{"id":117,"date":"2025-03-17T15:27:07","date_gmt":"2025-03-17T19:27:07","guid":{"rendered":"https:\/\/businessphysics.ai\/?p=117"},"modified":"2025-03-17T15:33:47","modified_gmt":"2025-03-17T19:33:47","slug":"understanding-transformer-architecture-in-simple-terms","status":"publish","type":"post","link":"https:\/\/businessphysics.ai\/zh\/understanding-transformer-architecture-in-simple-terms\/","title":{"rendered":"\u7c21\u55ae\u7406\u89e3 Transformer \u67b6\u69cb"},"content":{"rendered":"<h2 class=\"wp-block-heading\">\u4ec0\u9ebc\u662f Transformer\uff1f<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Transformer \u662f\u4e00\u7a2e\u795e\u7d93\u7db2\u8def\u67b6\u69cb\uff0c\u56e0\u5176\u80fd\u5920\u300c\u6539\u8b8a\u300d\u4eba\u5de5\u667a\u6167 (AI) \u8655\u7406\u8cc7\u6599\u5e8f\u5217\uff08\u5c24\u5176\u662f\u6587\u5b57\uff09\u7684\u65b9\u5f0f\u800c\u5f97\u540d\u3002 <\/p>\n<\/blockquote>\n\n\n\n<p>\u8c37\u6b4c\u7814\u7a76\u4eba\u54e1\u5728 2017 \u5e74\u7684\u8ad6\u6587\u4e2d\u4ecb\u7d39\u4e86\u9019\u9805\u6280\u8853\uff0c <em>\u4f60\u53ea\u9700\u8981\u6ce8\u610f\u529b<\/em>Transformers \u900f\u904e\u4f7f\u7528\u4e00\u7a2e\u7a31\u70ba <strong>\u81ea\u8a3b\u610f\u529b\u6a5f\u5236<\/strong> \uff08\u6208\u723e\u9b6f\u5df4\u91cc\uff09\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc\u53eb\u300cTransformer\u300d\uff1f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8b8a\u58d3\u5668<\/strong> \u56e0\u70ba\u5b83\u5011\u6539\u8b8a\u4e86\u4eba\u5de5\u667a\u6167\u7406\u89e3\u6587\u5b57\u5e8f\u5217\u7684\u65b9\u5f0f\uff0c\u6240\u4ee5\u624d\u5f97\u540d\u3002<\/li>\n\n\n\n<li>\u50b3\u7d71\u7684\u4eba\u5de5\u667a\u6167\u6a21\u578b\u6309\u9806\u5e8f\uff08\u9010\u5b57\uff09\u8655\u7406\u6587\u672c\uff0c\u5c0e\u81f4\u8655\u7406\u901f\u5ea6\u66f4\u6162\u4e14\u6e96\u78ba\u6027\u66f4\u4f4e\u3002<\/li>\n\n\n\n<li>\u76f8\u53cd\uff0cTransformers \u6703\u540c\u6642\u5206\u6790\u6574\u500b\u6587\u672c\uff0c\u7121\u8ad6\u55ae\u5b57\u7684\u4f4d\u7f6e\u5982\u4f55\uff0c\u90fd\u80fd\u8fa8\u8b58\u51fa\u55ae\u5b57\u4e4b\u9593\u7684\u95dc\u4fc2\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">\u95dc\u9375\u5275\u65b0\uff1a\u81ea\u8a3b\u610f\u529b\u6a5f\u5236<\/h2>\n\n\n\n<p>\u81ea\u6211\u5c08\u6ce8\u6a5f\u5236 (Self-Attention) \u5141\u8a31 AI \u8b58\u5225\u4e26\u512a\u5148\u8655\u7406\u53e5\u5b50\u4e2d\u6700\u91cd\u8981\u7684\u55ae\u8a5e\uff0c\u800c\u4e0d\u7ba1\u5b83\u5011\u7684\u4f4d\u7f6e\u5982\u4f55\uff08Golroudbari\uff09\u3002<\/p>\n\n\n\n<p><strong>\u4f8b\u5b50\uff1a<\/strong><\/p>\n\n\n\n<p><em>\u53e5\u5b50<\/em>\uff1a\u201c\u8c93\u5750\u5728\u588a\u5b50\u4e0a\u3002\u201d<\/p>\n\n\n\n<p>\u8a72\u6a21\u578b\u77e5\u9053\u201ccat\u201d\u548c\u201cmat\u201d\u662f\u5bc6\u5207\u76f8\u95dc\u7684\uff0c\u5373\u4f7f\u5b83\u5011\u88ab\u5176\u4ed6\u55ae\u5b57\u9694\u958b\u3002\u9019\u7a2e\u80fd\u529b\u4f7f\u5f97\u7406\u89e3\u60c5\u5883\u548c\u95dc\u4fc2\u66f4\u52a0\u6e96\u78ba\u548c\u6709\u6548\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"566\" height=\"498\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/head-view.gif\" alt=\"\" class=\"wp-image-118\" \/><\/figure>\n\n\n\n<p>\u4fe1\u7528\uff1a&nbsp;<a href=\"https:\/\/github.com\/jessevig\/bertviz\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/jessevig\/bertviz<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Transformer \u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n\n\n\n<p>Transformer \u7684\u904b\u4f5c\u5206\u70ba\u5e7e\u500b\u6b65\u9a5f\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u8f38\u5165\u5d4c\u5165<\/strong>\uff1a\u5c07\u55ae\u5b57\u8f49\u63db\u6210\u6578\u5b57\u8868\u793a\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u8a3b\u610f\u529b\u6a5f\u5236<\/strong>\uff1a\u540c\u6642\u8fa8\u8b58\u4e26\u78ba\u5b9a\u76f8\u95dc\u8a5e\u8a9e\u7684\u512a\u5148\u9806\u5e8f\u3002<\/li>\n\n\n\n<li><strong>\u524d\u994b\u5c64<\/strong>\uff1a\u8655\u7406\u4e26\u63d0\u7149\u9019\u4e9b\u8cc7\u8a0a\u3002<\/li>\n\n\n\n<li><strong>\u8f38\u51fa\u751f\u6210<\/strong>\uff1a\u7522\u751f\u6709\u610f\u7fa9\u7684\u7d50\u679c\uff08\u4f8b\u5982\u56de\u61c9\u6216\u7ffb\u8b6f\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">\u8b8a\u58d3\u5668\u70ba\u4f55\u5982\u6b64\u91cd\u8981\uff1f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u901f\u5ea6<\/strong>\uff1a\u5b83\u5011\u4e00\u6b21\u8655\u7406\u6240\u6709\u55ae\u8a5e\uff0c\u800c\u4e0d\u662f\u6309\u9806\u5e8f\u8655\u7406\u3002<\/li>\n\n\n\n<li><strong>\u6548\u7387<\/strong>\uff1a\u6e1b\u5c11\u8a08\u7b97\u6642\u9593\u548c\u8907\u96dc\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u6e96\u78ba\u6027<\/strong>\uff1a\u900f\u904e\u66f4\u597d\u5730\u6355\u6349\u4e0a\u4e0b\u6587\u548c\u8a5e\u8a9e\u95dc\u4fc2\u4f86\u63d0\u9ad8\u7406\u89e3\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5be6\u969b\u61c9\u7528<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u804a\u5929\u6a5f\u5668\u4eba\uff08\u4f8b\u5982 ChatGPT\uff09<\/li>\n\n\n\n<li>\u7ffb\u8b6f\u5de5\u5177<\/li>\n\n\n\n<li>AI\u5167\u5bb9\u751f\u6210\u5de5\u5177<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u6982\u62ec<\/h2>\n\n\n\n<p>Transformer \u5f9e\u6839\u672c\u4e0a\u6539\u8b8a\u4e86 AI \u7406\u89e3\u548c\u8655\u7406\u8a9e\u8a00\u7684\u65b9\u5f0f\uff0c\u5b83\u5229\u7528\u81ea\u6211\u6ce8\u610f\u529b\u4f86\u6709\u6548\u6355\u6349\u55ae\u5b57\u4e4b\u9593\u7684\u95dc\u4fc2\uff0c\u4f7f\u5f97 AI \u5728\u7ffb\u8b6f\u3001\u5167\u5bb9\u5275\u5efa\u548c\u804a\u5929\u6a5f\u5668\u4eba\u7b49\u4efb\u52d9\u4e2d\u904b\u884c\u5f97\u66f4\u5feb\u3001\u66f4\u6e96\u78ba\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">\u53c3\u8003\u6587\u737b<\/h2>\n\n\n\n<p>Golroudbari\uff0cArman Asgharpoor\u3002 \u201c\u7406\u89e3\u81ea\u6211\u6ce8\u610f\u529b\u2014\u2014\u5faa\u5e8f\u6f38\u9032\u7684\u6307\u5357\u3002\u201d <a href=\"https:\/\/armanasq.github.io\/nlp\/self-attention\/\"><em>armanasq.github.io<\/em>\u81ea\u6211\u6ce8\u610f<\/a>\u3002\u700f\u89bd\u65e5\u671f\uff1a2025 \u5e74 3 \u6708 17 \u65e5\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>What Are Transformers? Transformers are a type of neural network architecture named for their ability to &#8220;transform&#8221; how artificial intelligence (AI) processes sequences of data, especially text. Introduced by Google researchers in their 2017 paper, Attention Is All You Need, Transformers significantly improved Natural Language Processing (NLP) tasks by using a mechanism called Self-Attention (Golroudbari). [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[],"class_list":["post-117","post","type-post","status-publish","format-standard","hentry","category-ai-article"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Understanding Transformer Architecture in Simple Terms - Business Physics AI Lab<\/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:\/\/businessphysics.ai\/zh\/understanding-transformer-architecture-in-simple-terms\/\" \/>\n<meta property=\"og:locale\" content=\"zh_HK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Understanding Transformer Architecture in Simple Terms - Business Physics AI Lab\" \/>\n<meta property=\"og:description\" content=\"What Are Transformers? Transformers are a type of neural network architecture named for their ability to &#8220;transform&#8221; how artificial intelligence (AI) processes sequences of