{"id":37172,"date":"2025-01-23T21:00:17","date_gmt":"2025-01-23T13:00:17","guid":{"rendered":"https:\/\/17aitech.com\/?p=37172"},"modified":"2025-01-23T21:00:17","modified_gmt":"2025-01-23T13:00:17","slug":"%e4%bb%8e%e7%ba%bf%e6%80%a7%e6%b3%a8%e6%84%8f%e5%8a%9b%e8%a7%86%e8%a7%92%e6%8f%ad%e7%a7%98%e8%a7%86%e8%a7%89mamba%ef%bc%8c%e6%b8%85%e5%8d%8e%e3%80%81%e9%98%bf%e9%87%8c%e5%90%88%e4%bd%9c%e6%8f%90","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37172","title":{"rendered":"\u4ece\u7ebf\u6027\u6ce8\u610f\u529b\u89c6\u89d2\u63ed\u79d8\u89c6\u89c9Mamba\uff0c\u6e05\u534e\u3001\u963f\u91cc\u5408\u4f5c\u63d0\u51fa\u5168\u65b0MILA\u6a21\u578b"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-10-4\" target=\"_blank\">\u4ece\u7ebf\u6027\u6ce8\u610f\u529b\u89c6\u89d2\u63ed\u79d8\u89c6\u89c9Mamba\uff0c\u6e05\u534e\u3001\u963f\u91cc\u5408\u4f5c\u63d0\u51fa\u5168\u65b0MILA\u6a21\u578b<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c55bc1de14b5ca62ed6c5953c2870a16.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c55bc1de14b5ca62ed6c5953c2870a16.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u8bba\u6587\u7b2c\u4e00\u4f5c\u8005\u4e3a\u6e05\u534e\u5927\u5b66\u81ea\u52a8\u5316\u7cfb\u535a\u58eb\u751f\u97e9\u4e1c\u8fb0\uff0c\u6307\u5bfc\u8001\u5e08\u4e3a\u9ec4\u9ad8\u526f\u6559\u6388\u3002\u4ed6\u7684\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u9ad8\u6548\u6a21\u578b\u67b6\u6784\u8bbe\u8ba1\u3001\u591a\u6a21\u6001\u5927\u6a21\u578b\u7b49\u3002<\/strong><\/p>\n<p>Mamba \u662f\u4e00\u79cd\u5177\u6709\u7ebf\u6027\u8ba1\u7b97\u590d\u6742\u5ea6\u7684\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff0c\u5b83\u80fd\u591f\u4ee5\u7ebf\u6027\u8ba1\u7b97\u590d\u6742\u5ea6\u5b9e\u73b0\u5bf9\u8f93\u5165\u5e8f\u5217\u7684\u6709\u6548\u5efa\u6a21\uff0c\u5728\u8fd1\u51e0\u4e2a\u6708\u53d7\u5230\u4e86\u5e7f\u6cdb\u7684\u5173\u6ce8\u3002<\/p>\n<p>\u672c\u6587\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5341\u5206\u6709\u8da3\u7684\u53d1\u73b0\uff1a\u5f3a\u5927\u7684 Mamba \u6a21\u578b\u4e0e\u901a\u5e38\u88ab\u8ba4\u4e3a\u6027\u80fd\u4e0d\u4f73\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u6709\u7740\u5185\u5728\u7684\u76f8\u4f3c\u6027\uff1a\u672c\u6587\u7528\u7edf\u4e00\u7684\u516c\u5f0f\u8868\u8ff0\u4e86 Mamba \u4e2d\u7684\u6838\u5fc3\u6a21\u5757\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff08SSM\uff09\u548c\u7ebf\u6027\u6ce8\u610f\u529b\uff0c\u63ed\u793a\u4e86\u4e8c\u8005\u4e4b\u95f4\u7684\u5bc6\u5207\u8054\u7cfb\uff0c\u5e76\u63a2\u7a76\u4e86\u662f\u54ea\u4e9b\u7279\u6b8a\u7684\u5c5e\u6027\u548c\u8bbe\u8ba1\u5bfc\u81f4\u4e86 Mamba \u7684\u6210\u529f\u3002<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u7b49\u6548\u9057\u5fd8\u95e8\u548c\u5b8f\u89c2\u7ed3\u6784\u8bbe\u8ba1\u662f Mamba \u6210\u529f\u7684\u5173\u952e\u56e0\u7d20\u3002\u672c\u6587\u901a\u8fc7\u5206\u6790\u81ea\u7136\u5730\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u6a21\u578b\u7ed3\u6784\uff1aMamba-Inspired Linear Attention\uff08MILA\uff09\uff0c\u5b83\u540c\u65f6\u7ee7\u627f\u4e86 Mamba \u548c\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u4f18\u70b9\uff0c\u5728\u5404\u79cd\u89c6\u89c9\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8d85\u8d8a\u73b0\u6709\u7684\u89c6\u89c9 Mamba \u6a21\u578b\u7684\u7cbe\u5ea6\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u7ebf\u6027\u6ce8\u610f\u529b\u4f18\u8d8a\u7684\u5e76\u884c\u8ba1\u7b97\u4e0e\u9ad8\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-adca4ad090f66b928e1f81b876ac1a12.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-adca4ad090f66b928e1f81b876ac1a12.