{"id":36745,"date":"2025-01-17T19:00:18","date_gmt":"2025-01-17T11:00:18","guid":{"rendered":"https:\/\/17aitech.com\/?p=36745"},"modified":"2025-01-17T19:00:18","modified_gmt":"2025-01-17T11:00:18","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e6%89%bf%e9%87%8d%e5%a2%99%ef%bc%8c%e5%8e%bb%e6%8e%89%e4%ba%86%e5%b0%b1%e5%bc%80%e5%a7%8b%e6%91%86%e7%83%82%ef%bc%81%e8%8b%b9%e6%9e%9c%e7%bb%99%e5%87%ba%e4%ba%86%e3%80%8c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36745","title":{"rendered":"\u5927\u6a21\u578b\u627f\u91cd\u5899\uff0c\u53bb\u6389\u4e86\u5c31\u5f00\u59cb\u6446\u70c2\uff01\u82f9\u679c\u7ed9\u51fa\u4e86\u300c\u8d85\u7ea7\u6743\u91cd\u300d"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-19-4\" target=\"_blank\">\u5927\u6a21\u578b\u627f\u91cd\u5899\uff0c\u53bb\u6389\u4e86\u5c31\u5f00\u59cb\u6446\u70c2\uff01\u82f9\u679c\u7ed9\u51fa\u4e86\u300c\u8d85\u7ea7\u6743\u91cd\u300d<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"36\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u53bb\u6389\u4e00\u4e2a\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u7684\u5f71\u54cd\uff0c\u6bd4\u53bb\u6389\u5176\u4ed6 7000 \u4e2a\u79bb\u7fa4\u503c<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u52a0\u8d77\u6765\u8fd8\u8981\u4e25\u91cd\u3002<\/section>\n<\/section>\n<\/blockquote>\n<p>\u5927\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u8d8a\u6765\u8d8a\u5927\uff0c\u8d8a\u6765\u8d8a\u806a\u660e\uff0c\u4f46\u5b83\u4eec\u4e5f\u8d8a\u6765\u8d8a\u5947\u602a\u4e86\u3002<\/p>\n<p>\u4e24\u5e74\u524d\uff0c\u6709\u7814\u7a76\u8005\u53d1\u73b0\u4e86\u4e00\u4e9b\u53e4\u602a\u4e4b\u5904\uff1a\u5728\u5927\u6a21\u578b\u4e2d\uff0c\u6709\u4e00\u5c0f\u90e8\u5206\u7279\u522b\u91cd\u8981\u7684\u7279\u5f81\uff08\u79f0\u4e4b\u4e3a\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\uff09\uff0c\u5b83\u4eec\u867d\u7136\u6570\u91cf\u4e0d\u591a\uff0c\u4f46\u5bf9\u6a21\u578b\u7684\u8868\u73b0\u975e\u5e38\u91cd\u8981\u3002<\/p>\n<p>\u5982\u679c\u53bb\u6389\u8fd9\u4e9b\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\uff0c\u6a21\u578b\u5c31\u5b8c\u5168\u6446\u70c2\u4e86\uff0c\u5f00\u59cb\u80e1\u8a00\u4e71\u8bed\uff0c\u6587\u672c\u90fd\u4e0d\u4f1a\u751f\u6210\u4e86\u3002\u4f46\u662f\u5982\u679c\u53bb\u6389\u5176\u4ed6\u4e00\u4e9b\u4e0d\u90a3\u4e48\u91cd\u8981\u7684\u7279\u5f81\uff0c\u6a21\u578b\u7684\u8868\u73b0\u53ea\u4f1a\u53d7\u5230\u4e00\u70b9\u70b9\u5f71\u54cd\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-bcda2273ef25123fab80161a6fcb86e4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-bcda2273ef25123fab80161a6fcb86e4.png\"><\/a><\/section>\n<section>\u6709\u8da3\u7684\u662f\uff0c\u4e0d\u540c\u7684\u5927\u6a21\u578b\u7684\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u5374\u51fa\u5947\u5730\u76f8\u4f3c\uff0c\u6bd4\u5982\uff1a<\/section>\n<section><\/section>\n<section>\u5b83\u4eec\u603b\u662f\u51fa\u73b0\u5728<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ec451c4b71b7003f25dc3f9e8f04c24f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ec451c4b71b7003f25dc3f9e8f04c24f.png\"><\/a>\u5c42\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u5b83\u4eec\u4f1a\u653e\u5927\u8f93\u5165 token \u6fc0\u6d3b\u7684\u79bb\u7fa4\u503c\uff0c\u8fd9\u79cd\u73b0\u8c61\u7814\u7a76\u8005\u4eec\u79f0\u4e4b\u4e3a\u300c\u8d85\u6fc0\u6d3b\u300d\uff08super