data, especially text. Introduced by Google researchers in their 2017 paper, Attention Is All You Need, Transformers significantly improved Natural Language Processing (NLP) tasks by using a mechanism called Self-Attention (Golroudbari). [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/businessphysics.ai\/zh\/understanding-transformer-architecture-in-simple-terms\/\" \/>\n<meta property=\"og:site_name\" content=\"Business Physics AI Lab\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-17T19:27:07+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-17T19:33:47+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/head-view.gif\" \/>\n\t<meta property=\"og:image:width\" content=\"566\" \/>\n\t<meta property=\"og:image:height\" content=\"498\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/gif\" \/>\n<meta name=\"author\" content=\"Hichem Benzair\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Hichem Benzair\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9810\u8a08\u95b1\u8b80\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\u9418\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/\"},\"author\":{\"name\":\"Hichem Benzair\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/person\\\/3f462f79c4b4d3b3d4fda03f03263bbc\"},\"headline\":\"Understanding Transformer Architecture in Simple Terms\",\"datePublished\":\"2025-03-17T19:27:07+00:00\",\"dateModified\":\"2025-03-17T19:33:47+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/\"},\"wordCount\":311,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/head-view.gif\",\"articleSection\":[\"AI Article\"],\"inLanguage\":\"zh-HK\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/\",\"name\":\"Understanding Transformer Architecture in Simple Terms - Business Physics AI Lab\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/head-view.gif\",\"datePublished\":\"2025-03-17T19:27:07+00:00\",\"dateModified\":\"2025-03-17T19:33:47+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/#breadcrumb\"},\"inLanguage\":\"zh-HK\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-HK\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/#primaryimage\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/head-view.gif\",\"contentUrl\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/head-view.gif\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/understanding-transformer-architecture-in-simple-terms\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/businessphysics.ai\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Understanding Transformer Architecture in Simple Terms\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#website\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/\",\"name\":\"Business Physics AI Lab\",\"description\":\"About the Founder: Professor Thomas Hormaza Dow fosters an environment where research meets application, and where interns, researchers, and industry leaders collaborate to unlock new frontiers.\",\"publisher\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/businessphysics.ai\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-HK\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#organization\",\"name\":\"Business Physics AI Lab\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-HK\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/business-physics-logo-large-720.jpg\",\"contentUrl\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/business-physics-logo-large-720.jpg\",\"width\":720,\"height\":720,\"caption\":\"Business Physics AI Lab\"},\"image\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/person\\\/3f462f79c4b4d3b3d4fda03f03263bbc\",\"name\":\"Hichem Benzair\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-HK\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/05dd03546ad6af9acfa51f5450a2e74f167c3259d223e556d2d438634927bf26?