{"id":36503,"date":"2025-01-12T19:00:12","date_gmt":"2025-01-12T11:00:12","guid":{"rendered":"https:\/\/17aitech.com\/?p=36503"},"modified":"2025-01-12T19:00:12","modified_gmt":"2025-01-12T11:00:12","slug":"%e9%ab%98%e6%95%88%e8%af%84%e4%bc%b0%e5%a4%9a%e6%a8%a1%e6%80%81%e9%a2%84%e8%ae%ad%e7%bb%83%e5%af%b9%e9%bd%90%e8%b4%a8%e9%87%8f%ef%bc%8c%e4%b8%ad%e7%a7%91%e5%a4%a7%e6%8f%90%e5%87%ba%e6%a8%a1%e6%80%81","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36503","title":{"rendered":"\u9ad8\u6548\u8bc4\u4f30\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u5bf9\u9f50\u8d28\u91cf\uff0c\u4e2d\u79d1\u5927\u63d0\u51fa\u6a21\u6001\u878d\u5408\u7387MIR"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-04\" target=\"_blank\">\u9ad8\u6548\u8bc4\u4f30\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u5bf9\u9f50\u8d28\u91cf\uff0c\u4e2d\u79d1\u5927\u63d0\u51fa\u6a21\u6001\u878d\u5408\u7387MIR<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c86e1e79bb07b2662e54059164044bf0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c86e1e79bb07b2662e54059164044bf0.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>\u672c\u6587\u4f5c\u8005\u6765\u81ea\u4e8e\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\uff0c<strong>\u4e0a\u6d77\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4<\/strong>\u4ee5\u53ca<strong>\u9999\u6e2f\u4e2d\u6587\u5927\u5b66<\/strong>\u3002\u5176\u4e2d\u7b2c\u4e00\u4f5c\u8005\u9ec4\u542f\u680b\u4e3a\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u4e09\u5e74\u7ea7\u535a\u58eb\u751f\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u5305\u62ec\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLM\uff09\u548c\u53ef\u4fe1 \/ \u9ad8\u6548 AI\uff0c\u5e08\u4ece\u5f20\u536b\u660e\u6559\u6388\u3002<\/strong><\/p>\n<p>\u662f\u5426\u8fd8\u5728\u82e6\u607c\u5982\u4f55\u8bc4\u4f30\u81ea\u5df1\u9884\u8bad\u7ec3\u597d\u7684\u591a\u6a21\u6001 LLM \u7684\u6027\u80fd\uff1f\u662f\u5426\u8fd8\u5728\u4f7f\u7528\u5e76\u4e0d\u9760\u8c31\u7684\u635f\u5931 Loss\uff0c\u56f0\u60d1\u5ea6 Perplexity\uff08PPL\uff09\uff0c\u4e0a\u4e0b\u6587 In-Context \u8bc4\u4f30\uff0c\u4ea6\u6216\u662f\u4e00\u904d\u904d\u5730\u901a\u8fc7\u6709\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u4e4b\u540e\u4e0b\u6e38\u6d4b\u8bd5\u57fa\u51c6\u7684\u5206\u6570\u6765\u5224\u65ad\u81ea\u5df1\u7684\u9884\u8bad\u7ec3\u662f\u5426\u6709\u6548\uff1f<\/p>\n<p>\u6765\u81ea\u4e2d\u79d1\u5927\u7b49\u5355\u4f4d\u7684\u7814\u7a76\u56e2\u961f\u5171\u540c\u63d0\u51fa\u4e86\u7528\u6765\u6709\u6548\u8bc4\u4f30\u591a\u6a21\u6001\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u8d28\u91cf\u7684\u8bc4\u4f30\u6307\u6807 