/div>\n<\/div>\n<p><\/span><\/section>\n<section>\u8be5\u9879\u76ee\u53d1\u5e03\u540e\uff0c\u4e0d\u5c11\u7814\u7a76\u8005\u7ed9\u4e88\u4e86\u5f88\u9ad8\u7684\u8bc4\u4ef7\uff0c\u6bd4\u5982\u82f1\u4f1f\u8fbe\u9ad8\u7ea7 AI \u7814\u7a76\u79d1\u5b66\u5bb6 Jim Fan \u79f0\u8fd9\u662f\u4ed6\u6700\u8fd1\u89c1\u8fc7\u7684\u6700\u9177\u7684\u81ea\u52a8\u7f16\u7a0b\u667a\u80fd\u4f53\uff0c\u8ba4\u4e3a\u7528\u5f53\u524d\u7684\u8ba1\u7b97\u8d44\u6e90\u6765\u63d0\u9ad8\u672a\u6765\u8ba1\u7b97\u6548\u7387\uff0c\u8fd9\u662f\u6700\u5177\u56de\u62a5\u7684\u6295\u8d44\u7b56\u7565 \uff0c\u300cAutoML is so back!\u300d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-819bc9f0f981430b976f244b5b82ed97.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-819bc9f0f981430b976f244b5b82ed97.png\"><\/a><\/section>\n<section>\u4e0d\u8fc7\uff0c\u4e5f\u6709\u4eba\u53d1\u73b0\u4e86\u95ee\u9898\u3002\u6bd4\u5982 NVIDIA \u6770\u51fa\u5de5\u7a0b\u5e08 Bing Xu \u6307\u51fa\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u7684\u6280\u672f\u62a5\u544a\u4e2d\u5b58\u5728\u51e0\u4e2a\u8bef\u5bfc\u6027\u90e8\u5206\uff1a<\/section>\n<ol>\n<li>\n<p>Torch C++ \u4ee3\u7801\u5e76\u4e0d\u662f CUDA \u5185\u6838\uff0c\u5b83\u5728\u5e95\u5c42\u662f\u8c03\u7528 CUDNN \u5e93\u3002<\/p>\n<\/li>\n<li>\n<p>\u62a5\u544a\u91cd\u70b9\u5f3a\u8c03\u7684 Conv3D GroupNorm \u793a\u4f8b\u4e2d\uff0c\u5377\u79ef\u4ee3\u7801\u6839\u672c\u6ca1\u6709\u88ab\u751f\u6210\u3002\u5982\u679c\u6570\u503c\u8ba1\u7b97\u7ed3\u679c\u4e0d\u6b63\u786e\uff0c\u58f0\u79f0\u7684\u901f\u5ea6\u63d0\u5347\u5c31\u6ca1\u6709\u610f\u4e49\u3002<\/p>\n<\/li>\n<li>\n<p>\u62a5\u544a\u4e2d\u58f0\u79f0 WMMA \u53ef\u4ee5\u6bd4 PyTorch\uff08CUBLAS\uff09\u66f4\u5feb\uff0c\u8fd9\u7edd\u5bf9\u662f\u9519\u8bef\u7684\u3002\u5f88\u53ef\u80fd\u662f\u57fa\u51c6\u6d4b\u8bd5\u51fa\u73b0\u4e86\u95ee\u9898\u3002<\/p>\n<\/li>\n<\/ol>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-819763774cf43a995eb7fbbd3ec5214e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-819763774cf43a995eb7fbbd3ec5214e.png\"><\/a><\/section>\n<section>\u770b\u6765\uff0c\u8fd9\u4e2a\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u7684\u6548\u679c\u8fd8\u6709\u5f85\u9a8c\u8bc1\u3002<\/section>\n<section><\/section>\n<section><strong>\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u53d1\u73b0\u7684\u5185\u6838\u8fd0\u884c\u65f6\u52a0\u901f<\/strong><\/section>\n<section><\/section>\n<section>\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u7a33\u5065\u5730\u53d1\u73b0\u4e86\u7528\u4e8e\u5e38\u89c1\u673a\u5668\u5b66\u4e60\u64cd\u4f5c\u7684 CUDA \u5185\u6838\uff0c\u5176\u901f\u5ea6\u6bd4 PyTorch \u4e2d\u7684\u539f\u751f\u548c\u7f16\u8bd1\u5185\u6838\u5feb 10-100 \u500d\u3002\u8be5\u56e2\u961f\u7684\u65b9\u6cd5\u8fd8\u80fd\u5c06\u6574\u4e2a\u673a\u5668\u5b66\u4e60\u67b6\u6784\u8f6c\u6362\u4e3a\u4f18\u5316\u7684 CUDA \u5185\u6838\u3002\u4e0b\u9762\u662f\u51e0\u4e2a\u5b8c\u5168\u81ea\u4e3b\u53d1\u73b0\u7684\u663e\u8457\u52a0\u901f\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b58d0f3c26ae23e91910c3fa389e572d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-b58d0f3c26ae23e91910c3fa389e572d.