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/05dd03546ad6af9acfa51f5450a2e74f167c3259d223e556d2d438634927bf26?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/05dd03546ad6af9acfa51f5450a2e74f167c3259d223e556d2d438634927bf26?s=96&d=mm&r=g\",\"caption\":\"Hichem Benzair\"},\"url\":\"https:\\\/\\\/businessphysics.ai\\\/zh\\\/author\\\/hichem-benzair\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Understanding Transformer Architecture in Simple Terms - Business Physics AI Lab","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:\/\/businessphysics.ai\/zh\/understanding-transformer-architecture-in-simple-terms\/","og_locale":"zh_HK","og_type":"article","og_title":"Understanding Transformer Architecture in Simple Terms - Business Physics AI Lab","og_description":"What Are Transformers? Transformers are a type of neural network architecture named for their ability to &#8220;transform&#8221; how artificial intelligence (AI) processes sequences of data, especially text. Introduced by Google researchers in their 2017 paper, Attention Is All You Need, Transformers significantly improved Natural Language Processing (NLP) tasks by using a mechanism called Self-Attention (Golroudbari). [&hellip;]","og_url":"https:\/\/businessphysics.ai\/zh\/understanding-transformer-architecture-in-simple-terms\/","og_site_name":"Business Physics AI Lab","article_published_time":"2025-03-17T19:27:07+00:00","article_modified_time":"2025-03-17T19:33:47+00:00","og_image":[{"url":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/head-view.gif","width":566,"height":498,"type":"image\/gif"}],"author":"Hichem Benzair","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"Hichem Benzair","\u9810\u8a08\u95b1\u8b80\u6642\u9593":"2 \u5206\u9418"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/#article","isPartOf":{"@id":"https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/"},"author":{"name":"Hichem Benzair","@id":"https:\/\/businessphysics.ai\/#\/schema\/person\/3f462f79c4b4d3b3d4fda03f03263bbc"},"headline":"Understanding Transformer Architecture in Simple Terms","datePublished":"2025-03-17T19:27:07+00:00","dateModified":"2025-03-17T19:33:47+00:00","mainEntityOfPage":{"@id":"https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/"},"wordCount":311,"commentCount":0,"publisher":{"@id":"https:\/\/businessphysics.ai\/#organization"},"image":{"@id":"https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/#primaryimage"},"thumbnailUrl":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/head-view.gif","articleSection":["AI Article"],"inLanguage":"zh-HK","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/","url":"https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/","name":"Understanding Transformer Architecture in Simple Terms - Business Physics AI Lab","isPartOf":{"@id":"https:\/\/businessphysics.ai\/#website"},"primaryImageOfPage":{"@id":"https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/#primaryimage"},"image":{"@id":"https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/#primaryimage"},"thumbnailUrl":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/head-view.gif","datePublished":"2025-03-17T19:27:07+00:00","dateModified":"2025-03-17T19:33:47+00:00","breadcrumb":{"@id":"https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/#breadcrumb"},"inLanguage":"zh-HK","potentialAction":[{"@type":"ReadAction","target":["https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/"]}]},{"@type":"ImageObject","inLanguage":"zh-HK","@id":"https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/#primaryimage","url":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/head-view.gif","contentUrl":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/head-view.gif"},{"@type":"BreadcrumbList","@id":"https:\/\/businessphysics.ai\/understanding-transformer-architecture-in-simple-terms\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/businessphysics.ai\/"},{"@type":"ListItem","position":2,"name":"Understanding