Modality Integration Rate\uff08MIR\uff09\uff0c\u80fd\u591f\u5feb\u901f\u51c6\u786e\u5730\u8bc4\u4f30\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u7684\u6a21\u6001\u5bf9\u9f50\u7a0b\u5ea6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0f2f23aec7b3e9b6d9096bbf681fdc6d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0f2f23aec7b3e9b6d9096bbf681fdc6d.png\"><\/a><\/p>\n<ul>\n<li>\n<p>\u6807\u9898\uff1aDeciphering Cross-Modal Alignment in Large Vision-Language Models with Modality Integration Rate<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2410.07167<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\uff1ahttps:\/\/github.com\/shikiw\/Modality-Integration-Rate<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u7814\u7a76\u80cc\u666f<\/strong><\/p>\n<p>\u9884\u8bad\u7ec3\uff08Pre-training\uff09\u662f\u73b0\u6709\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLM\uff09\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4e00\u4e2a\u4e0d\u53ef\u6216\u7f3a\u7684\u9636\u6bb5\u3002\u4e0d\u540c\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u9884\u8bad\u7ec3\uff0c\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u7684\u4e3b\u8981\u76ee\u6807\u805a\u7126\u4e8e\u4e0d\u540c\u6a21\u6001\u4e4b\u95f4\u7684\u5bf9\u9f50\u3002\u968f\u7740\u8fd1\u4e24\u5e74\u7684\u53d1\u5c55\uff0c\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u5df2\u7ecf\u4ece\u8f7b\u91cf\u7ea7\u56fe\u50cf &#8211; \u6587\u672c\u5bf9\u7684\u5bf9\u9f50\uff0c\u53d1\u5c55\u4e3a\u57fa\u4e8e\u5e7f\u6cdb\u591a\u6837\u7684\u591a\u6a21\u6001\u6570\u636e\u8fdb\u884c\u6df1\u5c42\u6b21\u6a21\u6001\u96c6\u6210\uff0c\u65e8\u5728\u6784\u5efa\u66f4\u901a\u7528\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\u3002<\/p>\n<p>\u7136\u800c\uff0c\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u7684\u8bc4\u4f30\u5bf9\u4e8e\u4e1a\u754c\u4ecd\u7136\u662f\u4e00\u4e2a\u672a\u88ab\u5145\u5206\u89e3\u51b3\u7684\u6311\u6218\u3002\u73b0\u6709\u6700\u5e38\u7528\u7684\u8bc4\u4f30\u624b\u6bb5\u4e3a\u901a\u8fc7\u8fdb\u4e00\u6b65\u7684\u6709\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u6765\u6d4b\u8bd5\u5728\u4e0b\u6e38\u57fa\u51c6\u4e0a\u7684\u6a21\u578b\u80fd\u529b\uff0c\u4f46\u662f\u5176\u4f34\u968f\u7684\u8ba1\u7b97\u6210\u672c\u548c\u590d\u6742\u6027\u4e0d\u5bb9\u5ffd\u89c6\u3002\u53e6\u5916\u6709\u4e00\u4e9b\u65b9\u6cd5\u901a\u8fc7\u501f\u7528 LLM \u7684\u9884\u8bad\u7ec3\u8bc4\u4f30\u6307\u6807\uff0c\u5305\u62ec\u635f\u5931\u503c