activation\uff09\u3002\u65e0\u8bba\u8f93\u5165\u4ec0\u4e48\u63d0\u793a\u8bcd\uff0c\u300c\u8d85\u6fc0\u6d3b\u300d\u5728\u6574\u4e2a\u6a21\u578b\u4e2d\u90fd\u4ee5\u5b8c\u5168\u76f8\u540c\u7684\u5e45\u5ea6\u548c\u4f4d\u7f6e\u6301\u7eed\u5b58\u5728\u3002\u800c\u8fd9\u6e90\u4e8e<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e2d\u7684\u300c\u8de8\u5c42\u8fde\u63a5\u300d\u3002<\/section>\n<section><\/section>\n<section>\u5b83\u4eec\u8fd8\u80fd\u51cf\u5c11\u6a21\u578b\u5bf9\u5e38\u7528\u4f46\u4e0d\u91cd\u8981\u7684\u8bcd\u6c47\uff0c\u6bd4\u5982\u300c\u7684\u300d\u3001\u300c\u8fd9\u300d\u3001\u300c\u4e86\u300d\u7684\u6ce8\u610f\u529b\u3002<\/section>\n<section><\/section>\n<section>\u5f97\u5230\u4e86\u8fd9\u4e9b\u53d1\u73b0\uff0c\u5723\u6bcd\u5927\u5b66\u548c\u82f9\u679c\u7684\u7814\u7a76\u56e2\u961f\u8fdb\u4e00\u6b65\u5bf9\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u8fdb\u884c\u4e86\u63a2\u7d22\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u6539\u8fdb\u4e86 round-to-nearest quantization\uff08RNQ\uff09\u6280\u672f\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u5bf9\u7b97\u529b\u7279\u522b\u53cb\u597d\u7684\u65b9\u6cd5\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-23cc9e3cba2e329d58505f797cc47645.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-23cc9e3cba2e329d58505f797cc47645.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2411.07191<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aThe Super Weight in Large Language Models<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8fd9\u79cd\u65b0\u65b9\u6cd5\u4e0e SmoothQuant \u6548\u679c\u76f8\u5f53\uff0c\u5728\u5904\u7406\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u65f6\uff0c\u53ef\u4ee5\u7528\u8fd9\u79cd\u6280\u672f\u5904\u7406\u66f4\u5927\u7684\u6570\u636e\u5757\uff0c\u8ba9\u6a21\u578b\u5728\u53d8\u5c0f\u7684\u540c\u65f6\uff0c\u8fd8\u80fd\u4fdd\u6301\u5f88\u597d\u7684\u6548\u679c\u3002<\/section>\n<section><\/section>\n<section>\u770b\u6765\uff0c\u82f9\u679c\u662f\u771f\u7684\u628a\u5b9d\u62bc\u5728\u5c0f\u6a21\u578b\u8eab\u4e0a\u4e86\uff01<\/section>\n<section><\/section>\n<section><strong>\u4ec0\u4e48\u662f\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u5bf9\u6a21\u578b\u7684\u5f71\u54cd\u6709\u591a\u5927\uff0c\u7814\u7a76\u56e2\u961f\u4fee\u526a\u4e86\u6240\u6709\u7684\u79bb\u7fa4\u503c<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff0c\u7ed3\u679c\u53d1\u73b0\uff0c\u53bb\u6389\u4e00\u4e2a\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u7684\u5f71\u54cd\uff0c\u6bd4\u53bb\u6389\u5176\u4ed6 7000 \u4e2a\u79bb\u7fa4\u503c<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u52a0\u8d77\u6765\u8fd8\u8981\u4e25\u91cd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2ef44557906c005901b1d4d3d6b22cd2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2ef44557906c005901b1d4d3d6b22cd2.png\"><\/a><\/section>\n<section><strong>\u5982\u4f55\u8bc6\u522b\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\uff1f<\/strong><\/section>\n<section><\/section>\n<section>\u867d\u7136\u4e4b\u524d\u7684\u7814\u7a76\u8005\u53d1\u73b0\u4e86\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u53ef\u4ee5\u6fc0\u6d3b\u5f02\u5e38\u5927\u7684<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u3002\u8be5\u56e2\u961f\u53c8\u628a\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u548c\u300c\u8d85\u6fc0\u6d3b\u300d\u4e4b\u95f4\u7684\u8054\u7cfb\u5411\u524d\u63a8\u8fdb\u4e86\u4e00\u6b65\u3002\u4ed6\u4eec\u53d1\u73b0\u5728<mark