{"id":34336,"date":"2024-12-04T21:32:45","date_gmt":"2024-12-04T13:32:45","guid":{"rendered":"https:\/\/17aitech.com\/?p=34336"},"modified":"2024-12-04T21:50:09","modified_gmt":"2024-12-04T13:50:09","slug":"%e3%80%90%e5%ad%a6%e4%b9%a0%e5%b7%a5%e5%85%b7%e5%88%86%e4%ba%ab%e3%80%91transformer%e5%ad%a6%e4%b9%a0%e5%88%a9%e5%99%a8%ef%bc%9atransformer-explainer%e5%8f%af%e8%a7%86%e5%8c%96%e5%b7%a5%e5%85%b7","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34336","title":{"rendered":"\u3010\u5b66\u4e60\u5de5\u5177\u3011Transformer\u5b66\u4e60\u5229\u5668\uff1atransformer-explainer\u53ef\u89c6\u5316\u5de5\u5177"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=34336\/#%E5%89%8D%E8%A8%80\" >\u524d\u8a00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=34336\/#%E5%B7%A5%E5%85%B7%E7%AE%80%E4%BB%8B\" >\u5de5\u5177\u7b80\u4ecb<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=34336\/#%E5%8A%9F%E8%83%BD%E4%BB%8B%E7%BB%8D\" >\u529f\u80fd\u4ecb\u7ecd<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=34336\/#%E8%B5%84%E6%96%99\" >\u8d44\u6599<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=34336\/#%E9%83%A8%E7%BD%B2%E6%96%B9%E6%B3%95\" >\u90e8\u7f72\u65b9\u6cd5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=34336\/#%E7%8E%AF%E5%A2%83%E8%A6%81%E6%B1%82\" >\u73af\u5883\u8981\u6c42<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=34336\/#%E9%83%A8%E7%BD%B2%E6%96%B9%E6%B3%95-2\" >\u90e8\u7f72\u65b9\u6cd5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/17aitech.com\/?p=34336\/#%E4%BD%93%E9%AA%8C%E5%9C%B0%E5%9D%80\" >\u4f53\u9a8c\u5730\u5740<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E5%89%8D%E8%A8%80\"><\/span>\u524d\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><code>Transformer<\/code> \u67b6\u6784\u5df2\u7ecf\u6210\u4e3a\u5927\u6a21\u578b\u7684\u4e3b\u6d41\u67b6\u6784\uff0c\u4f46\u662f <code>Transformer<\/code> \u6a21\u578b\u7684\u5185\u90e8\u5de5\u4f5c\u539f\u7406\u5f80\u5f80\u96be\u4ee5\u7406\u89e3\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3 <code>Transformer<\/code> \u6a21\u578b\u7684\u5de5\u4f5c\u673a\u5236\uff0c<code>Transformer Explainer<\/code> \u53ef\u89c6\u5316\u5de5\u5177\u5e94\u8fd0\u800c\u751f\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%B7%A5%E5%85%B7%E7%AE%80%E4%BB%8B\"><\/span>\u5de5\u5177\u7b80\u4ecb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><code>Transformer Explainer<\/code> \u662f\u4e00\u6b3e\u5f00\u6e90\u7684\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u5de5\u5177,\u65e8\u5728\u5e2e\u52a9\u4efb\u4f55\u4eba\u4e86\u89e3\u57fa\u4e8e <code>Transformer<\/code> \u7684\u6a21\u578b(\u5982 GPT)\u7684\u5de5\u4f5c\u539f\u7406\u3002\u5b83\u5728\u60a8\u7684\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u4e00\u4e2a\u5b9e\u65f6\u7684 <code>GPT-2<\/code> \u6a21\u578b\uff0c\u5e76\u5b9e\u65f6\u89c2\u5bdf <code>Transformer<\/code> \u7684\u5185\u90e8\u7ec4\u4ef6\u548c\u64cd\u4f5c\u5982\u4f55\u534f\u540c\u5de5\u4f5c\u6765\u9884\u6d4b\u4e0b\u4e00\u4e2a\u4ee4\u724c\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%8A%9F%E8%83%BD%E4%BB%8B%E7%BB%8D\"><\/span>\u529f\u80fd\u4ecb\u7ecd<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><code>Transformer Explainer<\/code> \u7684\u4e3b\u8981\u529f\u80fd\u5305\u62ec:<\/p>\n<ul>\n<li>\n<p>\u8bcd\u5d4c\u5165\u53ef\u89c6\u5316\uff1a\u901a\u8fc7\u5bf9\u8bcd\u5d4c\u5165\u7684\u53ef\u89c6\u5316\uff0c\u5e2e\u52a9\u7528\u6237\u7406\u89e3<code>embedding<\/code>\u4ee5\u53ca<code>positional encoding<\/code>\u7684\u4f5c\u7528\u3002\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/\u8bcd\u5d4c\u5165\u53ef\u89c6\u5316.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/\u8bcd\u5d4c\u5165\u53ef\u89c6\u5316.png\" alt=\"\" \/><\/a><\/p>\n<\/li>\n<li>\n<p>QKVkey\u53ef\u89c6\u5316\uff1a\u5c06 <code>Query<\/code>\u3001<code>Key<\/code> \u548c <code>Value<\/code> \u5411\u91cf\u53ef\u89c6\u5316\uff0c\u5e2e\u52a9\u7528\u6237\u7406\u89e3\u8bcd\u5d4c\u5165\u4e0e<code>QKV\u6743\u91cd<\/code>\u7684\u8ba1\u7b97\u8fc7\u7a0b\u3002\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/QKV\u8ba1\u7b97\u8fc7\u7a0b\u53ef\u89c6\u5316.