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2405.16605<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/LeapLabTHU\/MLLA<\/section>\n<\/li>\n<li>\n<section>\u89c6\u9891\u8bb2\u89e3\uff1ahttps:\/\/www.bilibili.com\/video\/BV1NYzAYxEbZ<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6700\u8fd1\uff0c\u4ee5 Mamba \u4e3a\u4f8b\u7684\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u5f15\u8d77\u4e86\u5e7f\u6cdb\u7684\u7814\u7a76\u5174\u8da3\u3002\u4e0d\u540c\u4e8e Transformer \u7684\u5e73\u65b9\u590d\u6742\u5ea6\uff0cMamba \u6a21\u578b\u80fd\u591f\u4ee5\u7ebf\u6027\u590d\u6742\u5ea6\u5b9e\u73b0\u6709\u6548\u7684\u5e8f\u5217\u5efa\u6a21\uff0c\u5728\u957f\u6587\u672c\u3001\u9ad8\u5206\u8fa8\u7387\u56fe\u50cf\u3001\u89c6\u9891\u7b49\u957f\u5e8f\u5217\u5efa\u6a21\u548c\u751f\u6210\u9886\u57df\u8868\u73b0\u51fa\u5f88\u5927\u7684\u6f5c\u529b\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0cMamba \u5e76\u4e0d\u662f\u7b2c\u4e00\u4e2a\u5b9e\u73b0\u7ebf\u6027\u590d\u6742\u5ea6\u5168\u5c40\u5efa\u6a21\u7684\u6a21\u578b\u3002\u65e9\u671f\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u4f7f\u7528\u7ebf\u6027\u5f52\u4e00\u5316\u4ee3\u66ff Softmax \u6ce8\u610f\u529b\u4e2d\u7684 Softmax \u64cd\u4f5c\uff0c\u5c06\u8ba1\u7b97\u987a\u5e8f\u4ece (QK) V \u66f4\u6539\u4e3a Q (KV) \uff0c\u4ece\u800c\u5c06\u8ba1\u7b97\u590d\u6742\u5ea6\u964d\u4f4e\u4e3a\u7ebf\u6027\u3002\u7136\u800c\uff0c\u4e4b\u524d\u7684\u8bb8\u591a\u5de5\u4f5c\u8868\u660e\u7ebf\u6027\u6ce8\u610f\u7684\u8868\u8fbe\u80fd\u529b\u4e0d\u8db3\uff0c\u96be\u4ee5\u53d6\u5f97\u4ee4\u4eba\u6ee1\u610f\u7684\u6548\u679c\u3002<\/section>\n<section><\/section>\n<section>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u672c\u6587\u53d1\u73b0\u9ad8\u6027\u80fd\u7684 Mamba \u548c\u8868\u8fbe\u80fd\u529b\u4e0d\u8db3\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u516c\u5f0f\u4e4b\u95f4\u5b58\u5728\u6df1\u5c42\u6b21\u7684\u5173\u8054\u3002\u56e0\u6b64\uff0c\u4e00\u4e2a\u5f15\u4eba\u601d\u8003\u7684\u7814\u7a76\u95ee\u9898\u662f\uff1a<strong>\u662f\u4ec0\u4e48\u56e0\u7d20\u5bfc\u81f4\u4e86 Mamba \u7684\u6210\u529f\u548c\u5b83\u76f8\u8f83\u4e8e\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u663e\u8457\u4f18\u52bf\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u4ece\u8fd9\u4e2a\u95ee\u9898\u51fa\u53d1\uff0c\u672c\u6587\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u8fdb\u884c\u4e86\u63a2\u7d22\uff1a<\/section>\n<section><\/section>\n<section>1. \u63ed\u793a\u4e86 Mamba \u4e0e Linear Attention Transformer \u4e4b\u95f4\u7684\u5173\u7cfb\uff1aMamba \u548c Linear Attention Transformer \u53ef\u4ee5\u4f7f\u7528\u7edf\u4e00\u7684\u516c\u5f0f\u8868\u793a\u3002\u8fdb\u4e00\u6b65\u5730\uff0cMamba \u53ef\u4ee5\u89c6\u4e3a\u5177\u6709\u82e5\u5e72\u7279\u6b8a\u8bbe\u8ba1\u7684\u7ebf\u6027\u6ce8\u610f\u529b\uff0c\u5176\u7279\u6b8a\u8bbe\u8ba1\u4e3a\uff1a\u8f93\u5165\u95e8 (input gate)\u3001\u9057\u5fd8\u95e8 (forget gate)\u3001\u5feb\u6377\u8fde\u63a5 (shortcut)\u3001\u65e0\u6ce8\u610f\u529b\u7684\u5f52\u4e00\u5316\u3001single-head \u548c\u66f4\u5148\u8fdb\u7684\u5b8f\u89c2\u67b6\u6784\u3002<\/section>\n<section><\/section>\n<section>2. \u5b9e\u9a8c\u8bc1\u660e\uff0c\u9057\u5fd8\u95e8\u548c\u5b8f\u89c2\u67b6\u6784\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f Mamba \u6027\u80fd\u6210\u529f\u7684\u5173\u952e\u3002\u7136\u800c\uff0c\u9057\u5fd8\u95e8\u4f1a\u5bfc\u81f4\u5faa\u73af\u8ba1\u7b97\uff0c\u53ef\u80fd\u5e76\u4e0d\u9002\u5408\u89c6\u89c9\u6a21\u578b\u3002\u672c\u6587\u53d1\u73b0\uff0c\u9002\u5f53\u7684\u4f4d\u7f6e\u7f16\u7801\u80fd\u591f\u5728\u89c6\u89c9\u4efb\u52a1\u4e2d\u66ff\u4ee3\u9057\u5fd8\u95e8\u7684\u4f5c\u7528\uff0c\u540c\u65f6\u4fdd\u6301\u5e76\u884c\u8ba1\u7b97\u548c\u5feb\u901f\u7684\u63a8\u7406\u3002<\/section>\n<section><\/section>\n<section>3. \u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u540d\u4e3a