data-type=\"tech_tasks\" data-id=\"bf54ab8d-3458-4d37-89be-a3febc0f8d9d\">\u964d\u7ef4<\/mark>\u6295\u5f71\u4e4b\u524d\uff0c\u95e8\u63a7\u548c\u4e0a\u6295\u5f71\u7684 Hadamard \u4e58\u79ef\u4ea7\u751f\u4e86\u4e00\u4e2a\u76f8\u5bf9\u8f83\u5927\u7684\u6fc0\u6d3b\uff0c\u800c\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u8fdb\u4e00\u6b65\u653e\u5927\u4e86\u8fd9\u4e2a\u6fc0\u6d3b\u5e76\u521b\u9020\u4e86\u300c\u8d85\u6fc0\u6d3b\u300d\u3002<\/section>\n<section><\/section>\n<section>\u800c\u901a\u8fc7\u6fc0\u6d3b\u7684\u5cf0\u503c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5b9a\u4f4d\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u3002\u57fa\u4e8e\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u9ad8\u6548\u7684\u65b9\u6cd5\uff1a\u901a\u8fc7\u68c0\u6d4b\u5c42\u95f4<mark data-type=\"tech_tasks\" data-id=\"bf54ab8d-3458-4d37-89be-a3febc0f8d9d\">\u964d\u7ef4<\/mark>\u6295\u5f71\u8f93\u5165\u548c\u8f93\u51fa\u5206\u5e03\u4e2d\u7684\u5cf0\u503c\u6765\u5b9a\u4f4d\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u65b9\u6cd5\u53ea\u9700\u8981\u8f93\u5165\u4e00\u4e2a\u63d0\u793a\u8bcd\uff0c\u975e\u5e38\u7b80\u5355\u65b9\u4fbf\uff0c\u4e0d\u518d\u9700\u8981\u4e00\u7ec4\u9a8c\u8bc1\u6570\u636e\u6216\u5177\u4f53\u793a\u4f8b\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u5047\u8bbe\u5b58\u5728<mark data-type=\"tech_tasks\" data-id=\"bf54ab8d-3458-4d37-89be-a3febc0f8d9d\">\u964d\u7ef4<\/mark>\u6295\u5f71<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u77e9\u9635<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1180295db79b105a1ed87eafb6fb2db4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1180295db79b105a1ed87eafb6fb2db4.png\"><\/a>\uff0c\u5176\u4e2d D \u8868\u793a\u6fc0\u6d3b\u7279\u5f81\u7684\u7ef4\u5ea6\uff0cH \u662f\u4e2d\u95f4\u9690\u85cf\u5c42\u7684\u7ef4\u5ea6\u3002\u8bbe<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a022c6db6280c4cce490cb84bbe7919b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a022c6db6280c4cce490cb84bbe7919b.png\"><\/a>\u4e3a\u8f93\u5165\u77e9\u9635\uff0c\u5176\u4e2d L \u8868\u793a\u5e8f\u5217\u957f\u5ea6\u3002\u5b9a\u4e49\u8f93\u51fa\u77e9\u9635\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f2c2f5cf738f82b3b9b2020277bf21bc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f2c2f5cf738f82b3b9b2020277bf21bc.png\"><\/a>\uff1b\u300c\u8d85\u6fc0\u6d3b\u300d\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e218ea717ab8a76790f54647824b2969.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e218ea717ab8a76790f54647824b2969.png\"><\/a>\u3002\u5982\u679c X_ik \u548c W_jk \u90fd\u662f\u8fdc\u5927\u4e8e\u5176\u4ed6\u503c\u7684\u5f02\u5e38\u503c\uff0c\u90a3\u4e48 Y_ij \u7684\u503c\u5c06\u4e3b\u8981\u7531\u8fd9\u4e24\u4e2a\u5f02\u5e38\u503c\u7684\u4e58\u79ef\u51b3\u5b9a\u3002<\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0cj \u548c k \u662f\u7531 X_ik \u548c Y_ij \u7684\u503c\u51b3\u5b9a\u7684\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u9996\u5148\u7ed8\u5236\u51fa mlp.down proj \u5c42\u7684\u8f93\u5165\u548c\u8f93\u51fa\u6fc0\u6d3b\u4e2d\u7684\u6781\u7aef\u5f02\u5e38\u503c\u3002\u63a5\u7740\uff0c\u5982\u56fe 3 \u6240\u793a\uff0c\u786e\u5b9a\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u6240\u5728\u7684\u5c42\u548c\u5750\u6807\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u65e6\u68c0\u6d4b\u5230\u4e00\u4e2a\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff0c\u5c06\u5176\u4ece\u6a21\u578b\u4e2d\u79fb\u9664\u5e76\u91cd\u590d\u4e0a\u8ff0\u8fc7\u7a0b\uff0c\u76f4\u5230\u6291\u5236\u4f4f\u8f83\u5927\u7684\u6700\u5927\u6fc0\u6d3b\u503c\u3002<\/section>\n<section><\/section>\n<section><strong>\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u7684\u673a\u5236<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u7684\u5f71\u54cd\u00a0<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u53d1\u73b0\u8d85\u7ea7<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u6709\u4e24\u79cd\u4e3b\u8981\u5f71\u54cd\uff1a<\/section>\n<section><\/section>\n<ol>\n<li>\n<section>\u5f15\u53d1\u300c\u8d85\u6fc0\u6d3b\u300d\uff1b<\/section>\n<\/li>\n<li>\n<section>\u6291\u5236\u4e86\u505c\u7528\u8bcd\uff08stopword\uff09\u7684\u751f\u6210\u6982\u7387\u3002<\/section>\n<\/li>\n<\/ol>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f54f6f5b9ca40f74351696c84cb62f9a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f54f6f5b9ca40f74351696c84cb62f9a.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u63a2\u7a76\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u662f\u5b8c\u5168\u901a\u8fc7\u300c\u8d85\u6fc0\u6d3b\u300d\uff0c\u8fd8\u662f\u4e5f\u901a\u8fc7\u5176\u4ed6 token \u6765\u5f71\u54cd\u6a21\u578b\u8d28\u91cf\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u63a7\u5236\u53d8\u91cf\u5b9e\u9a8c\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u539f\u59cb\u6a21\u578b\uff1b<\/section>\n<\/li>\n<li>\n<section>\u79fb\u9664\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\uff0c\u5c06\u5176<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u8bbe\u7f6e\u4e3a 0\uff1b<\/section>\n<\/li>\n<li>\n<section>\u79fb\u9664\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\uff0c\u4f46\u6062\u590d<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u5c42\u4e2d\u7684\u300c\u8d85\u6fc0\u6d3b\u300d\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u5982\u8868 1 \u6240\u793a\u3002\u6062\u590d\u300c\u8d85\u6fc0\u6d3b\u300d\u540e\uff0c\u6a21\u578b\u7684\u5e73\u5747<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\u4ece 35.14 \u6062\u590d\u5230 49.94\uff0c\u6062\u590d\u300c\u8d85\u6fc0\u6d3b\u300d\u633d\u56de\u4e86\u7ea6 42% \u7684\u8d28\u91cf\u635f\u5931\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-49cef8936fe975a6073f3ed8566c57a6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-49cef8936fe975a6073f3ed8566c57a6.png\"><\/a><\/section>\n<section>\u8fd9\u8868\u660e\uff0c\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u5bf9\u6a21\u578b\u6574\u4f53\u8d28\u91cf\u7684\u5f71\u54cd\u5e76\u4e0d\u5b8c\u5168\u7531\u300c\u8d85\u6fc0\u6d3b\u300d\u6240\u5bfc\u81f4\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u5bf9\u8f93\u51fa token <mark data-type=\"concepts\" data-id=\"390f4777-ec4d-4d4e-890b-fcb64dcb764c\">\u6982\u7387\u5206\u5e03<\/mark>\u7684\u5f71\u54cd\u00a0<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u4f1a\u5f71\u54cd\u8f93\u51fa token \u7684<mark data-type=\"concepts\" data-id=\"390f4777-ec4d-4d4e-890b-fcb64dcb764c\">\u6982\u7387\u5206\u5e03<\/mark>\u3002\u4e3a\u6b64\uff0c\u8be5\u56e2\u961f\u7814\u7a76\u4e86\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u5bf9 Lambaba \u6d4b\u8bd5\u96c6\u7684 500 \u4e2a prompt \u7684\u8f93\u51fa token <mark