Loss\u3001\u56f0\u60d1\u5ea6 PPL \u548c\u4e0a\u4e0b\u6587 In-Context \u8bc4\u4f30\u7b49\u65b9\u5f0f\uff0c\u5728\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u8bc4\u4f30\u4e2d\u90fd\u88ab\u8bc1\u660e\u662f\u4e0d\u7a33\u5b9a\u548c\u4e0d\u53ef\u9760\u7684\u3002<\/p>\n<p>\u7814\u7a76\u8005\u4eec\u901a\u8fc7\u5728\u4e0d\u540c\u89c4\u6a21\u7684\u9ad8\u8d28\u91cf\u9884\u8bad\u7ec3\u6570\u636e\u4e0a\u9884\u8bad\u7ec3 LLaVA-v1.5 \u7684 7B \u6a21\u578b\uff0c\u7528\u4e0a\u8ff0\u4e0d\u540c\u7684\u65b9\u6cd5\u8bc4\u4f30\u5176\u9884\u8bad\u7ec3\u8d28\u91cf\uff0c\u5e76\u4e0e\u6709\u76d1\u7763\u5fae\u8c03\u4e4b\u540e\u5728\u4e0b\u6e38\u6d4b\u8bd5\u57fa\u51c6\u4e0a\u7684\u5f97\u5206\u8fdb\u884c\u5bf9\u7167\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u635f\u5931\u503c Loss\u3001\u56f0\u60d1\u5ea6 PPL\u3001\u4ee5\u53ca\u4e0a\u4e0b\u6587 In-Context \u8bc4\u4f30\u90fd\u65e0\u6cd5\u51c6\u786e\u7684\u5bf9\u5e94 SFT \u4e4b\u540e\u5728\u4e0b\u6e38\u6d4b\u8bd5\u57fa\u51c6\u4e0a\u7684\u6a21\u578b\u6027\u80fd\uff0c\u800c\u672c\u6587\u63d0\u51fa\u7684\u6a21\u6001\u878d\u5408\u7387 MIR \u5219\u80fd\u5b8c\u7f8e\u5bf9\u5e94\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0a76710a87ff4065b5aaefb8d9747d0b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0a76710a87ff4065b5aaefb8d9747d0b.png\"><\/a><\/p>\n<p>\u5b9e\u9645\u4e0a\uff0cPPL \u7b49\u6307\u6807\u7684\u4e0d\u9002\u7528\u4e3b\u8981\u7531\u4e8e LLM \u4e0e MLLM \u5728\u9884\u8bad\u7ec3\u76ee\u6807\u4e0a\u7684\u5dee\u5f02\u3002LLM \u9884\u8bad\u7ec3\u4e3b\u8981\u5b66\u4e60\u5efa\u6a21\u8bed\u8a00\u7684\u57fa\u672c\u6a21\u5f0f\uff0c\u800c MLLM \u9884\u8bad\u7ec3\u5219\u4fa7\u91cd\u4e8e\u7f29\u5c0f\u4e0d\u540c\u6a21\u6001\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u5982\u679c\u7528\u591a\u4e2a\u4e0d\u540c\u6765\u6e90\u7684\u56fe\u50cf\u548c\u6587\u672c\u6570\u636e\uff0c\u5e76\u5728 LLaVA-v1.5 \u7684\u5927\u6a21\u578b\u8f93\u5165\u5c42\u53bb\u53ef\u89c6\u5316\u5b83\u4eec\u7684\u7279\u5f81\u5206\u5e03\uff0c\u4f1a\u53d1\u73b0\u5c3d\u7ba1\u56fe\u50cf\u6216\u6587\u672c\u5185\u5bb9\u591a\u6837\uff0c\u4f46\u5728\u6bcf\u79cd\u6a21\u6001\u5185\uff0c\u5b83\u4eec\u7684\u5206\u5e03\u76f8\u5bf9\u5747\u5300\uff0c\u800c\u6a21\u6001\u4e4b\u95f4\u5219\u5b58\u5728\u660e\u663e\u7684\u5206\u5e03\u5dee\u8ddd\uff0c\u5982\u4e0b\u56fe\uff08\u5de6\uff09\u6240\u793a\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1e6810c7db8a4d0a2816e26a9b073a34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1e6810c7db8a4d0a2816e26a9b073a34.png\"><\/a><\/p>\n<p>\u5982\u4e0a\u56fe\uff08\u53f3\uff09\u6240\u793a\uff0c\u901a\u8fc7\u8fdb\u4e00\u6b65\u8ba1\u7b97\u73b0\u6709 