Transformer Architecture in Simple Terms"}]},{"@type":"WebSite","@id":"https:\/\/businessphysics.ai\/#website","url":"https:\/\/businessphysics.ai\/","name":"\u5546\u696d\u7269\u7406\u4eba\u5de5\u667a\u6167\u5be6\u9a57\u5ba4","description":"\u95dc\u65bc\u5275\u8fa6\u4eba\uff1aThomas Hormaza Dow \u6559\u6388\u5275\u9020\u4e86\u4e00\u500b\u7814\u7a76\u8207\u61c9\u7528\u76f8\u7d50\u5408\u7684\u74b0\u5883\uff0c\u5be6\u7fd2\u751f\u3001\u7814\u7a76\u4eba\u54e1\u548c\u7522\u696d\u9818\u8896\u5728\u9019\u88e1\u5408\u4f5c\u958b\u62d3\u65b0\u7684\u9818\u57df\u3002","publisher":{"@id":"https:\/\/businessphysics.ai\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/businessphysics.ai\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-HK"},{"@type":"Organization","@id":"https:\/\/businessphysics.ai\/#organization","name":"\u5546\u696d\u7269\u7406\u4eba\u5de5\u667a\u6167\u5be6\u9a57\u5ba4","url":"https:\/\/businessphysics.ai\/","logo":{"@type":"ImageObject","inLanguage":"zh-HK","@id":"https:\/\/businessphysics.ai\/#\/schema\/logo\/image\/","url":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/01\/business-physics-logo-large-720.jpg","contentUrl":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/01\/business-physics-logo-large-720.jpg","width":720,"height":720,"caption":"Business Physics AI Lab"},"image":{"@id":"https:\/\/businessphysics.ai\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/businessphysics.ai\/#\/schema\/person\/3f462f79c4b4d3b3d4fda03f03263bbc","name":"\u5e0c\u8d6b\u59c6\u00b7\u672c\u624e\u723e","image":{"@type":"ImageObject","inLanguage":"zh-HK","@id":"https:\/\/secure.gravatar.com\/avatar\/05dd03546ad6af9acfa51f5450a2e74f167c3259d223e556d2d438634927bf26?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/05dd03546ad6af9acfa51f5450a2e74f167c3259d223e556d2d438634927bf26?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/05dd03546ad6af9acfa51f5450a2e74f167c3259d223e556d2d438634927bf26?s=96&d=mm&r=g","caption":"Hichem Benzair"},"url":"https:\/\/businessphysics.ai\/zh\/author\/hichem-benzair\/"}]}},"_links":{"self":[{"href":"https:\/\/businessphysics.ai\/zh\/wp-json\/wp\/v2\/posts\/117","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/businessphysics.ai\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/businessphysics.ai\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/businessphysics.ai\/zh\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/businessphysics.ai\/zh\/wp-json\/wp\/v2\/comments?post=117"}],"version-history":[{"count":2,"href":"https:\/\/businessphysics.ai\/zh\/wp-json\/wp\/v2\/posts\/117\/revisions"}],"predecessor-version":[{"id":120,"href":"https:\/\/businessphysics.ai\/zh\/wp-json\/wp\/v2\/posts\/117\/revisions\/120"}],"wp:attachment":[{"href":"https:\/\/businessphysics.ai\/zh\/wp-json\/wp\/v2\/media?parent=117"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/businessphysics.ai\/zh\/wp-json\/wp\/v2\/categories?post=117"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/businessphysics.ai\/zh\/wp-json\/wp\/v2\/tags?post=117"}],"curies":[{"name":"WP","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}