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/QKV\u8ba1\u7b97\u8fc7\u7a0b\u53ef\u89c6\u5316.png\" alt=\"\" \/><\/a><\/p>\n<\/li>\n<li>\n<p>\u6ce8\u610f\u529b\u6743\u91cd\u53ef\u89c6\u5316\uff1a\u5c06<code>\u591a\u5934\u6ce8\u610f\u529b<\/code>\u8ba1\u7b97\u8fc7\u7a0b\u53ef\u89c6\u5316\uff0c\u5e2e\u52a9\u7528\u6237\u7406\u89e3<code>\u591a\u5934\u6ce8\u610f\u529b<\/code>\u4ee5\u53ca<code>\u63a9\u7801<\/code>\u7684\u4f5c\u7528\u3002\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/\u591a\u5934\u6ce8\u610f\u529b\u53ef\u89c6\u5316.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/\u591a\u5934\u6ce8\u610f\u529b\u53ef\u89c6\u5316.png\" alt=\"\" \/><\/a><\/p>\n<\/li>\n<li>\n<p>\u8f93\u51fa\u6982\u7387\u53ef\u89c6\u5316\uff1a\u5c55\u793a <code>Transformer<\/code> \u6bcf\u6b21\u6267\u884c\u9884\u6d4b\u65f6\uff0c\u9884\u6d4b\u8bcd\u7684\u6982\u7387\u5206\u5e03\u3002\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/\u6982\u7387\u5206\u5e03\u53ef\u89c6\u5316.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/\u6982\u7387\u5206\u5e03\u53ef\u89c6\u5316.png\" alt=\"\" \/><\/a><\/p>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E8%B5%84%E6%96%99\"><\/span>\u8d44\u6599<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\u5de5\u5177\u539f\u59cbGit\u4ed3\u5e93\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/poloclub\/transformer-explainer\">https:\/\/github.com\/poloclub\/transformer-explainer<\/a><\/li>\n<li>\u6c49\u5316\u7ffb\u8bd1Git\u4ed3\u5e93\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/domonic18\/transformer-explainer\">https:\/\/github.com\/domonic18\/transformer-explainer<\/a><\/li>\n<li>\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2408.04619\">https:\/\/arxiv.org\/abs\/2408.04619<\/a><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E9%83%A8%E7%BD%B2%E6%96%B9%E6%B3%95\"><\/span>\u90e8\u7f72\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><code>transformer-explainer<\/code> \u53ef\u4ee5\u672c\u5730\u5316\u90e8\u7f72\uff0c\u90e8\u7f72\u65b9\u6cd5\u5982\u4e0b\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%8E%AF%E5%A2%83%E8%A6%81%E6%B1%82\"><\/span>\u73af\u5883\u8981\u6c42<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>Node.js v20 \u6216\u66f4\u9ad8\u7248\u672c<\/li>\n<li>NPM v10 \u6216\u66f4\u9ad8\u7248\u672c<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E9%83%A8%E7%BD%B2%E6%96%B9%E6%B3%95-2\"><\/span>\u90e8\u7f72\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<pre><code class=\"language-bash\">git clone https:\/\/github.com\/domonic18\/transformer-explainer.git\ncd transformer-explainer\nnpm install\nnpm run dev<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BD%93%E9%AA%8C%E5%9C%B0%E5%9D%80\"><\/span>\u4f53\u9a8c\u5730\u5740<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5bf9\u4e8e\u4e0d\u65b9\u4fbf\u8fdb\u884c\u672c\u5730\u5316\u90e8\u7f72\u7684\u7528\u6237\uff0c\u53ef\u4ee5\u4f7f\u7528<code>17aitech<\/code>\u642d\u5efa\u7684\u5728\u7ebf\u73af\u5883\u3002<\/p>\n<p>\u6ce8\u610f\u4e8b\u9879\uff1a<\/p>\n<ul>\n<li>\u56e0\u4e3a\u662f\u5728\u7ebf\u73af\u5883\uff0c\u6240\u4ee5\u8be5\u5de5\u5177\u4f1a\u4e0b\u8f7d<code>GPT2\u6a21\u578b(\u7ea6600M)<\/code>\uff0c\u5bf9\u4e8e\u7f51\u7edc\u8f83\u6162\u7684\u7528\u6237\uff0c\u53ef\u80fd\u9700\u8981\u82b1\u8d39\u4e00\u5b9a\u7684\u65f6\u95f4\u3002<\/li>\n<li>\u56e0\u4e3a\u670d\u52a1\u5668\u5e26\u5bbd\u53ca\u7ef4\u62a4\u6210\u672c\u652f\u51fa\uff0c\u8be5\u9879\u76ee\u76ee\u524d\u4ec5\u965017aitech\u7684<code>\u6ce8\u518c\u4f1a\u5458<\/code>\u624d\u53ef\u67e5\u770b\u8bbf\u95ee\u3002<\/li>\n<li>\u76ee\u524d\u8be5\u5de5\u5177\u4ec5\u652f\u6301\u82f1\u6587\u8f93\u5165\uff0c\u4e2d\u6587<code>\u6682\u4e0d\u652f\u6301<\/code>\u3002<\/li>\n<\/ul>\n\n<!--more-->\n\n<p><a href=\"http:\/\/transf.17aitech.com\/\">http:\/\/transf.17aitech.com\/<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 Transformer \u67b6\u6784\u5df2\u7ecf\u6210 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":34337,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"aside","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","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 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