MILA \u7684 Linear Attention Transformer \u6a21\u578b\uff0c\u5b83\u5f15\u5165\u4e86 Mamba \u7684\u8bbe\u8ba1\u601d\u60f3\uff0c\u5e76\u4e14\u6bd4\u539f\u59cb Mamba \u6a21\u578b\u66f4\u9002\u5408\u89c6\u89c9\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e00\u3001\u7ebf\u6027\u6ce8\u610f\u529b\u4e0e\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u56de\u987e<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u9996\u5148\u7b80\u7565\u56de\u987e\u7ebf\u6027\u6ce8\u610f\u529b\u548c\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u7684\u6570\u5b66\u8868\u8fbe\u3002\u672c\u90e8\u5206\u516c\u5f0f\u8f83\u591a\uff0c\u8be6\u7ec6\u63a8\u5bfc\u8bf7\u53c2\u8003\u8bba\u6587\u6216\u89c6\u9891\u8bb2\u89e3\u3002<\/section>\n<section><\/section>\n<section><strong>1. \u7ebf\u6027\u6ce8\u610f\u529b<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u8f93\u5165\u5e8f\u5217<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3def9e161c1d4b5bbb5ccd4e25f1ac86.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3def9e161c1d4b5bbb5ccd4e25f1ac86.png\"><\/a>\uff0c\u5355\u5934\u7ebf\u6027\u6ce8\u610f\u529b\u53ef\u4ee5\u8868\u8fbe\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-64e04f099a649858963b49e1062a311b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-64e04f099a649858963b49e1062a311b.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0c\u7ebf\u6027\u6ce8\u610f\u529b\u901a\u8fc7\u5148\u8ba1\u7b97 K \u548c V \u7684\u4e58\u79ef\uff0c\u5c06\u8ba1\u7b97\u590d\u6742\u5ea6\u964d\u4f4e\u5230<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-75cfc6adafe89859398c331fca3a86bf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-75cfc6adafe89859398c331fca3a86bf.png\"><\/a>\u3002\u4e0a\u5f0f\u4e2d\uff0c\u6bcf\u4e2a Q \u62e5\u6709\u5168\u5c40\u611f\u53d7\u91ce\uff0c\u53ef\u4ee5\u4e0e\u6240\u6709\u7684 K\u3001V \u8fdb\u884c\u4fe1\u606f\u4ea4\u4e92\u3002\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u7ebf\u6027\u6ce8\u610f\u529b\u4e5f\u53ef\u4ee5\u5e94\u7528\u5728\u81ea\u56de\u5f52\u7684\u6a21\u578b\u4e2d\uff0c\u9650\u5236\u6bcf\u4e2a token \u53ea\u80fd\u4e0e\u4e4b\u524d\u7684 token \u8fdb\u884c\u4fe1\u606f\u4ea4\u4e92\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d44eb41207f98513d1b34a8b3d7a3f35.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d44eb41207f98513d1b34a8b3d7a3f35.png\"><\/a><\/section>\n<section>\u8fd9\u79cd\u56e0\u679c\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u8303\u5f0f\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5199\u6210\u5faa\u73af\u5f62\u5f0f\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e50e9389b6e2d4cd2b6713569004a889.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e50e9389b6e2d4cd2b6713569004a889.png\"><\/a><\/section>\n<section><strong>2. \u72b6\u6001\u7a7a\u95f4\u6a21\u578b<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u5b9e\u6570\u5e8f\u5217\u8f93\u5165<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7ca7894449e59855b4da596a9f9687b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7ca7894449e59855b4da596a9f9687b9.png\"><\/a>\uff0cMamba \u6240\u91c7\u7528\u7684\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u53ef\u4ee5\u8868\u8fbe\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ce88369a7d528c2e5ce3cfceb2fa0cf5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ce88369a7d528c2e5ce3cfceb2fa0cf5.