MLLM \u7684\u5728\u5927\u6a21\u578b\u4e0d\u540c\u5c42\u4e2d\u7684\u6a21\u6001\u5dee\u8ddd\uff0c\u4f1a\u89c2\u5bdf\u5230\u6d45\u5c42\u7684\u65f6\u5019\u4ecd\u7136\u6709\u8f83\u5927\u5dee\u8ddd\uff0c\u4f46\u5f53\u5230\u8d8a\u6765\u8d8a\u6df1\u7684\u5c42\uff0c\u8fd9\u4e00\u5dee\u8ddd\u9010\u6e10\u7f29\u5c0f\uff0c\u8fd9\u8868\u660e MLLM \u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u4ecd\u9700\u8981\u5b66\u4e60\u5bf9\u9f50\u4e0d\u540c\u5206\u5e03\uff0c\u4ee5\u7406\u89e3\u65b0\u5f15\u5165\u7684\u6a21\u6001\u3002<\/p>\n<p><strong>\u6280\u672f\u65b9\u6848<\/strong><\/p>\n<p>\u672c\u6587\u63d0\u51fa\u6a21\u6001\u878d\u5408\u7387 MIR\uff0c\u80fd\u591f\u7528\u4e8e\u8bc4\u4f30\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\u8d28\u91cf\u3002\u8be5\u6307\u6807\u80fd\u51c6\u786e\u53cd\u6620\u5404\u79cd\u9884\u8bad\u7ec3\u914d\u7f6e\uff08\u5982\u6570\u636e\u3001\u7b56\u7565\u3001\u8bad\u7ec3\u914d\u65b9\u548c\u67b6\u6784\u9009\u62e9\uff09\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u800c\u65e0\u9700\u518d\u8fdb\u884c\u6709\u76d1\u7763\u5fae\u8c03 SFT \u5e76\u4e8e\u4e0b\u6e38\u6d4b\u8bd5\u57fa\u51c6\u4e0a\u8bc4\u4f30\u3002<\/p>\n<p>\u5bf9\u4e8e\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b M = (E, P, D)\uff0c\u5176\u4e2d E \u8868\u793a\u89c6\u89c9\u7f16\u7801\u5668\uff0cP \u8868\u793a\u89c6\u89c9\u8bed\u8a00\u6620\u5c04\u6a21\u5757\uff0cD = (D_t, F) \u8868\u793a\u5305\u542b\u5206\u8bcd\u5668 D_t \u548c K \u5c42 transformer \u7684\u5e95\u5ea7\u5927\u6a21\u578b F\u3002\u5f53\u8f93\u5165\u4e00\u7ec4 \u201c\u56fe\u50cf &#8211; \u6587\u672c\u201d \u5bf9 {v_n, t_n}, n = 1,&#8230;, N \u7ed9\u6a21\u578b\uff0c\u4f1a\u4ece\u5927\u6a21\u578b\u7b2c k \u5c42 F_k \u5f97\u5230\u8be5\u5c42\u5173\u4e8e\u6570\u636e\u5bf9 {v_n, t_n} \u7684\u89c6\u89c9 token \u7279\u5f81 f_k^{v_n} \u548c\u6587\u672c token \u7279\u5f81 f_k^{t_n}\uff0c\u5373<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-612db761e196a91d6f3b74b08945cd53.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-612db761e196a91d6f3b74b08945cd53.png\"><\/a><\/p>\n<p>\u7814\u7a76\u8005\u4eec\u5c06\u591a\u4e2a\u6837\u672c\u7684\u7279\u5f81 f_k^{v_n} \u5408\u5e76\u5230\u4e00\u8d77\u5f97\u5230 f_k^v\uff0c\u540c\u7406 f_k^{t_n} \u53ef\u4ee5\u5408\u5e76\u5f97\u5230 f_k^t\uff0c\u5e76\u4e14\u5b9a\u4e49 f_{k, i}^v \u4e3a\u7b2c i \u4e2a\u89c6\u89c9 token \u7279\u5f81\uff0cf_{k, j}^t \u4e3a\u7b2c j \u4e2a\u8bed\u8a00 token \u7279\u5f81\u3002<\/p>\n<p><strong>\u6587\u672c\u4e2d\u5fc3\u5f52\u4e00\u5316<\/strong><\/p>\n<p>\u7531\u4e8e\u8d8a\u6df1\u5c42\u7684 