{"id":39708,"date":"2025-03-28T07:02:33","date_gmt":"2025-03-27T23:02:33","guid":{"rendered":"https:\/\/17aitech.com\/?p=39708"},"modified":"2025-03-28T07:02:33","modified_gmt":"2025-03-27T23:02:33","slug":"%e5%8f%82%e6%95%b0%e4%bb%85%e9%9c%8012%e4%b8%87%e5%88%86%e4%b9%8b%e4%b8%80%ef%bc%8c%e8%ae%ad%e7%bb%83%e5%8f%aa%e9%9c%802%e5%9d%97gpu%ef%bc%8cmit%e3%80%81%e5%93%88%e4%bd%9b%e6%8e%a8%e5%87%ba%e7%94%9f","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39708","title":{"rendered":"\u53c2\u6570\u4ec5\u970012\u4e07\u5206\u4e4b\u4e00\uff0c\u8bad\u7ec3\u53ea\u97002\u5757GPU\uff0cMIT\u3001\u54c8\u4f5b\u63a8\u51fa\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u65b0\u65b9\u6cd5Lyra"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-27-4\" target=\"_blank\">\u53c2\u6570\u4ec5\u970012\u4e07\u5206\u4e4b\u4e00\uff0c\u8bad\u7ec3\u53ea\u97002\u5757GPU\uff0cMIT\u3001\u54c8\u4f5b\u63a8\u51fa\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u65b0\u65b9\u6cd5Lyra<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a9c002e0bee2660e7a4176ff2e2a4faf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a9c002e0bee2660e7a4176ff2e2a4faf.png\"><\/a><\/section>\n<p>\u7f16\u8f91 | \u767d\u83dc\u53f6<\/p>\n<p>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u548c Transformer \u7b49\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\u901a\u8fc7\u6355\u6349\u5c40\u90e8\u548c\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\uff0c\u663e\u8457\u63a8\u8fdb\u4e86\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u3002\u7136\u800c\uff0c\u5b83\u4eec\u5728\u751f\u7269\u5b66\u73af\u5883\u4e2d\u7684\u5e94\u7528\u53d7\u5230\u9ad8\u8ba1\u7b97\u9700\u6c42\u548c\u5bf9\u5927\u6570\u636e\u96c6\u7684\u9700\u6c42\u7684\u9650\u5236\u3002<\/p>\n<p>\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u3001\u54c8\u4f5b\u5927\u5b66\u548c\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u7b49\u673a\u6784\u7684\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86 Lyra\uff0c\u8fd9\u662f\u4e00\u79cd\u7528\u4e8e\u5e8f\u5217\u5efa\u6a21\u7684\u6b21\u4e8c\u6b21\u67b6\u6784\uff0c\u5b83\u57fa\u4e8e\u4e0a\u4f4d\u6027\u7684\u751f\u7269\u5b66\u6846\u67b6\uff0c\u7528\u4e8e\u7406\u89e3\u5e8f\u5217\u4e0e\u529f\u80fd\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n<p>Lyra \u5728 100 \u591a\u4e2a\u5e7f\u6cdb\u7684\u751f\u7269\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5728\u8bb8\u591a\u5173\u952e\u9886\u57df\u5b9e\u73b0\u4e86 SOTA \u6027\u80fd\uff0c\u5305\u62ec\u86cb\u767d\u8d28\u9002\u5e94\u5ea6\u666f\u89c2\u9884\u6d4b\u3001\u751f\u7269\u7269\u7406\u7279\u6027\u9884\u6d4b\uff08\u4f8b\u5982\u65e0\u5e8f\u86cb\u767d\u8d28\u533a\u57df\u529f\u80fd\uff09\u80bd\u5de5\u7a0b\u5e94\u7528\uff08\u4f8b\u5982\u6297\u4f53\u7ed3\u5408\u3001\u7ec6\u80de\u7a7f\u900f\u80bd\u9884\u6d4b\uff09\u3001RNA \u7ed3\u6784\u5206\u6790\u3001RNA \u529f\u80fd\u9884\u6d4b\u548c