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u65b9\u4fbf\u540e\u7eed\u63a8\u5bfc\uff0c\u6b64\u5904\u5bf9\u4e0a\u5f0f\u8fdb\u884c\u4e86 3 \u5904\u6570\u5b66\u8868\u8fbe\u4e0a\u7684\u7b49\u4ef7\u53d8\u5f62\uff0c\u5177\u4f53\u8bf7\u53c2\u8003\u539f\u8bba\u6587\u3002\u7b49\u4ef7\u53d8\u5f62\u540e\u5f97\u5230\u7684\u516c\u5f0f\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e6c6938d61d09fe097a7b7f664cf7f7c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e6c6938d61d09fe097a7b7f664cf7f7c.png\"><\/a><\/section>\n<section>\u5bf9\u4e8e\u5411\u91cf\u5e8f\u5217\u8f93\u5165<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ee20ef2246d964b5d9095a93b75f7a9e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ee20ef2246d964b5d9095a93b75f7a9e.png\"><\/a>\uff0cMamba \u4f1a\u5728\u6bcf\u4e2a\u7ef4\u5ea6\u5206\u522b\u5e94\u7528\u4e0a\u5f0f\u7684\u5b9e\u6570\u8f93\u5165 SSM\uff0c\u4ece\u800c\u5f97\u5230\u4e0b\u9762\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-42ba6443b2f9a2834f214a8a855f687a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-42ba6443b2f9a2834f214a8a855f687a.png\"><\/a><\/section>\n<section>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4e0a\u5f0f\u4e25\u683c\u7b49\u4ef7\u4e8e Mamba \u6240\u8fdb\u884c\u7684 SSM \u64cd\u4f5c\uff0c\u8fd9\u91cc\u4ec5\u4ec5\u8fdb\u884c\u4e86\u6570\u5b66\u8868\u8fbe\u5f62\u5f0f\u4e0a\u7684\u7b49\u4ef7\u53d8\u6362\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e8c\u3001Mamba \u4e0e\u7ebf\u6027\u6ce8\u610f\u529b\u5173\u7cfb\u89e3\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u8f93\u5165\u5e8f\u5217<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-007de08b826f397e58b484af15f8f815.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-007de08b826f397e58b484af15f8f815.png\"><\/a>\uff0cMamba \u4e0e\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u516c\u5f0f\u4e4b\u95f4\u6709\u8bb8\u591a\u76f8\u4f3c\u4e4b\u5904\u3002\u4e3a\u4e86\u4fbf\u4e8e\u6bd4\u8f83\uff0c\u672c\u6587\u5c06\u4e8c\u8005\u4f7f\u7528\u76f8\u540c\u7684\u516c\u5f0f\u8fdb\u884c\u8868\u8fbe\uff1a<\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f\u4e0a\u8ff0\u4e24\u4e2a\u516c\u5f0f\u7684\u793a\u610f\u56fe\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b2d4a6443f175fdfb8b6caf86271ccbd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b2d4a6443f175fdfb8b6caf86271ccbd.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 1\uff1aMamba \u4e0e\u7ebf\u6027\u6ce8\u610f\u529b\u64cd\u4f5c\u793a\u610f\u56fe<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4ece\u516c\u5f0f\u548c\u793a\u610f\u56fe\u53ef\u4ee5\u770b\u5230\uff0cMamba \u7684 SSM \u64cd\u4f5c\u4e0e\u7ebf\u6027\u6ce8\u610f\u529b\u6709\u6df1\u523b\u7684\u8054\u7cfb\u3002\u5177\u4f53\u6765\u8bf4\uff0cSSM \u4e2d\u7684 C \u7c7b\u4f3c\u4e8e\u7ebf\u6027\u6ce8\u610f\u529b\u4e2d\u7684 Q\uff0cB \u7c7b\u4f3c\u4e8e K^T\u00a0\uff0cx \u7c7b\u4f3c\u4e8e V \uff0ch \u7c7b\u4f3c\u4e8e S\u3002\u56e0\u6b64\uff0cMamba \u548c\u7ebf\u6027\u6ce8\u610f\u529b\u6709\u7740\u975e\u5e38\u5bc6\u5207\u7684\u5173\u7cfb\uff0cMamba \u53ef\u4ee5\u88ab\u8ba4\u4e3a\u662f\u4e00\u79cd\u7279\u6b8a\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u3002\u6b64\u5916\uff0c\u57fa\u4e8e\u516c\u5f0f\u548c\u793a\u610f\u56fe\u4e2d\u8fd8\u53ef\u4ee5\u53d1\u73b0\u4e8c\u8005\u7684\u51e0\u4e2a\u4e0d\u540c\u70b9\uff1a<\/section>\n<section><\/section>\n<section>(1) \u5728 Mamba \u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c8567218e3bfe7e46cf32626033fb02a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c8567218e3bfe7e46cf32626033fb02a.png\"><\/a>\u4f1a\u4e0e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-32675a8df379f13c361ae8050f6a2a4d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-32675a8df379f13c361ae8050f6a2a4d.png\"><\/a>\u9010\u4f4d\u76f8\u4e58\u3002\u7531\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1df58fd2d0f9f1666f72cf5b96182b83.