data-type=\"concepts\" data-id=\"390f4777-ec4d-4d4e-890b-fcb64dcb764c\">\u6982\u7387\u5206\u5e03<\/mark>\u6709\u4f55\u5f71\u54cd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4658e2d5fb09188b46fbb98818dd3ea7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4658e2d5fb09188b46fbb98818dd3ea7.png\"><\/a><\/section>\n<section>\u5b9e\u9a8c\u8868\u660e\uff0c\u79fb\u9664\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u540e\uff0c\u505c\u7528\u8bcd\u7684\u751f\u6210\u6982\u7387\u663e\u8457\u653e\u5927\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e Llama-7B \u6a21\u578b\uff0c\u300cthe\u300d\u7684\u751f\u6210\u6982\u7387\u589e\u52a0\u7ea6 2 \u500d\uff0c\u300c.\u300d \u589e\u52a0\u7ea6 5 \u500d\uff0c\u300c,\u300d \u589e\u52a0\u7ea6 10 \u500d<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u66f4\u52a0\u6df1\u5165\u5730\u5256\u6790\uff0c\u7814\u7a76\u56e2\u961f\u8fdb\u884c\u4e86\u6848\u4f8b\u7814\u7a76\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u8f93\u5165 prompt \u4e3a\uff1a\u300cSummer is hot. Winter is \u300d<\/section>\n<\/li>\n<li>\n<section>\u4e0b\u4e00\u4e2a token \u5e94\u4e3a\u300ccold\u300d\uff0c\u8fd9\u662f\u4e00\u4e2a\u5177\u6709\u5f3a\u8bed\u4e49\u7684\u8bcd\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u542b\u6709\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u7684\u539f\u59cb\u6a21\u578b\u80fd\u591f\u4ee5 81.4% \u7684\u9ad8\u6982\u7387\u6b63\u786e\u9884\u6d4b\u3002\u7136\u800c\uff0c\u79fb\u9664\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u540e\uff0c\u6a21\u578b\u9884\u6d4b\u7684\u6700\u591a\u7684\u8bcd\u53d8\u6210\u4e86\u505c\u7528\u8bcd\u300cthe\u300d\uff0c\u5e76\u4e14\u300cthe\u300d\u7684\u6982\u7387\u4ec5\u4e3a 9.0%\uff0c\u5927\u591a\u6570\u60c5\u51b5\u662f\u5728\u80e1\u8a00\u4e71\u8bed\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u8868\u660e\uff0c\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u5bf9\u4e8e\u6a21\u578b\u6b63\u786e\u4e14\u6709\u4fe1\u5fc3\u5730\u9884\u6d4b\u5177\u6709\u8bed\u4e49\u7684\u8bcd\u6c47\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u300c\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u300d\u7684\u91cd\u8981\u6027<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u8fd8\u5206\u6790\u4e86\u8d85\u7ea7<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u5e45\u503c\u53d8\u5316\u5bf9\u6a21\u578b\u8d28\u91cf\u7684\u5f71\u54cd\uff0c\u901a\u8fc7\u5c06\u8d85\u7ea7<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u6309 0.0 \u5230 3.0 \u7684\u7f29\u653e\u56e0\u5b50\u653e\u5927\u3002\u7ed3\u679c\u8868\u660e\uff0c\u9002\u5ea6\u653e\u5927\u5e45\u503c\u53ef\u4ee5\u63d0\u5347\u6a21\u578b<mark data-type=\"concepts\" data-id=\"8be77eae-12da-4e9e-9a88-b7f5bae98c2e\">\u51c6\u786e\u7387<\/mark>\uff0c\u8be6\u89c1\u4e0b\u56fe\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cd9474a8be2e030b1924f563a368f39a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cd9474a8be2e030b1924f563a368f39a.png\"><\/a><\/section>\n<section><strong>\u8d85\u79bb\u7fa4\u503c<mark data-type=\"concepts\" data-id=\"1ccbfcc7-1b56-44d6-b64b-729d855abcb1\">\u611f\u77e5<\/mark><mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark><\/strong><\/section>\n<section><\/section>\n<section><mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u662f\u4e00\u79cd\u538b\u7f29\u6a21\u578b\u548c\u51cf\u5c11\u5185\u5b58\u9700\u6c42\u7684\u5f3a\u5927\u6280\u672f\u3002\u7136\u800c\uff0c\u65e0\u8bba\u662f<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark><mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