token \u7279\u5f81\u5728\u6570\u503c\u7edd\u5bf9\u5c3a\u5ea6\u4e0a\u660e\u663e\u6bd4\u6d45\u5c42\u7684\u5927\uff0c\u5e76\u4e14\u4e0d\u540c\u6a21\u6001\u7279\u5f81\u95f4\u5728\u7edd\u5bf9\u5c3a\u5ea6\u4e0a\u5b58\u5728\u5dee\u5f02\uff0c\u76f4\u63a5\u4f7f\u7528 Frechet \u8ddd\u79bb\u7b49\u5ea6\u91cf\u51fd\u6570\u3001\u6216\u662f\u628a\u6240\u6709 token \u7279\u5f81\u7edf\u4e00\u5f52\u4e00\u5316\u540e\u518d\u4f7f\u7528\u5ea6\u91cf\u51fd\u6570\u90fd\u662f\u4e0d\u5408\u9002\u7684\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u8005\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u6587\u672c\u4e2d\u5fc3\u7684\u5f52\u4e00\u5316\u65b9\u6cd5\uff0c\u5bf9\u4e8e f_k^t \u4e2d\u7684\u603b\u5171 s \u4e2a\u6587\u672c token \u7279\u5f81\uff0c\u8ba1\u7b97\u5c3a\u5ea6\u56e0\u5b50\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cc8b1c4cb136d37c792d557526346392.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cc8b1c4cb136d37c792d557526346392.png\"><\/a><\/p>\n<p>\u7136\u540e\u5bf9\u7b2c k \u5c42\u5bf9\u5e94\u7684\u89c6\u89c9\u7279\u5f81\u548c\u6587\u672c\u7279\u5f81\u90fd\u4f7f\u7528\u8be5\u56e0\u5b50\u8fdb\u884c\u653e\u7f29\uff0c\u5728\u4fdd\u8bc1\u8de8\u5c42\u5bf9\u6bd4\u5408\u7406\u6027\u7684\u540c\u65f6\uff0c\u4fdd\u6301\u6a21\u6001\u95f4\u7edd\u5bf9\u5c3a\u5ea6\u5e26\u6765\u7684\u5dee\u5f02\u3002<\/p>\n<p><strong>\u79bb\u7fa4\u503c\u7b5b\u9664<\/strong><\/p>\n<p>\u8bb8\u591a\u5de5\u4f5c\u5982 StreamLLM [1]\u3001Massive Activations [2] \u90fd\u63d0\u5230\uff0c\u6709\u6781\u5c11\u90e8\u5206\u7edd\u5bf9\u6570\u503c\u5f02\u5e38\u5927\u7684 token \u4f1a\u7528\u6765\u5728\u6ce8\u610f\u529b\u6a21\u5757\u7684 SoftMax \u8ba1\u7b97\u4e2d\u4f7f\u603b\u548c\u586b\u5145\u5230 1\u3002\u4e3a\u4e86\u907f\u514d\u6b64\u7c7b\u79bb\u7fa4\u503c\u5bf9\u6574\u4f53\u7edf\u8ba1\u5206\u5e03\u7684\u5f71\u54cd\uff0c\u8fd9\u91cc\u4f7f\u7528 \u201c3-sigma\u201d \u7684\u51c6\u5219\u5bf9\u4e8e\u6240\u6709 f_k^v \u548c f_k^t \u4e2d\u7684\u79bb\u7fa4\u503c\u8fdb\u884c\u7b5b\u9664\u3002\u4ee5\u4e0b\u7528 omega \u8868\u793a\u8fd9\u4e2a\u64cd\u4f5c\u3002<\/p>\n<p><strong>\u6a21\u6001\u878d\u5408\u7387<\/strong><\/p>\n<p>\u5728\u7ecf\u8fc7\u6587\u672c\u4e2d\u5fc3\u5f52\u4e00\u5316\u4ee5\u53ca\u79bb\u7fa4 token \u7b5b\u9664\u4e4b\u540e\uff0c\u6a21\u6001\u878d\u5408\u7387 MIR \u53ef\u4ee5\u901a\u8fc7\u7d2f\u548c\u5927\u6a21\u578b\u9010\u5c42\u7684\u6a21\u6001\u57df\u95f4\u8ddd\u79bb\u6765\u5f97\u5230\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e732e8e684fb71efb6165d76c006e7d0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e732e8e684fb71efb6165d76c006e7d0.png\"><\/a><\/p>\n<p>\u5176\u4e2d\uff0cmu_{v, k} \u548c