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1df58fd2d0f9f1666f72cf5b96182b83.png\"><\/a>\u662f\u6bcf\u4e00\u4f4d\u4e25\u683c\u5927\u4e8e\u96f6\u7684\u5411\u91cf\uff0c\u56e0\u6b64\u53ef\u5c06\u5176\u89c6\u4e3a\u4e00\u4e2a\u7b49\u6548\u7684\u8f93\u5165\u95e8\uff0c\u53ef\u4ee5\u63a7\u5236<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-745b22b8a2d1009c00e8faf2789f797c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-745b22b8a2d1009c00e8faf2789f797c.png\"><\/a>\u8f93\u5165 SSM \u7684\u6bd4\u4f8b\u3002<\/section>\n<section><\/section>\n<section>(2) \u5728 Mamba \u4e2d\uff0c\u6709\u989d\u5916\u7684<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5b9e171a601614ec19cb0b3f0da20ba1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5b9e171a601614ec19cb0b3f0da20ba1.png\"><\/a>\u4e0e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b6cbe5584406922a3e55a0f4c167d10f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b6cbe5584406922a3e55a0f4c167d10f.png\"><\/a>\u9010\u4f4d\u76f8\u4e58\u3002\u5728 Mamba \u7684\u5b9e\u73b0\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-fad3430ffec5c61e65819101c9a5d7ed.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-fad3430ffec5c61e65819101c9a5d7ed.png\"><\/a>\u6bcf\u4e00\u4f4d\u90fd\u662f 0 \u5230 1 \u4e4b\u95f4\u7684\u5b9e\u6570\uff0c\u56e0\u6b64<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0e3e58a3eb30d688e2fe83768771f570.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0e3e58a3eb30d688e2fe83768771f570.png\"><\/a>\u5b9e\u9645\u63a7\u5236\u5bf9\u4e8e\u4e4b\u524d\u7684\u72b6\u6001\u7a7a\u95f4<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b627f3424a007474067dc8e3896fe9fa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b627f3424a007474067dc8e3896fe9fa.png\"><\/a>\u7684\u8870\u51cf\u7a0b\u5ea6\uff0c\u56e0\u6b64\u53ef\u5c06\u5176\u7406\u89e3\u4e3a\u7b49\u6548\u7684\u9057\u5fd8\u95e8\u3002<\/section>\n<section><\/section>\n<section>(3) Mamba \u4e2d\uff0c\u6709\u4e00\u4e2a\u989d\u5916\u7684\u53ef\u5b66\u4e60\u7684 shortcut\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-26ace4dfbafd2079b6a34d70f91c2453.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-26ace4dfbafd2079b6a34d70f91c2453.png\"><\/a>\u3002<\/section>\n<section>(4) \u7ebf\u6027\u6ce8\u610f\u529b\u4e2d\uff0c\u6709\u4e00\u4e2a\u4fdd\u8bc1\u6ce8\u610f\u529b\u4e4b\u548c\u4e3a 1 \u7684\u5f52\u4e00\u5316\u5206\u6bcd<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8c97388dac03a13fd9183370895a31ab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8c97388dac03a13fd9183370895a31ab.png\"><\/a>\uff0cMamba \u4e2d\u6ca1\u6709\u8fd9\u6837\u7684\u5f52\u4e00\u5316\u3002<\/section>\n<section><\/section>\n<section>\u9664\u6b64\u4e4b\u5916\uff0c\u8be5\u56fe\u548c\u516c\u5f0f\u4e2d\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u90fd\u662f\u5355\u5934\u8bbe\u8ba1\uff0c\u56e0\u4e3a\u4ec5\u6709\u4e00\u7ec4 Q \u548c K\u3002\u6240\u4ee5\u53ef\u4ee5\u8ba4\u4e3a Mamba \u7b49\u6548\u4e8e\u5355\u5934\u7ebf\u6027\u6ce8\u610f\u529b\uff0c\u800c\u6ca1\u6709\u91c7\u7528\u591a\u5934\u8bbe\u8ba1\uff08\u5373\u591a\u7ec4 Q \u548c K\uff09\u3002\u8fdb\u4e00\u6b65\uff0c\u9664\u4e86\u6838\u5fc3\u64cd\u4f5c\u4e0d\u540c\u4e4b\u5916\uff0cMamba \u548c\u4f20\u7edf\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u6a21\u578b\u5728\u5b8f\u89c2\u7ed3\u6784\u4e0a\u4e5f\u6709\u533a\u522b\u3002\u4e8c\u8005\u7684\u5b8f\u89c2\u7ed3\u6784\u5982\u4e0b\u56fe\uff0cMamba \u91c7\u7528\u6bd4\u8f83\u7b26\u5408\u7684\u7ed3\u6784\uff0c\u5305\u542b\u7ebf\u6027\u5c42\u3001\u5377\u79ef\u3001SSM \u7b49\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-44c95615191a0ad7ab8b6900357258c8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-44c95615191a0ad7ab8b6900357258c8.