u8fd8\u662f\u6fc0\u6d3b<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\uff0c\u5f02\u5e38\u503c\u7684\u5b58\u5728\u90fd\u4f1a\u5927\u5927\u964d\u4f4e<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u8d28\u91cf\u3002\u5982\u524d\u6240\u8ff0\uff0c\u7814\u7a76\u8005\u5c06\u8fd9\u4e9b\u6709\u95ee\u9898\u7684\u5f02\u5e38\u503c\uff08\u5305\u62ec\u8d85\u6743\u503c\u548c\u8d85\u6fc0\u6d3b\u503c\uff09\u79f0\u4e3a\u8d85\u5f02\u5e38\u503c\u3002<\/section>\n<section><\/section>\n<section>\u5982\u4e0a\u6240\u793a\uff0c\u8fd9\u4e9b\u8d85\u79bb\u7fa4\u503c\u5bf9\u6a21\u578b\u8d28\u91cf\u7684\u91cd\u8981\u6027\u662f\u4e0d\u6210\u6bd4\u4f8b\u7684\uff0c\u56e0\u6b64\u5728<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u8fc7\u7a0b\u4e2d\u4fdd\u7559\u5b83\u4eec\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section><mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u4e00\u822c\u662f\u5c06\u8fde\u7eed\u503c<mark data-type=\"concepts\" data-id=\"8ec6a68f-ad96-4b85-ab72-6f8931886922\">\u6620\u5c04<\/mark>\u5230\u4e00\u4e2a\u6709\u9650\u7684\u503c\u96c6\uff1b\u8fd9\u91cc\u8003\u8651\u7684\u662f\u5176\u4e2d\u4e00\u79cd\u6700\u7b80\u5355\u7684\u5f62\u5f0f\uff0c\u5373\u975e\u5bf9\u79f0\u8f6e\u81f3\u6700\u8fd1<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-191eb80adf8540090023bfef7b7dc635.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-191eb80adf8540090023bfef7b7dc635.png\"><\/a><\/section>\n<section>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-49ed4f2ded86bdd55d694105bf6055dc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-49ed4f2ded86bdd55d694105bf6055dc.png\"><\/a>\u662f<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u6b65\u957f\uff0cN \u662f\u6bd4\u7279\u6570\u3002\u8bf7\u6ce8\u610f\uff0c\u8ba1\u7b97 \u2206 \u65f6\u4f7f\u7528\u7684\u662f\u6700\u5927\u503c\uff0c\u56e0\u6b64 X \u4e2d\u7684\u8d85\u79bb\u7fa4\u503c\u4f1a\u5927\u5927\u589e\u52a0\u6b65\u957f\u3002\u6b65\u957f\u8d8a\u5927\uff0c\u79bb\u7fa4\u503c\u5e73\u5747\u4f1a\u88ab\u820d\u5165\u5230\u66f4\u8fdc\u7684\u503c\uff0c\u4ece\u800c\u589e\u52a0<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u8bef\u5dee\u3002\u968f\u7740\u8d85\u79bb\u7fa4\u503c\u7684\u589e\u52a0\uff0c\u79bb\u7fa4\u503c\u88ab\u820d\u5165\u5230\u66f4\u5c11\u7684\u79bb\u6563\u503c\u4e2d\uff0c\u66f4\u591a\u7684<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark> bin \u672a\u88ab\u4f7f\u7528\u3002\u8fd9\u6837\uff0c\u8d85\u79bb\u7fa4\u503c\u5c31\u4f1a\u5bfc\u81f4<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u4fdd\u771f\u5ea6\u964d\u4f4e\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u7279\u522b\u8003\u8651\u4e86\u786c\u4ef6\u4ee5\u534a\u7cbe\u5ea6\u6267\u884c\u8fd0\u7b97\u7684\u60c5\u51b5\uff0c\u8fd9\u610f\u5473\u7740<mark data-type=\"concepts\" data-id=\"64cc669a-900a-449c-ac73-f71d0e91fc86\">\u5f20\u91cf<\/mark> X \u5728\u4f7f\u7528\u524d\u4f1a\u8fdb\u884c<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u548c\u53bb<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\uff1b\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4e24\u79cd\u65b9\u6cd5\u5229\u7528\u8d85\u79bb\u7fa4\u503c\u7684<mark