mu_{t, k} \u5206\u522b\u662f\u5904\u7406\u540e\u89c6\u89c9 token \u7279\u5f81\u548c\u6587\u672c token \u7279\u5f81\u7684\u5747\u503c\uff0c\u800c<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a97dfe661114e3df549d2c4910008ec3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a97dfe661114e3df549d2c4910008ec3.png\"><\/a><\/p>\n<p>\u5bf9\u5e94\u4e8e\u5404\u81ea\u7684\u534f\u65b9\u5dee\u8ba1\u7b97\u3002\u6700\u540e\u7684\u5e73\u65b9\u6839\u9879\u901a\u5e38\u5728 PyTorch \u4e2d\u8ba1\u7b97\u7f13\u6162\uff0c\u8fd9\u662f\u7531\u4e8e\u5927\u6a21\u578b\u7684\u7279\u5f81\u7ef4\u5ea6\u666e\u904d\u8f83\u9ad8\u3002\u56e0\u6b64\u7814\u7a76\u8005\u4eec\u4f7f\u7528 Newton-Schulz \u8fed\u4ee3\u8fd1\u4f3c\u7684\u65b9\u5f0f\u4f30\u8ba1\u8be5\u9879\uff0c\u5728\u5927\u5927\u63d0\u9ad8\u8ba1\u7b97\u901f\u5ea6\u7684\u540c\u65f6\uff0c\u4fdd\u8bc1\u5b9e\u8df5\u4e2d\u8bef\u5dee\u4e0d\u8d85\u8fc7 1%\u3002\u603b\u4f53\u4e0a\u6765\u770b\uff0c\u8d8a\u4f4e\u7684 MIR \u4ee3\u8868\u7740\u8d8a\u9ad8\u7684\u9884\u8bad\u7ec3\u6a21\u6001\u5bf9\u9f50\u8d28\u91cf\u3002<\/p>\n<p><strong>\u53ef\u5b66\u4e60\u6a21\u6001\u6821\u51c6<\/strong><\/p>\n<p>\u5728\u5bf9 MIR \u7684\u63a2\u7a76\u63a8\u5bfc\u8fc7\u7a0b\u4e2d\uff0c\u8bc1\u660e\u4e86\u5e95\u5ea7\u5927\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5c55\u73b0\u51fa\u7684\u5728\u6d45\u5c42\u9010\u6e10\u7f29\u5c0f\u6a21\u6001\u95f4\u5dee\u8ddd\u7684\u503e\u5411\u3002\u8fd9\u4fc3\u4f7f\u7814\u7a76\u8005\u4eec\u91cd\u65b0\u601d\u8003\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e2d\u4e00\u4e9b\u7ee7\u627f\u81ea\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8bbe\u8ba1\u662f\u5426\u4e0d\u5229\u4e8e\u4fc3\u8fdb\u8de8\u6a21\u6001\u5bf9\u9f50\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e86 MoCa\uff0c\u4e00\u4e2a\u53ef\u63d2\u62d4\u8f7b\u91cf\u7ea7\u7684\u53ef\u5b66\u4e60\u6a21\u5757\uff0c\u6765\u4fc3\u8fdb\u8de8\u6a21\u6001\u5bf9\u9f50\u3002\u7b80\u5355\u6765\u8bf4\uff0c\u5373\u5bf9\u4e8e\u6bcf\u4e00\u5c42\u7684\u89c6\u89c9 token \u7279\u5f81\u5355\u72ec\u8fdb\u884c\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u7f29\u653e\u548c\u504f\u79fb\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ff36e176ca48373fa9212e356fecc1a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ff36e176ca48373fa9212e356fecc1a0.png\"><\/a><\/p>\n<p>\u5176\u4e2d\u7f29\u653e\u5411\u91cf u \u521d\u59cb\u5316\u4e3a\u5168\u4e00\u5411\u91cf\uff0c\u504f\u79fb\u5411\u91cf