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2\uff1a\u7ebf\u6027\u6ce8\u610f\u529b\u6a21\u578b\u3001Mamba \u548c MILA \u7684\u5b8f\u89c2\u6a21\u578b\u67b6\u6784<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u603b\u800c\u8a00\u4e4b\uff0cMamba \u53ef\u4ee5\u89c6\u4e3a\u5177\u6709 6 \u79cd\u7279\u6b8a\u8bbe\u8ba1\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u6a21\u578b\uff0c\u5176\u7279\u6b8a\u8bbe\u8ba1\u4e3a\uff1a\u8f93\u5165\u95e8\u3001\u9057\u5fd8\u95e8\u3001shortcut\u3001\u65e0\u6ce8\u610f\u529b\u5f52\u4e00\u5316\u3001\u5355\u5934\u8bbe\u8ba1\u3001\u66f4\u5148\u8fdb\u7684\u5b8f\u89c2\u7ed3\u6784\u3002<\/strong><\/section>\n<section><\/section>\n<section><strong>\u4e09\u3001\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>Mamba \u88ab\u89c6\u4e3a Transformer \u7684\u4e00\u79cd\u6709\u529b\u6311\u6218\u8005\uff0c\u800c\u7ebf\u6027\u6ce8\u610f\u529b\u901a\u5e38\u6027\u80fd\u4e0d\u4f73\u3002\u5728\u4e4b\u524d\u7684\u5206\u6790\u4e2d\uff0c\u672c\u6587\u53d1\u73b0\u8fd9\u4e24\u79cd\u6027\u80fd\u5dee\u8ddd\u5f88\u5927\u7684\u6a21\u578b\u5177\u6709\u6df1\u523b\u7684\u76f8\u4f3c\u6027\uff0c\u5e76\u6307\u51fa\u4e86\u4ed6\u4eec\u4e4b\u95f4\u7684 6 \u4e2a\u4e0d\u540c\u8bbe\u8ba1\u3002\u63a5\u4e0b\u6765\uff0c\u672c\u6587\u901a\u8fc7\u5b9e\u9a8c\u6765\u9a8c\u8bc1\u7a76\u7adf\u662f\u54ea\u4e9b\u8bbe\u8ba1\u5bfc\u81f4\u4e86\u4e8c\u8005\u4e4b\u95f4\u5982\u6b64\u5927\u7684\u6027\u80fd\u5dee\u8ddd\u3002<\/section>\n<section><\/section>\n<section><strong>1. \u6838\u5fc3\u9a8c\u8bc1\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u4f7f\u7528\u7ebf\u6027\u6ce8\u610f\u529b\u4f5c\u4e3a baseline \u6a21\u578b\uff0c\u5728\u5176\u57fa\u7840\u4e0a\u5f15\u5165\u6bcf\u4e00\u4e2a\u4e0d\u540c\u8bbe\u8ba1\uff0c\u5e76\u5728 ImageNet \u4e0a\u5b9e\u9a8c\u9a8c\u8bc1\u6a21\u578b\u6027\u80fd\u7684\u53d8\u5316\u3002\u7ed3\u679c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-20b9e9a2a7ec3dbb3313217f37eab5a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-20b9e9a2a7ec3dbb3313217f37eab5a1.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3\uff1a\u6bcf\u4e2a\u4e0d\u540c\u8bbe\u8ba1\u7684\u5f71\u54cd<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u53ef\u4ee5\u770b\u5230\uff0cMamba \u7684\u7b49\u6548\u9057\u5fd8\u95e8\u548c\u5b8f\u89c2\u8bbe\u8ba1\u5bf9\u4e8e\u6a21\u578b\u6027\u80fd\u6700\u4e3a\u5173\u952e\uff0c\u800c\u5176\u4ed6\u8bbe\u8ba1\u5f71\u54cd\u4e0d\u5927\u6216\u8005\u4e0d\u5982\u7ebf\u6027\u6ce8\u610f\u529b\u3002\u540c\u65f6\uff0c\u672c\u6587\u53d1\u73b0\uff0c\u7531\u4e8e\u9057\u5fd8\u95e8\u5fc5\u987b\u91c7\u7528\u5faa\u73af\u8ba1\u7b97\uff0c\u5f15\u5165\u9057\u5fd8\u95e8\u4f7f\u5f97\u6a21\u578b\u63a8\u7406\u901f\u5ea6\u660e\u663e\u4e0b\u964d\u3002\u9057\u5fd8\u95e8\u5e26\u6765\u7684\u5faa\u73af\u8ba1\u7b97\u5bf9\u4e8e\u8bed\u8a00\u6a21\u578b\u7b49\u81ea\u56de\u5f52\u6a21\u578b\u662f\u5408\u9002\u7684\uff0c\u56e0\u4e3a\u6a21\u578b\u5728\u63a8\u7406\u65f6\u672c\u6765\u5c31\u9700\u8981\u4e0d\u65ad\u81ea\u56de\u5f52\u5faa\u73af\u8ba1\u7b97\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u6a21\u5f0f\u5bf9\u4e8e\u56fe\u50cf\u7b49\u975e\u56e0\u679c\u5e76\u4e0d\u81ea\u7136\uff0c\u56e0\u4e3a\u5b83\u4e0d\u4ec5\u9650\u5236\u4e86\u6a21\u578b\u7684\u611f\u53d7\u91ce\uff0c\u8fd8\u6781\u5927\u964d\u4f4e\u4e86\u6a21\u578b\u7684\u63a8\u7406\u901f\u5ea6\u3002\u672c\u6587\u53d1\u73b0\uff0c\u5728\u89c6\u89c9\u4efb\u52a1\u4e2d\uff0c\u9002\u5f53\u7684\u4f4d\u7f6e\u7f16\u7801\u80fd\u591f\u5f15\u5165\u7c7b\u4f3c\u9057\u5fd8\u95e8\u7684\u4f4d\u7f6e\u4fe1\u606f\uff0c\u540c\u65f6\u4fdd\u6301\u5168\u5c40\u611f\u53d7\u91ce\u3001\u5e76\u884c\u8ba1\u7b97\u548c\u66f4\u5feb\u7684\u63a8\u7406\u901f\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bbf4cca04561ac8ec17633a754ddf18c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bbf4cca04561ac8ec17633a754ddf18c.