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8fd9\u4e9b\u4f18\u5316 CUDA \u5185\u6838\u7684\u66f4\u591a\u8be6\u60c5\u53ef\u5728\u4ea4\u4e92\u5f0f\u7f51\u7ad9\u7684\u6392\u884c\u699c\u4e0a\u67e5\u770b\uff1ahttps:\/\/pub.sakana.ai\/ai-cuda-engineer\/leaderboard<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u7684\u65b9\u6cd5\u4e3a\u77e9\u9635\u4e58\u6cd5\u3001\u5e38\u89c1\u7684\u6df1\u5ea6\u5b66\u4e60\u7b49\u64cd\u4f5c\u627e\u5230\u4e86\u66f4\u9ad8\u6548\u7684 CUDA \u5185\u6838\uff0c\u622a\u81f3\u64b0\u5199\u672c\u6587\u65f6\uff0c\u5b83\u53d1\u73b0\u7684 CUDA \u5185\u6838\u5728 KernelBench \u4e0a\u5b9e\u73b0\u4e86 SOTA \u7684\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>\u6280\u672f\u62a5\u544a\u548c\u6570\u636e\u96c6<\/strong><\/section>\n<section><\/section>\n<section>Sakana AI \u53d1\u5e03\u4e86 AI CUDA \u7684\u6280\u672f\u62a5\u544a\uff0c\u6574\u4e2a\u6280\u672f\u62a5\u544a\u6709 80 \u591a\u9875\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-190ba3cd2297a2398a763d7a0ec9b442.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-190ba3cd2297a2398a763d7a0ec9b442.png\"><\/a><\/section>\n<section>\u6280\u672f\u62a5\u544a\uff1ahttps:\/\/pub.sakana.ai\/static\/paper.pdf<\/section>\n<section><\/section>\n<section>\u62a5\u544a\u5185\u5bb9\u5982\u4e0b\uff1a<\/section>\n<ul>\n<li>\n<p>\u4ecb\u7ecd\u4e86\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff0c\u80fd\u591f\u5c06 PyTorch \u4ee3\u7801\u7ffb\u8bd1\u6210\u53ef\u5de5\u4f5c\u7684 CUDA \u5185\u6838\uff0c\u4f18\u5316 CUDA \u8fd0\u884c\u65f6\u6027\u80fd\uff0c\u5e76\u81ea\u52a8\u878d\u5408\u591a\u4e2a\u5185\u6838\u3002<\/p>\n<\/li>\n<li>\n<p>\u6784\u5efa\u4e86\u5404\u79cd\u6280\u672f\u6765\u589e\u5f3a pipeline \u7684\u4e00\u81f4\u6027\u548c\u6027\u80fd\uff0c\u5305\u62ec LLM \u96c6\u6210\u3001\u8fed\u4ee3\u5206\u6790\u53cd\u9988\u5faa\u73af\u3001\u672c\u5730\u5185\u6838\u4ee3\u7801\u7f16\u8f91\u548c\u4ea4\u53c9\u5185\u6838\u4f18\u5316\u3002<\/p>\n<\/li>\n<li>\n<p>\u62a5\u544a\u663e\u793a\uff0c\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u7a33\u5065\u5730\u7ffb\u8bd1\u4e86\u88ab\u8003\u8651\u5728\u5185\u7684 250 \u4e2a torch \u64cd\u4f5c\u4e2d\u7684 230 \u591a\u4e2a\uff0c\u5e76\u4e14\u5bf9\u5927\u591a\u6570\u5185\u6838\u5b9e\u73b0\u4e86\u5f3a\u5927\u7684\u8fd0\u884c\u65f6\u6027\u80fd\u6539\u8fdb\u3002\u6b64\u5916\uff0c\u8be5\u56e2\u961f\u7684\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u5730\u878d\u5408\u5404\u79cd\u5185\u6838\u64cd\u4f5c\uff0c\u5e76\u4e14\u53ef\u4ee5\u8d85\u8d8a\u51e0\u79cd\u73b0\u6709\u7684\u52a0\u901f\u64cd\u4f5c\u3002<\/p>\n<\/li>\n<li>\n<p>\u53d1\u5e03\u4e86\u4e00\u4e2a\u5305\u542b\u8d85\u8fc7 