v \u521d\u59cb\u5316\u4e3a\u5168 0 \u5411\u91cf\uff0c\u4e24\u8005\u968f\u7740\u6a21\u578b\u4e00\u8d77\u8bad\u7ec3\uff0c\u4f46\u662f\u57fa\u672c\u4e0d\u589e\u52a0\u989d\u5916\u53c2\u6570\u91cf\u3002<\/p>\n<p><strong>\u5b9e\u9a8c\u63a2\u7a76<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u4eec\u9996\u5148\u5c55\u793a\u4e86 MIR \u5728\u5728\u6269\u5927\u9884\u8bad\u7ec3\u6570\u636e\u89c4\u6a21\u65f6\u8861\u91cf\u9884\u8bad\u7ec3\u8d28\u91cf\u7684\u6709\u6548\u6027\u3002\u8fd9\u91cc\u91c7\u7528\u4e24\u79cd\u9884\u8bad\u7ec3\u7b56\u7565\uff1a1) \u4ec5\u8bad\u7ec3 MLP \u6295\u5f71\u6a21\u5757\uff1b2) \u89e3\u9501\u89c6\u89c9\u7f16\u7801\u5668\u540e\u534a\u90e8\u5206\u548c\u6574\u4e2a LLM\u3002\u5728\u7b2c\u4e00\u79cd\u7b56\u7565\u4e0b\uff0cSFT \u540e\u7684\u6027\u80fd\u5728 800K\u223c1M \u6570\u636e\u89c4\u6a21\u65f6\u9010\u6e10\u6539\u5584\u4f46\u8d8b\u4e8e\u9971\u548c\u3002\u800c\u5728\u4f7f\u7528\u7b2c\u4e8c\u79cd\u7b56\u7565\u65f6\uff0c\u5373\u4f7f\u5728 1.8M \u6570\u636e\u89c4\u6a21\u4e0b\uff0c\u6027\u80fd\u4ecd\u6301\u7eed\u663e\u8457\u63d0\u5347\u3002\u8be5\u7ed3\u679c\u8bf4\u660e\u4e86\u4e86 MIR \u5728\u6269\u5927\u9884\u8bad\u7ec3\u6570\u636e\u65f6\u7684\u6709\u6548\u6027\uff0c\u4e5f\u8bf4\u660e\u4e86\u9002\u5f53\u5730\u653e\u5f00\u89c6\u89c9\u7f16\u7801\u5668\u6216 LLM \u5728\u5927\u89c4\u6a21\u6570\u636e\u4e0a\u6709\u6301\u7eed\u6539\u5584\u9884\u8bad\u7ec3\u7684\u6548\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c23c508ee511e32e93a90a09a53d2661.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c23c508ee511e32e93a90a09a53d2661.png\"><\/a><\/p>\n<p>\u7814\u7a76\u8005\u4eec\u4e5f\u63a2\u7a76\u4e86 MIR \u5728\u8d85\u53c2\u6570\u8c03\u6574\u3001\u9884\u8bad\u7ec3\u7b56\u7565\u9009\u62e9\u4e0a\u7684\u6709\u6548\u6027\u3002\u5728\u8d85\u53c2\u6570\u8c03\u6574\u65b9\u9762\uff0c\u7814\u7a76\u8005\u4eec\u53d1\u73b0 MIR \u4e0e SFT \u540e\u4e0b\u6e38\u6d4b\u8bd5\u57fa\u51c6\u6027\u80fd\u4e4b\u95f4\u5b58\u5728\u6b63\u76f8\u5173\uff0c\u8fd9\u8bf4\u660e MIR \u76f4\u63a5\u53cd\u6620\u4e0d\u540c\u8bad\u7ec3\u8d85\u53c2\u6570\u5bf9\u4e8e\u5728\u9884\u8bad\u7ec3\u8d28\u91cf\u7684\u5f71\u54cd\uff0c\u4ee5\u540e\u5bf9\u7167 MIR \u5c31\u53ef\u4ee5\u5b9e\u73b0\u9884\u8bad\u7ec3\u8c03\u53c2\u70bc\u4e39\uff01<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6e954d247cbf3355a409e1e7039823d1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6e954d247cbf3355a409e1e7039823d1.png\"><\/a><\/p>\n<p>\u5728\u8bad\u7ec3\u7b56\u7565\u65b9\u9762\uff0c\u7814\u7a76\u8005\u4eec\u63a2\u8ba8\u4e86 MIR \u5982\u4f55\u6307\u5bfc\u9009\u62e9\u6709\u6548\u7684\u9884\u8bad\u7ec3\u653e\u5f00\u7b56\u7565\u3002\u7ed3\u679c\u663e\u793a\uff0c\u653e\u5f00 LLM \u663e\u8457\u964d\u4f4e\u4e86 MIR\uff0c\u4e14\u663e\u8457\u589e\u5f3a\u4e0b\u6e38\u57fa\u51c6\u4e0a\u7684\u8868\u73b0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-047e2714049dbc854b169106d50f3c85.