data-type=\"concepts\" data-id=\"98fefa6d-e6fc-4a62-abe6-944ed9833445\">\u5148\u9a8c\u77e5\u8bc6<\/mark>\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u4fdd\u7559\u8d85\u79bb\u7fa4\u503c\uff0c\u9632\u6b62\u5bf9\u79bb\u7fa4\u503c<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u4ea7\u751f\u4e0d\u5229\u5f71\u54cd\u3002\u5176\u6b21\uff0c\u5728\u53bb<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u540e\u6062\u590d\u8d85\u79bb\u7fa4\u503c\uff0c\u4ee5\u786e\u4fdd\u8d85\u79bb\u7fa4\u503c\u7684\u6548\u679c\u5f97\u4ee5\u4fdd\u7559\u3002<\/section>\n<section><\/section>\n<section>\u63a5\u4e0b\u6765\u5c06\u4ee5\u4e24\u79cd\u5f62\u5f0f\u5bf9<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u548c\u6fc0\u6d3b\u91c7\u7528\u8fd9\u4e00\u89c2\u70b9\u3002<\/section>\n<section><\/section>\n<section><strong>\u6fc0\u6d3b<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark><\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u4f7f\u7528\u503c\u820d\u5165<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u6280\u672f\u8fdb\u884c\u5b9e\u9a8c\uff0c\u5e76\u505a\u4e86\u4e00\u4e2a\u5c0f\u4fee\u6539\uff1a\u7528\u4e2d\u503c\u66ff\u6362\u8d85\u6fc0\u6d3b\uff08REPLACE\uff09\uff0c<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\uff08Q\uff09\u548c\u53bb<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\uff08Q-1\uff09\u6fc0\u6d3b\uff0c\u7136\u540e\u5728 FP16 \u4e2d\u6062\u590d\u8d85\u6fc0\u6d3b\uff08RESTORE\uff09\u3002\u5177\u4f53\u64cd\u4f5c\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-550368abfcedf305d4a2e00df144b93d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-550368abfcedf305d4a2e00df144b93d.png\"><\/a><\/section>\n<section>\u7531\u4e8e\u8d85\u6fc0\u6d3b\u662f\u5355\u4e2a\u6807\u91cf\uff0c\u56e0\u6b64\u5bf9\u6bd4\u7279\u7387\u548c\u5185\u6838\u590d\u6742\u5ea6\u7684\u5f71\u54cd\u4e0d\u5927\u3002<\/section>\n<section><\/section>\n<section><strong><mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark><mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u00a0<\/strong><\/section>\n<section><\/section>\n<section>\u5c0f\u89c4\u6a21\u5206\u7ec4\u4f1a\u5e26\u6765\u8ba1\u7b97\u548c\u6bd4\u7279\u7387\u5f00\u9500\uff0c\u9700\u8981\u5176\u4ed6\u6280\u672f\u6765\u5904\u7406\u5927\u91cf\u7684\u534a\u7cbe\u5ea6\u523b\u5ea6\u548c\u504f\u5dee\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u7b80\u5355\u7684\u65b9\u6cd5\u6765\u6539\u8fdb INT4 \u7684\u5927\u5757<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u3002\u9996\u5148\uff0c\u8bc6\u522b\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff1b\u5176\u6b21\uff0c\u4e3a\u4e86\u6539\u5584\u79bb\u7fa4\u503c\u62df\u5408\uff0c\u5bf9\u79bb\u7fa4\u503c<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u8fdb\u884c\u526a\u5207\uff08CLIP\uff09\uff0c\u5728\u8fd9\u4e00\u6b65\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u4e5f\u4f1a\u88ab\u526a\u5207\uff0c\u5bf9\u526a\u5207\u540e\u7684<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u8fdb\u884c<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\uff08Q\uff09\u548c\u53bb<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\uff08Q-1\uff09\uff1b\u7136\u540e\uff0c\u4e3a\u4e86\u786e\u4fdd\u4fdd\u7559\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u7684\u6548\u679c\uff0c\u5728\u53bb<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u540e\u6062\u590d\u534a\u7cbe\u5ea6\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\uff08RESTORE\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1d87dcf2d1ca3e56e11c303c0e325d17.