17,000 \u4e2a\u7ecf\u9a8c\u8bc1\u5185\u6838\u7684\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u5185\u6838\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684 PyTorch \u64cd\u4f5c\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u62a5\u544a\u8fd8\u7ed9\u51fa\u4e86\u4e00\u4e9b\u53d1\u73b0\u7684 CUDA \u5185\u6838\u7684\u663e\u8457\u4f8b\u5b50\uff0c\u8fd9\u4e9b\u5185\u6838\u5728 AI \u6a21\u578b\u7684\u5173\u952e\u8ba1\u7b97\u64cd\u4f5c\u4e0a\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u52a0\u901f\u3002<\/section>\n<section><\/section>\n<section><strong>AI CUDA Engineer \u53d1\u73b0\u7684\u4f18\u8d28\u5185\u6838<\/strong><\/section>\n<section><\/section>\n<section>\u5229\u7528\u65b0\u7684 LLM \u9a71\u52a8\u7684\u8fdb\u5316\u5185\u6838\u4f18\u5316\u7a0b\u5e8f\uff0c\u7814\u7a76\u56e2\u961f\u7a33\u5065\u5730\u83b7\u5f97\u4e86\u5404\u79cd\u8003\u8651\u56e0\u7d20\u7684\u52a0\u901f\u3002\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u5728\u8003\u8651\u7684 229 \u4e2a\u4efb\u52a1\u4e2d\uff0c81% \u7684\u6027\u80fd\u4f18\u4e8e PyTorch \u539f\u751f\u8fd0\u884c\u65f6\u3002\u6b64\u5916\uff0c\u5728\u6240\u6709\u5df2\u53d1\u73b0\u7684 CUDA \u5185\u6838\u4e2d\uff0c\u6709 20% \u7684\u5185\u6838\u901f\u5ea6\u81f3\u5c11\u662f PyTorch \u5b9e\u73b0\u7684\u4e24\u500d\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1d345b1163ab1cee05d59fb13be1eeb5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-1d345b1163ab1cee05d59fb13be1eeb5.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u7a33\u5065\u5730\u53d1\u73b0\u4e86\u4f18\u4e8e PyTorch \u5b9e\u73b0\u7684 CUDA \u5185\u6838\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e0b\u9762\u5c55\u793a\u4e86\u4e00\u90e8\u5206\u5185\u6838\u3002\u5b83\u4eec\u7a81\u663e\u4e86\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u53ef\u4ee5\u6210\u529f\u90e8\u7f72\u7684\u4e0d\u540c\u64cd\u4f5c\u7684\u591a\u6837\u6027\u3002\u8fd9\u5305\u62ec normalization \u65b9\u6cd5\u3001\u635f\u5931\u51fd\u6570\u3001\u7279\u6b8a\u77e9\u9635\u4e58\u6cd5\uff0c\u751a\u81f3\u6574\u4e2a\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff1a<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d67dfe73773509f4dc340781f2384226.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-d67dfe73773509f4dc340781f2384226.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u751f\u6210\u7684\u9ad8\u5ea6\u4f18\u5316 CUDA \u5185\u6838\u793a\u4f8b\u3002\u8be6\u60c5\u8bf7\u53c2\u89c1\uff1ahttps:\/\/pub.sakana.ai\/ai-cuda-engineer<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u300cAI CUDA \u5de5\u7a0b\u5e08\u6863\u6848\u300d<\/strong><\/section>\n<section><strong>17,000 \u591a\u4e2a\u7ecf\u9a8c\u8bc1\u7684 CUDA \u5185\u6838\u6570\u636e\u96c6<\/strong><\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3dfb0a4ef63c69fcde8573aa20fe8d20.