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-047e2714049dbc854b169106d50f3c85.png\"><\/a><\/p>\n<p>\u540c\u65f6\uff0cMIR \u4e5f\u53ef\u4ee5\u5e2e\u52a9\u9009\u62e9\u4e00\u4e9b\u6709\u5229\u4e8e\u8de8\u6a21\u6001\u5bf9\u9f50\u7684\u6a21\u5757\u8bbe\u8ba1\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5f53\u4f7f\u7528\u4e0d\u540c\u7684\u89c6\u89c9\u8bed\u8a00\u6295\u5f71\u6a21\u5757\u7ed3\u6784\u65f6\uff0cMIR \u53ef\u4ee5\u5f88\u51c6\u786e\u7684\u5bf9\u5e94\u5230 SFT \u4e4b\u540e\u7684\u6d4b\u8bd5\u57fa\u51c6\u6027\u80fd\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-08987fe0640da159a004ee846df2f829.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-08987fe0640da159a004ee846df2f829.png\"><\/a><\/p>\n<p>\u540c\u6837\uff0c\u6240\u63d0\u51fa\u7684\u53ef\u5b66\u4e60\u6a21\u6001\u6821\u51c6 MoCa \u4e5f\u53ef\u4ee5\u6709\u6548\u5e2e\u52a9\u4e0d\u540c\u6a21\u578b\u5728\u4e0b\u6e38\u6d4b\u8bd5\u57fa\u51c6\u4e0a\u6da8\u70b9\uff0c\u5e76\u53d6\u5f97\u66f4\u4f4e\u7684 MIR\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d7cc7e8b215f60a9f73d0f0375e4d127.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d7cc7e8b215f60a9f73d0f0375e4d127.png\"><\/a><\/p>\n<p>\u672c\u6587\u4ecd\u6709\u8f83\u591a\u5176\u4ed6\u65b9\u9762\u7684\u5b9e\u9a8c\u548c\u63a2\u7d22\uff0c\u6709\u5174\u8da3\u7684\u540c\u5b66\u53ef\u4ee5\u53c2\u8003\u539f\u6587\uff01<\/p>\n<p><em><sup>\u53c2\u8003\u6587\u732e\uff1a<\/sup><\/em><\/p>\n<p><sup><em>[1] Xiao et al. Efficient Streaming Language Models with Attention Sinks. ICLR, 2024.\u00a0<\/em><\/sup><\/p>\n<p><em><sup>[2] Sun et al. Massive Activations in Large Language Models. COLM, 2024.<\/sup><\/em><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-04\" target=\"_blank\">\u9ad8\u6548\u8bc4\u4f30\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u5bf9\u9f50\u8d28\u91cf\uff0c\u4e2d\u79d1\u5927\u63d0\u51fa\u6a21\u6001\u878d\u5408\u7387MIR<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u9ad8\u6548\u8bc4\u4f30\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u5bf9 [&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-36503","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 - 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