{"id":177943,"date":"2023-12-13T01:39:57","date_gmt":"2023-12-12T17:39:57","guid":{"rendered":"https:\/\/nildeco.my\/?p=177943"},"modified":"2026-07-19T17:42:37","modified_gmt":"2026-07-19T09:42:37","slug":"rasbt-llms-from-scratch-implement-a-chatgpt-like-llm-in-pytorch-from-scratch-step-by-step","status":"publish","type":"post","link":"https:\/\/nildeco.my\/?p=177943","title":{"rendered":"Rasbt Llms-from-scratch: Implement A Chatgpt-like Llm In Pytorch From Scratch, Step By Step"},"content":{"rendered":"<div class=\"toc\" style=\"background: #f9f9f9;border: 1px solid #aaa;display: table;margin-bottom: 1em;padding: 1em;width: 350px;\">\n<p style=\"font-weight: 700;text-align: center;\">Content<\/p>\n<ul>\n<li><a href=\"#repository-files-navigation\">Repository Files Navigation<\/a><\/li>\n<\/ul>\n<\/div>\n<p><img decoding=\"async\" class=\"wp-post-image\" style=\"display: block;margin-left:auto;margin-right:auto;\" width=\"600px\" alt=\"are crypto casinos legal in the uk\" 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you have downloaded this code bundle from the Manning website and are viewing it on your local computer, I recommend using a Markdown editor or previewer for proper viewing. Implement a ChatGPT-like LLM in PyTorch from scratch, step by step Similar to Build A Large Language Model (From Scratch), Build A Reasoning Model (From Scratch) takes a hands-on approach implementing these methods from scratch. Build A Reasoning Model (From Scratch), while a standalone book, can be considered as a sequel to Build A Large Language Model (From Scratch). Additionally, the code automatically utilizes GPUs if they are available. This approach ensures that a wide audience can engage with the material. The mental model below summarizes the contents covered in this book.<\/p>\n<p>In this book, I&apos;ll guide you through creating your own LLM, explaining each stage with clear text, diagrams, and examples.<\/p>\n<p>In addition to the code exercises, you can download a free 170-page PDF titled Test Yourself On Build a Large Language Model (From Scratch) from the Manning website. It starts with a pretrained model and implements different reasoning approaches, including inference-time scaling, reinforcement learning, and distillation, to improve the model&apos;s reasoning capabilities. The course is organized into chapters and sections that mirror the book&apos;s structure so that it can be used as a standalone alternative to the book or complementary code-along resource. A 17-hour and 15-minute companion video course where I code through each chapter of the book. The code in the main chapters of this book is designed to run on conventional laptops within a reasonable timeframe and does not require specialized hardware. This book uses PyTorch to implement the code from scratch without using any external LLM libraries. With this knowledge, you will be well prepared to explore the fascinating world of LLMs and understand the concepts and code examples presented <a href=\"https:\/\/tescoslots.com\/\">tesco slots gambling app<\/a> in this book.<\/p>\n<h3 id=\"repository-files-navigation\">Repository Files Navigation<\/h3>\n<p>The solutions are summarized in Appendix C, and the corresponding code notebooks are available  in the main chapter folders of this repository (for example, .\/ch02\/01_main-chapter-code\/exercise-solutions.ipynb. In addition, this book includes code for loading the weights of larger pretrained models for finetuning. In Build a Large Language Model (From Scratch), you&apos;ll learn and understand how large language models (LLMs) work from the inside out by coding them from the ground up, step by step. This repository contains the code for developing, pretraining, and finetuning a GPT-like LLM and is the official code repository for the book Build a Large Language Model (From Scratch). If you find this book or code useful for your research, please consider citing it.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Content Repository Files Navigation If you have downloaded this code bundle from the Manning website and are viewing it on your local computer, I recommend using a Markdown editor or previewer for proper viewing. Implement a ChatGPT-like LLM in PyTorch from scratch, step by step Similar to Build A Large Language Model (From Scratch), Build [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"yst_prominent_words":[],"class_list":["post-177943","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"a3_pvc":{"activated":false,"total_views":0,"today_views":0},"_links":{"self":[{"href":"https:\/\/nildeco.my\/index.php?rest_route=\/wp\/v2\/posts\/177943","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nildeco.my\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nildeco.my\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nildeco.my\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nildeco.my\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=177943"}],"version-history":[{"count":1,"href":"https:\/\/nildeco.my\/index.php?rest_route=\/wp\/v2\/posts\/177943\/revisions"}],"predecessor-version":[{"id":177944,"href":"https:\/\/nildeco.my\/index.php?rest_route=\/wp\/v2\/posts\/177943\/revisions\/177944"}],"wp:attachment":[{"href":"https:\/\/nildeco.my\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=177943"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nildeco.my\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=177943"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nildeco.my\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=177943"},{"taxonomy":"yst_prominent_words","embeddable":true,"href":"https:\/\/nildeco.my\/index.php?rest_route=%2Fwp%2Fv2%2Fyst_prominent_words&post=177943"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}