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3dfb0a4ef63c69fcde8573aa20fe8d20.png\"><\/a><sup>\u300cAI CUDA \u5de5\u7a0b\u5e08\u6863\u6848\u300d\u7684\u6587\u672c\u5d4c\u5165\u53ef\u89c6\u5316\u663e\u793a\uff0c\u53d1\u73b0\u7684\u5185\u6838\u53ef\u4ee5\u6309\u4efb\u52a1\uff08\u4f8b\u5982 MatMul\u3001Pooling\u3001Convolution\uff09\u548c\u5b9e\u73b0\u7b56\u7565\uff08\u5c55\u5f00\u3001\u878d\u5408\u3001\u77e2\u91cf\u5316\uff09\u5206\u7ec4\u3002\u8be5\u6863\u6848\u53ef\u516c\u5f00\u8bbf\u95ee\uff0c\u53ef\u7528\u4e8e LLM \u7684\u4e0b\u6e38\u5fae\u8c03\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u968f\u8bba\u6587\u4e00\u8d77\u53d1\u5e03\u7684\u8fd8\u6709\u300cAI CUDA \u5de5\u7a0b\u5e08\u6863\u6848\u300d\uff0c\u8fd9\u662f\u4e00\u4e2a\u7531\u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u751f\u6210\u7684\u8d85\u8fc7 30,000 \u4e2a CUDA \u5185\u6838\u7ec4\u6210\u7684\u6570\u636e\u96c6\u3002\u5b83\u5728 CC-By-4.0 \u8bb8\u53ef\u4e0b\u53d1\u5e03\uff0c\u53ef\u901a\u8fc7 HuggingFace \u8bbf\u95ee\uff1ahttps:\/\/huggingface.co\/datasets\/SakanaAI\/AI-CUDA-Engineer-Archive\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u6570\u636e\u96c6\u5305\u62ec torch \u53c2\u8003\u5b9e\u73b0\u3001torch\u3001NCU \u548c Clang-tidy \u5206\u6790\u6570\u636e\u3001\u6bcf\u4e2a\u4efb\u52a1\u7684\u591a\u4e2a\u5185\u6838\u3001\u9519\u8bef\u6d88\u606f\u4ee5\u53ca\u9488\u5bf9 torch \u672c\u5730\u548c\u7f16\u8bd1\u8fd0\u884c\u65f6\u7684\u52a0\u901f\u5206\u6570\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4776f3c6321f2695631bd2dac8792d08.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-4776f3c6321f2695631bd2dac8792d08.png\"><\/a><sup>\u300cAI CUDA \u5de5\u7a0b\u5e08\u6863\u6848\u300d\u7684\u6458\u8981\u7edf\u8ba1\u6570\u636e\uff0c\u5305\u542b\u8d85\u8fc7 30,000 \u4e2a\u5185\u6838\u548c\u8d85\u8fc7 17,000 \u4e2a\u6b63\u786e\u9a8c\u8bc1\u7684\u5b9e\u73b0\u3002\u5927\u7ea6 50% \u7684\u6240\u6709\u5185\u6838\u90fd\u4f18\u4e8e torch \u539f\u751f\u8fd0\u884c\u65f6\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u8bbe\u60f3\u6b64\u6570\u636e\u96c6\u53ef\u4ee5\u4f7f\u5f00\u6e90\u6a21\u578b\u7684\u540e\u8bad\u7ec3\u6267\u884c\u66f4\u597d\u7684 CUDA \u542f\u7528\u6a21\u5757\u3002\u8fd9\u5305\u62ec\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u3001\u504f\u597d\u4f18\u5316\u548c\u6807\u51c6\u76d1\u7763\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section><strong>\u5728\u300cAI CUDA \u5de5\u7a0b\u5e08\u6863\u6848\u300d\u4e2d\u63a2\u7d22 17,000 \u591a\u4e2a\u5185\u6838<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u8fd8\u53d1\u5e03\u4e86\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u7f51\u7ad9\uff0c\u7528\u4e8e\u4ea4\u4e92\u5f0f\u68c0\u67e5\u8d85\u8fc7 17,000 \u4e2a\u7ecf\u9a8c\u8bc1\u7684\u5185\u6838\u53ca\u5176\u914d\u7f6e\u6587\u4ef6\uff0c\u5305\u62ec