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-1d87dcf2d1ca3e56e11c303c0e325d17.png\"><\/a><\/section>\n<section>\u5982\u4e0a\u516c\u5f0f\uff0c\u4f7f\u7528 z-score \u5bf9\u526a\u5207\u8fdb\u884c<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u5316\u3002\u5047\u5b9a\u6240\u6709<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u90fd\u7b26\u5408<mark data-type=\"concepts\" data-id=\"1ae8cd23-a088-4116-a57b-bd3dbf9bfe00\">\u9ad8\u65af\u5206\u5e03<\/mark>\uff0c\u7814\u7a76\u8005\u8ba4\u4e3a\u6240\u6709 z \u503c\u8d85\u8fc7\u67d0\u4e00\u9608\u503c z \u7684\u503c\u90fd\u662f\u79bb\u7fa4\u503c\u3002\u4e3a\u4e86\u8c03\u6574\u8d85<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark> z\uff0c\u7814\u7a76\u8005\u4f7f\u7528 Wikitext-2 \u8bad\u7ec3\u96c6\u4e2d\u7684 500 \u4e2a\u793a\u4f8b\u627e\u5230\u4e86\u6700\u5c0f<mark data-type=\"tech_tasks\" data-id=\"213a4d47-596d-4465-9111-a933baa1ee9f\">\u91cd\u6784<\/mark>\u8bef\u5dee z-score\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5168\u9762\u5c55\u793a\u8d85<mark data-type=\"concepts\" data-id=\"149a12cf-10c2-4555-9899-cc6dee319ef5\">\u6743\u91cd<\/mark>\u7684\u6548\u679c\uff0c\u7814\u7a76\u8005\u5728 LLaMA 7B-30B\u3001Mistral 7B \u548c OLMo \u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\u4e3a\u4e86\u8bc4\u4f30 LLM \u7684\u5b9e\u9645\u5e94\u7528\u80fd\u529b\uff0c\u4ed6\u4eec\u8bc4\u4f30\u4e86\u8fd9\u4e9b\u6a21\u578b\u5728 PIQA\u3001ARC\u3001HellaSwag\u3001Lambada \u548c Winogrande \u7b49\u96f6\u6837\u672c<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u4e0a\u7684\u7cbe\u5ea6\u3002\u7ec6\u8282\u5982\u4e0b\u6240\u793a\u3002<\/section>\n<section><\/section>\n<section><strong>\u6fc0\u6d3b<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark><\/strong><\/section>\n<section><\/section>\n<section>\u8868 3 \u6bd4\u8f83\u4e86\u672c\u6587\u65b9\u6cd5\u548c SmoothQuant\u3002\u5bf9\u4e8e\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u4e09\u4e2a Llama \u6a21\u578b\uff0c\u672c\u6587\u65b9\u6cd5\u6bd4 SmoothQuant \u7684 naive <mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u65b9\u6cd5\u63d0\u9ad8\u4e86 70%\u3002\u5728\u4f7f\u7528 Llama7B \u7684 C4 \u6570\u636e\u96c6\u548c\u4f7f\u7528 Llama-30B \u7684 Wikitext \u6570\u636e\u96c6\u4e0a\uff0c\u672c\u6587\u6539\u8fdb\u5e45\u5ea6\u8d85\u8fc7 SmoothQuant \u7684 80%\u3002\u8fd9\u610f\u5473\u7740\uff0c\u4e0e\u66f4\u590d\u6742\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0c\u7ecf\u8fc7\u5927\u5e45\u7b80\u5316\u7684<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u65b9\u6cd5\u53ef\u4ee5\u83b7\u5f97\u5177\u6709\u7ade\u4e89\u529b\u7684\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b3edb44324bb54158a12b383b4e586ad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b3edb44324bb54158a12b383b4e586ad.png\"><\/a><\/section>\n<section>\u968f\u540e\uff0c\u7814\u7a76\u8005\u6269\u5927\u4e86\u8bc4\u4f30\u8303\u56f4\uff0c\u7eb3\u5165\u4e86\u66f4\u591a\u7684 LLM\uff1aOLMo\uff081B \u548c 7B\uff09\u3001Mistral-7B \u548c Llama-2-7B\uff0c\u7ed3\u679c\u5982\u8868 4 \u548c\u9644\u5f55\u8868 7 \u6240\u793a\u3002\u8fd9\u4e9b\u6a21\u578b\u4ee3\u8868\u4e86\u4e0d\u540c\u7684\u67b6\u6784\u548c\u8bad\u7ec3\u8303\u5f0f\uff0c\u80fd\u591f\u8bc4\u4f30<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u65b9\u6cd5\u7684\u901a\u7528\u6027\u3002\u7531\u4e8e SmoothQuant \u6ca1\u6709\u62a5\u544a\u8fd9\u7ec4\u6a21\u578b\uff0c\u56e0\u6b64\u7814\u7a76\u8005\u5c06\u4ed6\u4eec\u7684\u7ed3\u679c\u4e0e naive W8A8 <mark data-type=\"tech_tasks\" 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