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4\uff1a\u5728\u89c6\u89c9\u6a21\u578b\u4e2d\u7528\u4f4d\u7f6e\u7f16\u7801\u4ee3\u66ff\u9057\u5fd8\u95e8<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>2. MILA \u6a21\u578b<\/strong><\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u4ee5\u4e0a\u5206\u6790\u548c\u9a8c\u8bc1\uff0c\u672c\u6587\u5c06 Mamba \u548c\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u4f18\u79c0\u8bbe\u8ba1\u7ed3\u5408\u8d77\u6765\uff0c\u5c06 Mamba \u7684\u4e24\u9879\u6838\u5fc3\u8bbe\u8ba1\u7684\u7cbe\u9ad3\u5f15\u5165\u7ebf\u6027\u6ce8\u610f\u529b\uff0c\u6784\u5efa\u4e86 Mamba-Inspired Linear Attention (MILA) \u6a21\u578b\u3002MILA \u80fd\u591f\u4ee5\u7ebf\u6027\u590d\u6742\u5ea6\u5b9e\u73b0\u5168\u5c40\u5efa\u6a21\uff0c\u540c\u65f6\u4eab\u6709\u5e76\u884c\u8ba1\u7b97\u548c\u66f4\u5feb\u7684\u63a8\u7406\u901f\u5ea6\uff0c\u5728\u591a\u79cd\u89c6\u89c9\u4efb\u52a1\u4e0a\u90fd\u53d6\u5f97\u4e86\u4f18\u4e8e\u5404\u7c7b\u89c6\u89c9 Mamba \u6a21\u578b\u7684\u6548\u679c\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5b9e\u9a8c\u7ed3\u679c\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0de8c400cacb8f183e949fd01dd0edd6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0de8c400cacb8f183e949fd01dd0edd6.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 5\uff1aImageNet \u5206\u7c7b\u5b9e\u9a8c<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4a70642889151bbf50c9a72f5c9561ce.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4a70642889151bbf50c9a72f5c9561ce.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 6\uff1a\u6a21\u578b\u63a8\u7406\u901f\u5ea6\u548c\u6027\u80fd\u7684 Trade-off<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cafd98e7e871eab035054339c757318d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cafd98e7e871eab035054339c757318d.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 7\uff1a\u9ad8\u5206\u8fa8\u7387\u4e0b\u6e38\u4efb\u52a1 \u2014\u2014 \u7269\u4f53\u68c0\u6d4b<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u56db\u3001\u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>(1) Mamba \u53ef\u4ee5\u89c6\u4e3a\u5177\u6709\u82e5\u5e72\u7279\u6b8a\u8bbe\u8ba1\u7684\u7ebf\u6027\u6ce8\u610f\u529b\uff0c\u5176\u7279\u6b8a\u8bbe\u8ba1\u4e3a\uff1a\u8f93\u5165\u95e8 (input gate)\u3001\u9057\u5fd8\u95e8 (forget gate)\u3001\u5feb\u6377\u8fde\u63a5 (shortcut)\u3001\u65e0\u6ce8\u610f\u529b\u7684\u5f52\u4e00\u5316\u3001\u5355\u5934\u8bbe\u8ba1 (single-head) \u548c\u66f4\u5148\u8fdb\u7684\u5b8f\u89c2\u67b6\u6784\u3002<\/section>\n<section><\/section>\n<section>(2) \u5b9e\u9a8c\u8bc1\u660e\uff0c\u9057\u5fd8\u95e8\u548c\u5b8f\u89c2\u67b6\u6784\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f Mamba \u6027\u80fd\u6210\u529f\u7684\u5173\u952e\u3002\u7136\u800c\uff0c\u9057\u5fd8\u95e8\u4f1a\u5bfc\u81f4\u5faa\u73af\u8ba1\u7b97\uff0c\u53ef\u80fd\u5e76\u4e0d\u9002\u5408\u89c6\u89c9\u6a21\u578b\u3002\u672c\u6587\u53d1\u73b0\uff0c\u9002\u5f53\u7684\u4f4d\u7f6e\u7f16\u7801\u5728\u89c6\u89c9\u4efb\u52a1\u4e2d\u66ff\u4ee3\u9057\u5fd8\u95e8\u7684\u4f5c\u7528\uff0c\u540c\u65f6\u4fdd\u6301\u5e76\u884c\u8ba1\u7b97\u548c\u5feb\u901f\u7684\u63a8\u7406\u3002<\/section>\n<section><\/section>\n<section>(3) \u672c\u6587\u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u540d\u4e3a MILA \u7684 Linear Attention Transformer \u6a21\u578b\uff0c\u5b83\u7ee7\u627f\u4e86 Mamba \u7684\u6838\u5fc3\u4f18\u70b9\uff0c\u5e76\u4e14\u6bd4\u539f\u59cb Mamba \u6a21\u578b\u66f4\u9002\u5408\u89c6\u89c9\u4efb\u52a1\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-10-4\" target=\"_blank\">\u4ece\u7ebf\u6027\u6ce8\u610f\u529b\u89c6\u89d2\u63ed\u79d8\u89c6\u89c9Mamba\uff0c\u6e05\u534e\u3001\u963f\u91cc\u5408\u4f5c\u63d0\u51fa\u5168\u65b0MILA\u6a21\u578b<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4ece\u7ebf\u6027\u6ce8\u610f\u529b\u89c6\u89d2\u63ed\u79d8\u89c6 [&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":[73,68],"class_list":["post-37172","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4ece\u7ebf\u6027\u6ce8\u610f\u529b\u89c6\u89d2\u63ed\u79d8\u89c6\u89c9Mamba\uff0c\u6e05\u534e\u3001\u963f\u91cc\u5408\u4f5c\u63d0\u51fa\u5168\u65b0MILA\u6a21\u578b - \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=37172\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=37172\",\"url\":\"https:\/\/17aitech.com\/?p=37172\",\"name\":\"\u4ece\u7ebf\u6027\u6ce8\u610f\u529b\u89c6\u89d2\u63ed\u79d8\u89c6\u89c9Mamba\uff0c\u6e05\u534e\u3001\u963f\u91cc\u5408\u4f5c\u63d0\u51fa\u5168\u65b0MILA\u6a21\u578b - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=37172#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=37172#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c55bc1de14b5ca62ed6c5953c2870a16.png\",\"datePublished\":\"2025-01-23T13:00:17+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=37172#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=37172\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=37172#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c55bc1de14b5ca62ed6c5953c2870a16.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c55bc1de14b5ca62ed6c5953c2870a16.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=37172#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4ece\u7ebf\u6027\u6ce8\u610f\u529b\u89c6\u89d2\u63ed\u79d8\u89c6\u89c9Mamba\uff0c\u6e05\u534e\u3001\u963f\u91cc\u5408\u4f5c\u63d0\u51fa\u5168\u65b0MILA\u6a21\u578b\"}]},{\"@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":"\u4ece\u7ebf\u6027\u6ce8\u610f\u529b\u89c6\u89d2\u63ed\u79d8\u89c6\u89c9Mamba\uff0c\u6e05\u534e\u3001\u963f\u91cc\u5408\u4f5c\u63d0\u51fa\u5168\u65b0MILA\u6a21\u578b - \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=37172","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=37172","url":"https:\/\/17aitech.com\/?p=37172","name":"\u4ece\u7ebf\u6027\u6ce8\u610f\u529b\u89c6\u89d2\u63ed\u79d8\u89c6\u89c9Mamba\uff0c\u6e05\u534e\u3001\u963f\u91cc\u5408\u4f5c\u63d0\u51fa\u5168\u65b0MILA\u6a21\u578b - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=37172#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=37172#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c55bc1de14b5ca62ed6c5953c2870a16.png","datePublished":"2025-01-23T13:00:17+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=37172#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=37172"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=37172#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c55bc1de14b5ca62ed6c5953c2870a16.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c55bc1de14b5ca62ed6c5953c2870a16.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=37172#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u4ece\u7ebf\u6027\u6ce8\u610f\u529b\u89c6\u89d2\u63ed\u79d8\u89c6\u89c9Mamba\uff0c\u6e05\u534e\u3001\u963f\u91cc\u5408\u4f5c\u63d0\u51fa\u5168\u65b0MILA\u6a21\u578b"}]},{"@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\/37172","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=37172"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/37172\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=37172"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=37172"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=37172"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}