torch\u3001NCU \u548c Clang-Tidy \u6570\u636e\uff1ahttps:\/\/pub.sakana.ai\/ai-cuda-engineer\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7f51\u7ad9\u5141\u8bb8\u63a2\u7d22 230 \u4e2a\u4efb\u52a1\u4e2d\u7684\u5404\u79cd\u9ad8\u6027\u80fd\u5185\u6838\u3002\u5b83\u5e26\u6709\u4e00\u4e2a\u81ea\u5b9a\u4e49\u6392\u884c\u699c\uff0c\u53ef\u7528\u4e8e\u68c0\u67e5\u8de8\u5b9e\u9a8c\u548c LLM \u7684\u76f8\u5173\u5185\u6838\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-11cd71549e507ad7be2a779ccbfc62a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-11cd71549e507ad7be2a779ccbfc62a1.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u300cAI CUDA \u5de5\u7a0b\u5e08\u300d\u53d1\u73b0\u7684\u5185\u6838\u6392\u884c\u699c\uff1ahttps:\/\/pub.sakana.ai\/ai-cuda-engineer\/leaderboard<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u4f60\u8fd8\u53ef\u4ee5\u53ef\u89c6\u5316\u5185\u6838\uff0c\u68c0\u7d22\u76f8\u5173\u5185\u6838\uff0c\u4e0b\u8f7d\u4ee3\u7801\u4ee5\u9a8c\u8bc1\u5b9e\u73b0\u548c\u52a0\u901f\uff0c\u4ee5\u53ca\u67e5\u770b\u83b7\u5f97\u7684\u5206\u6790\u6570\u636e\u3002\u6700\u540e\uff0c\u53ef\u4ee5\u6df1\u5165\u4e86\u89e3\u4f18\u5316\u5b9e\u9a8c\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-86728d67ccf823af6f2da965a3b765dd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-86728d67ccf823af6f2da965a3b765dd.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4f18\u5316\u7684\u5b9e\u4f8b Normalization \u5185\u6838\u7684\u8be6\u7ec6\u89c6\u56fe\uff0c\u5305\u62ec\u5206\u6790\u6570\u636e\u3001\u8bc4\u4f30\u811a\u672c\u7684\u4e0b\u8f7d\u3001\u76f8\u5173\u5185\u6838\u548c\u53d1\u73b0\u5b9e\u9a8c\u8be6\u7ec6\u4fe1\u606f\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u5c40\u9650\u6027\u548c\u6709\u8da3\u7684\u610f\u5916\u53d1\u73b0\u00a0<\/strong><\/section>\n<section><\/section>\n<section>\u867d\u7136\u5c06\u8fdb\u5316\u4f18\u5316\u4e0e LLM \u7ed3\u5408\u975e\u5e38\u5f3a\u5927\uff0c\u4f46\u8fd9\u79cd\u7ec4\u5408\u6709\u65f6\u4e5f\u4f1a\u627e\u5230\u610f\u60f3\u4e0d\u5230\u7684\u65b9\u6cd5\u7ed5\u8fc7\u9a8c\u8bc1\u7cfb\u7edf\u3002\u6bd4\u5982\uff0cTwitter \u7528\u6237 @main_horse 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-36df33a1ee9803ddd2db551b73fadd69.png\"><\/a><\/section>\n<section>\u53d1\u73b0\u8fd9\u4e2a\u95ee\u9898\u540e\uff0c\u8be5\u56e2\u961f\u7acb\u5373\u52a0\u5f3a\u4e86\u8bc4\u4f30\u6846\u67b6\u7684\u5b89\u5168\u6027\uff0c\u5835\u4f4f\u4e86\u8fd9\u7c7b\u6f0f\u6d1e\uff0c\u5e76\u66f4\u65b0\u4e86\u5b9e\u9a8c\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section>\u6709\u8da3\u7684\u662f\uff0c\u8fd9\u5e76\u975e\u8be5\u56e2\u961f\u7b2c\u4e00\u6b21\u9047\u5230\u7c7b\u4f3c\u60c5\u51b5\u3002\u5728\u4e4b\u524d\u7684\u300cAI \u79d1\u5b66\u5bb6\u300d\u9879\u76ee\u4e2d\uff0cAI 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