CRISPR gRNA \u8bbe\u8ba1\u3002<\/p>\n<p>\u4e0e\u5f53\u524d\u7684\u751f\u7269\u5b66\u57fa\u7840\u6a21\u578b\u76f8\u6bd4\uff0c\u5b83\u7684\u63a8\u7406\u901f\u5ea6\u7684\u5927\u5e45\u63d0\u5347\uff0c\u53c2\u6570\u5927\u5e45\u51cf\u5c11\uff08\u6700\u591a\u51cf\u5c11 120,000 \u5206\u4e4b\u4e00\uff09\u3002<\/p>\n<p>\u4f7f\u7528 Lyra\uff0c\u7814\u7a76\u4eba\u5458\u80fd\u591f\u5728\u4e0d\u5230\u4e24\u5c0f\u65f6\u5185\u5728\u4e24\u4e2a\u6216\u66f4\u5c11\u7684 GPU \u4e0a\u8bad\u7ec3\u548c\u8fd0\u884c\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u4efb\u52a1\u3002<\/p>\n<p>\u8be5\u7814\u7a76\u4ee5\u300c<em>Lyra: An Efficient and Expressive Subquadratic Architecture for Modeling Biological Sequences<\/em>\u300d\u4e3a\u9898\uff0c\u4e8e 2025 \u5e74 3 \u6708 20 \u65e5\u53d1\u5e03\u5728\u00a0<em>arXiv<\/em> \u9884\u5370\u5e73\u53f0\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9a893c31250464cfc502c5f50ce332f4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-9a893c31250464cfc502c5f50ce332f4.png\"><\/a><\/section>\n<p>CNN \u80fd\u591f\u901a\u8fc7\u6b21\u4e8c\u6b21\u7f29\u653e\u6709\u6548\u5730\u68c0\u6d4b\u5c40\u90e8\u5e8f\u5217\u6a21\u5f0f\uff0c\u800c Transformers \u5219\u5229\u7528\u81ea\u6ce8\u610f\u529b\u6765\u6a21\u62df\u5168\u5c40\u4ea4\u4e92\uff0c\u4f46\u9700\u8981\u4e8c\u6b21\u7f29\u653e\uff0c\u56e0\u6b64\u8ba1\u7b97\u6210\u672c\u9ad8\u6602\u3002<\/p>\n<p>\u6df7\u5408\u6a21\u578b\uff08\u4f8b\u5982 Enformers\uff09\u96c6\u6210\u4e86 CNN \u548c Transformers\uff0c\u4ee5\u5e73\u8861\u5c40\u90e8\u548c\u5168\u5c40\u4e0a\u4e0b\u6587\u5efa\u6a21\uff0c\u4f46\u5b83\u4eec\u4ecd\u7136\u9762\u4e34\u53ef\u6269\u5c55\u6027\u95ee\u9898\u3002<\/p>\n<p>\u5305\u62ec AlphaFold \u548c ESM3 \u5728\u5185\u7684\u5927\u89c4\u6a21 Transformer \u6a21\u578b\u5728\u86cb\u767d\u8d28\u7ed3\u6784\u9884\u6d4b\u548c\u5e8f\u5217\u529f\u80fd\u5efa\u6a21\u65b9\u9762\u53d6\u5f97\u4e86\u7a81\u7834\u3002\u4f46\u662f\uff0c\u5b83\u4eec\u5bf9\u5927\u91cf\u53c2\u6570\u7f29\u653e\u7684\u4f9d\u8d56\u9650\u5236\u4e86\u5b83\u4eec\u5728\u6570\u636e\u53ef\u7528\u6027\u901a\u5e38\u53d7\u9650\u7684\u751f\u7269\u7cfb\u7edf\u4e2d\u7684\u6548\u7387\u3002\u8fd9\u51f8\u663e\u4e86\u5bf9\u8ba1\u7b97\u6548\u7387\u66f4\u9ad8\u7684\u65b9\u6cd5\u6765\u51c6\u786e\u5efa\u6a21\u5e8f\u5217\u4e0e\u529f\u80fd\u5173\u7cfb\u7684\u9700\u6c42\u3002<\/p>\n<p>\u4e3a\u4e86\u514b\u670d\u8fd9\u4e9b\u6311\u6218\uff0c\u4e0a\u4f4d\u6548\u5e94\uff08\u5e8f\u5217\u5185\u7a81\u53d8\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\uff09\u4e3a\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u6570\u5b66\u6846\u67b6\u3002\u591a\u7ebf\u6027\u591a\u9879\u5f0f\u53ef\u4ee5\u8868\u793a\u8fd9\u4e9b\u76f8\u4e92\u4f5c\u7528\uff0c\u4e3a\u7406\u89e3\u5e8f\u5217-\u529f\u80fd\u5173\u7cfb\u63d0\u4f9b\u4e86\u4e00\u79cd\u539f\u5219\u6027\u65b9\u6cd5\u3002\u72b6\u6001\u7a7a\u95f4\u6a21\u578b (SSM) \u81ea\u7136\u5730\u4e0e\u6b64\u591a\u9879\u5f0f\u7ed3\u6784\u4fdd\u6301\u4e00\u81f4\uff0c\u4f7f\u7528\u9690\u85cf\u7ef4\u5ea6\u6765\u8fd1\u4f3c\u4e0a\u4f4d\u6548\u5e94\u3002<\/p>\n<p>\u4e0e Transformer \u4e0d\u540c\uff0cSSM \u5229\u7528\u5feb\u901f\u5085\u91cc\u53f6\u53d8\u6362 (FFT) \u5377\u79ef\u6765\u9ad8\u6548\u5730\u5bf9\u5168\u5c40\u4f9d\u8d56\u5173\u7cfb\u8fdb\u884c\u5efa\u6a21\uff0c\u540c\u65f6\u4fdd\u6301\u6b21\u4e8c\u6b21\u7f29\u653e\u3002\u6b64\u5916\uff0c\u96c6\u6210\u95e8\u63a7\u6df1\u5ea6\u5377\u79ef\u53ef\u901a\u8fc7\u81ea\u9002\u5e94\u7279\u5f81\u9009\u62e9\u589e\u5f3a\u5c40\u90e8\u7279\u5f81\u63d0\u53d6\u548c\u8868\u8fbe\u80fd\u529b\u3002\u8fd9\u79cd\u6df7\u5408\u65b9\u6cd5\u5e73\u8861\u4e86\u8ba1\u7b97\u6548\u7387\u548c\u53ef\u89e3\u91ca\u6027\uff0c\u4f7f\u5176\u6210\u4e3a\u57fa\u4e8e Transformer \u7684\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u67b6\u6784\u7684\u6709\u524d\u9014\u7684\u66ff\u4ee3\u65b9\u6848\u3002<\/p>\n<p><strong>Lyra<\/strong><\/p>\n<p>\u6765\u81ea\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u3001\u54c8\u4f5b\u5927\u5b66\u548c\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\u7b49\u673a\u6784\u7684\u7814\u7a76\u4eba\u5458\u63a8\u51fa\u4e86 Lyra\uff0c\u8fd9\u662f\u4e00\u79cd\u4e13\u4e3a\u751f\u7269\u5e94\u7528\u800c\u8bbe\u8ba1\u7684\u6b21\u4e8c\u6b21\u5e8f\u5217\u5efa\u6a21\u67b6\u6784\u3002Lyra \u96c6\u6210\u4e86 SSM \u6765\u6355\u83b7\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\uff0c\u5e76\u4f7f\u7528\u6295\u5f71\u95e8\u63a7\u5377\u79ef\u8fdb\u884c\u5c40\u90e8\u7279\u5f81\u63d0\u53d6\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u7684 O(N log N) \u6269\u5c55\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e6b3227b2f0944fde1fa2c42fb331757.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-e6b3227b2f0944fde1fa2c42fb331757.png\"><\/a><\/section>\n<p>\u56fe\u793a\uff1aLyra \u6982\u8ff0\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n<p>\u5b83\u6709\u6548\u5730\u5bf9\u4e0a\u4f4d\u76f8\u4e92\u4f5c\u7528\u8fdb\u884c\u5efa\u6a21\uff0c\u5e76\u5728 100 \u591a\u9879\u751f\u7269\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd\uff0c\u5305\u62ec\u86cb\u767d\u8d28\u9002\u5e94\u5ea6\u9884\u6d4b\u3001RNA \u529f\u80fd\u5206\u6790\u548c CRISPR \u6307\u5357\u8bbe\u8ba1\u3002Lyra \u7684\u8fd0\u884c\u53c2\u6570\u660e\u663e\u66f4\u5c11\uff08\u6bd4\u73b0\u6709\u6a21\u578b\u5c0f 120,000 \u5206\u4e4b\u4e00\uff09\uff0c\u540c\u65f6\u63a8\u7406\u901f\u5ea6\u63d0\u9ad8\u4e86 64.18 \u500d\uff0c\u4f7f\u9ad8\u7ea7\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u53d8\u5f97\u6c11\u4e3b\u5316\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b64446a74f156915bebea3bab981756f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b64446a74f156915bebea3bab981756f.png\"><\/a><\/section>\n<p>\u56fe\u793a\uff1aLyra \u67b6\u6784\u80fd\u591f\u901a\u8fc7\u5b66\u4e60\u5230\u7684\u5c40\u90e8\u548c\u5168\u5c40\u5173\u7cfb\u5bf9\u4e0a\u4f4d\u5f0f\u4ea4\u4e92\u8fdb\u884c\u9ad8\u6548\u5efa\u6a21\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n<p>Lyra \u7531\u4e24\u4e2a\u5173\u952e\u7ec4\u4ef6\u7ec4\u6210\uff1a\u6295\u5f71\u95e8\u63a7\u5377\u79ef (PGC) \u5757\u548c\u5177\u6709\u6df1\u5ea6\u5377\u79ef (S4D) \u7684\u72b6\u6001\u7a7a\u95f4\u5c42\u3002\u8be5\u6a21\u578b\u62e5\u6709\u5927\u7ea6 55,000 \u4e2a\u53c2\u6570\uff0c\u5305\u62ec\u4e24\u4e2a\u7528\u4e8e\u6355\u83b7\u5c40\u90e8\u4f9d\u8d56\u5173\u7cfb\u7684 PGC \u5757\uff0c\u540e\u9762\u8ddf\u7740\u4e00\u4e2a\u7528\u4e8e\u5efa\u6a21\u957f\u8ddd\u79bb\u4ea4\u4e92\u7684 S4D \u5c42\u3002<\/p>\n<p>PGC \u901a\u8fc7\u5c06\u8f93\u5165\u5e8f\u5217\u6295\u5f71\u5230\u4e2d\u95f4\u7ef4\u5ea6\u3001\u5e94\u7528\u6df1\u5ea6 1D \u5377\u79ef\u548c\u7ebf\u6027\u6295\u5f71\u4ee5\u53ca\u901a\u8fc7\u5143\u7d20\u4e58\u6cd5\u91cd\u65b0\u7ec4\u5408\u7279\u5f81\u6765\u5904\u7406\u8f93\u5165\u5e8f\u5217\u3002S4D \u5229\u7528\u5bf9\u89d2\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u4f7f\u7528\u77e9\u9635 A\u3001B \u548c C \u8ba1\u7b97\u5377\u79ef\u6838\uff0c\u901a\u8fc7\u52a0\u6743\u6307\u6570\u9879\u6709\u6548\u6355\u83b7\u5e8f\u5217\u8303\u56f4\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u5e76\u589e\u5f3a Lyra \u6709\u6548\u5efa\u6a21\u751f\u7269\u6570\u636e\u7684\u80fd\u529b\u3002<\/p>\n<p>Lyra \u662f\u4e00\u79cd\u5e8f\u5217\u5efa\u6a21\u67b6\u6784\uff0c\u65e8\u5728\u6709\u6548\u6355\u83b7\u751f\u7269\u5e8f\u5217\u4e2d\u7684\u5c40\u90e8\u548c\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\u3002\u5b83\u96c6\u6210\u4e86 PGC \u4ee5\u8fdb\u884c\u5c40\u90e8\u5efa\u6a21\uff0c\u5e76\u96c6\u6210\u4e86\u5bf9\u89d2\u5316 S4D \u4ee5\u8fdb\u884c\u5168\u5c40\u4ea4\u4e92\u3002Lyra \u4f7f\u7528\u591a\u9879\u5f0f\u8868\u8fbe\u529b\u6765\u8fd1\u4f3c\u590d\u6742\u7684\u4e0a\u4f4d\u6027\u4ea4\u4e92\uff0c\u5728\u86cb\u767d\u8d28\u9002\u5e94\u5ea6\u666f\u89c2\u9884\u6d4b\u548c\u6df1\u5ea6\u7a81\u53d8\u626b\u63cf\u7b49\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u4f18\u4e8e\u57fa\u4e8e Transformer \u7684\u6a21\u578b\u3002<\/p>\n<p>\u5b83\u5728\u5404\u79cd\u86cb\u767d\u8d28\u548c\u6838\u9178\u5efa\u6a21\u5e94\u7528\u4e2d\u5b9e\u73b0\u4e86 SOTA \u7cbe\u5ea6\uff0c\u5305\u62ec\u65e0\u5e8f\u9884\u6d4b\u3001\u7a81\u53d8\u5f71\u54cd\u5206\u6790\u548c RNA \u4f9d\u8d56\u6027 RNA \u805a\u5408\u9176\u68c0\u6d4b\uff0c\u540c\u65f6\u4fdd\u6301\u6bd4\u73b0\u6709\u5927\u89c4\u6a21\u6a21\u578b\u660e\u663e\u66f4\u5c11\u7684\u53c2\u6570\u6570\u91cf\u548c\u66f4\u4f4e\u7684\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n<p><strong>\u7ed3\u8bed<\/strong><\/p>\n<p>\u603b\u4e4b\uff0cLyra \u4f7f\u7528\u4e86\u7528\u4e8e\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u7684\u6b21\u4e8c\u6b21\u67b6\u6784\uff0c\u5229\u7528 SSM \u6709\u6548\u5730\u8fd1\u4f3c\u591a\u7ebf\u6027\u591a\u9879\u5f0f\u51fd\u6570\u3002\u8fd9\u53ef\u4ee5\u5b9e\u73b0\u5bf9\u4e0a\u4f4d\u76f8\u4e92\u4f5c\u7528\u7684\u5353\u8d8a\u5efa\u6a21\uff0c\u540c\u65f6\u663e\u8457\u964d\u4f4e\u8ba1\u7b97\u9700\u6c42\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f1aca1fcf9f15f08f42226174e9114f7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f1aca1fcf9f15f08f42226174e9114f7.png\"><\/a><\/section>\n<p>\u56fe\u793a\uff1aLyra \u5728\u5404\u79cd\u86cb\u767d\u8d28\u9884\u6d4b\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86 SOTA \u6027\u80fd\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n<p>\u901a\u8fc7\u96c6\u6210 PGC \u8fdb\u884c\u5c40\u90e8\u7279\u5f81\u63d0\u53d6\uff0cLyra \u5728 100 \u591a\u9879\u751f\u7269\u4efb\u52a1\u4e2d\u5b9e\u73b0\u4e86\u4e00\u6d41\u7684\u6027\u80fd\uff0c\u5305\u62ec\u86cb\u767d\u8d28\u9002\u5e94\u5ea6\u9884\u6d4b\u3001RNA \u5206\u6790\u548c CRISPR gRNA \u8bbe\u8ba1\u3002\u5b83\u7684\u8868\u73b0\u4f18\u4e8e\u5927\u578b\u57fa\u7840\u6a21\u578b\uff0c\u53c2\u6570\u66f4\u5c11\uff0c\u63a8\u7406\u901f\u5ea6\u66f4\u5feb\uff0c\u4ec5\u9700\u4e00\u5230\u4e24\u5757 GPU \u5373\u53ef\u5728\u6570\u5c0f\u65f6\u5185\u5b8c\u6210\u8bad\u7ec3\u3002<\/p>\n<p>Lyra \u7684\u6548\u7387\u4f7f\u4eba\u4eec\u80fd\u591f\u901a\u8fc7\u6cbb\u7597\u3001\u75c5\u539f\u4f53\u76d1\u6d4b\u548c\u751f\u7269\u5236\u9020\u5e94\u7528\u83b7\u5f97\u5148\u8fdb\u7684\u751f\u7269\u5efa\u6a21\u3002<\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2503.16351<\/p>\n<p>\u76f8\u5173\u5185\u5bb9\uff1ahttps:\/\/www.marktechpost.com\/2025\/03\/24\/lyra-a-computationally-efficient-subquadratic-architecture-for-biological-sequence-modeling\/<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-27-4\" target=\"_blank\">\u53c2\u6570\u4ec5\u970012\u4e07\u5206\u4e4b\u4e00\uff0c\u8bad\u7ec3\u53ea\u97002\u5757GPU\uff0cMIT\u3001\u54c8\u4f5b\u63a8\u51fa\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u65b0\u65b9\u6cd5Lyra<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u53c2\u6570\u4ec5\u970012\u4e07\u5206\u4e4b\u4e00\uff0c [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[65],"class_list":["post-39708","post","type-post","status-publish","format-standard","hentry","category-news","tag-65"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u53c2\u6570\u4ec5\u970012\u4e07\u5206\u4e4b\u4e00\uff0c\u8bad\u7ec3\u53ea\u97002\u5757GPU\uff0cMIT\u3001\u54c8\u4f5b\u63a8\u51fa\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u65b0\u65b9\u6cd5Lyra - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=39708\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=39708\",\"url\":\"https:\/\/17aitech.com\/?p=39708\",\"name\":\"\u53c2\u6570\u4ec5\u970012\u4e07\u5206\u4e4b\u4e00\uff0c\u8bad\u7ec3\u53ea\u97002\u5757GPU\uff0cMIT\u3001\u54c8\u4f5b\u63a8\u51fa\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u65b0\u65b9\u6cd5Lyra - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=39708#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=39708#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a9c002e0bee2660e7a4176ff2e2a4faf.png\",\"datePublished\":\"2025-03-27T23:02:33+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=39708#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=39708\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=39708#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a9c002e0bee2660e7a4176ff2e2a4faf.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a9c002e0bee2660e7a4176ff2e2a4faf.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=39708#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u53c2\u6570\u4ec5\u970012\u4e07\u5206\u4e4b\u4e00\uff0c\u8bad\u7ec3\u53ea\u97002\u5757GPU\uff0cMIT\u3001\u54c8\u4f5b\u63a8\u51fa\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u65b0\u65b9\u6cd5Lyra\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u53c2\u6570\u4ec5\u970012\u4e07\u5206\u4e4b\u4e00\uff0c\u8bad\u7ec3\u53ea\u97002\u5757GPU\uff0cMIT\u3001\u54c8\u4f5b\u63a8\u51fa\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u65b0\u65b9\u6cd5Lyra - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=39708","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=39708","url":"https:\/\/17aitech.com\/?p=39708","name":"\u53c2\u6570\u4ec5\u970012\u4e07\u5206\u4e4b\u4e00\uff0c\u8bad\u7ec3\u53ea\u97002\u5757GPU\uff0cMIT\u3001\u54c8\u4f5b\u63a8\u51fa\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u65b0\u65b9\u6cd5Lyra - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=39708#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=39708#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a9c002e0bee2660e7a4176ff2e2a4faf.png","datePublished":"2025-03-27T23:02:33+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=39708#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=39708"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=39708#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a9c002e0bee2660e7a4176ff2e2a4faf.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a9c002e0bee2660e7a4176ff2e2a4faf.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=39708#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u53c2\u6570\u4ec5\u970012\u4e07\u5206\u4e4b\u4e00\uff0c\u8bad\u7ec3\u53ea\u97002\u5757GPU\uff0cMIT\u3001\u54c8\u4f5b\u63a8\u51fa\u751f\u7269\u5e8f\u5217\u5efa\u6a21\u65b0\u65b9\u6cd5Lyra"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/39708","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39708"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/39708\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39708"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39708"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39708"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}