{"id":1499,"date":"2024-05-13T22:13:46","date_gmt":"2024-05-13T14:13:46","guid":{"rendered":"https:\/\/17aitech.com\/?p=1499"},"modified":"2024-10-08T15:25:40","modified_gmt":"2024-10-08T07:25:40","slug":"llama3%e6%a8%a1%e5%9e%8b%e8%af%95%e7%94%a8%e7%ac%94%e8%ae%b0-%e7%8e%af%e5%a2%83%e5%87%86%e5%a4%87%e7%af%87","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=1499","title":{"rendered":"Llama3\u6a21\u578b\u8bd5\u7528\u7b14\u8bb0"},"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 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href=\"https:\/\/17aitech.com\/?p=1499\/#%E6%8B%89%E5%8F%96%E4%BB%A3%E7%A0%81\" >\u62c9\u53d6\u4ee3\u7801<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/17aitech.com\/?p=1499\/#%E6%9C%AC%E5%9C%B0%E7%8E%AF%E5%A2%83\" >\u672c\u5730\u73af\u5883<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/17aitech.com\/?p=1499\/#%E8%BF%9C%E7%A8%8B%E7%8E%AF%E5%A2%83\" >\u8fdc\u7a0b\u73af\u5883<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/17aitech.com\/?p=1499\/#%E5%8A%A0%E8%BD%BD%E6%A8%A1%E5%9E%8B\" >\u52a0\u8f7d\u6a21\u578b<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/17aitech.com\/?p=1499\/#%E6%A3%80%E6%B5%8B%E8%BF%90%E8%A1%8C%E7%8E%AF%E5%A2%83\" 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href=\"https:\/\/17aitech.com\/?p=1499\/#Llama3%E6%A8%A1%E5%9E%8B%E7%AE%80%E4%BB%8B\" >Llama3\u6a21\u578b\u7b80\u4ecb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/17aitech.com\/?p=1499\/#%E6%A8%A1%E5%9E%8B%E8%AE%AD%E7%BB%83%E7%9A%84%E4%B8%89%E4%B8%AA%E9%98%B6%E6%AE%B5%EF%BC%9A\" >\u6a21\u578b\u8bad\u7ec3\u7684\u4e09\u4e2a\u9636\u6bb5\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/17aitech.com\/?p=1499\/#Llama3%E6%A8%A1%E5%9E%8B%E6%96%87%E4%BB%B6%E8%A7%A3%E6%9E%90%EF%BC%9A\" >Llama3\u6a21\u578b\u6587\u4ef6\u89e3\u6790\uff1a<\/a><\/li><\/ul><\/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>\u542c\u4e86\u6653\u534e\u8001\u5e08\u5206\u4eab\u7684\u6a21\u578b\u5fae\u8c03\u7b2c\u4e00\u8282\u8bfe\uff0c\u5176\u4e2d\u6709\u4e0d\u5c11\u77e5\u8bc6\u70b9\u9700\u8981\u540e\u7eed\u67e5\u8be2\u8d44\u6599\u4e86\u89e3\uff0c\u6240\u4ee5\u6211\u5bf9\u77e5\u8bc6\u8981\u70b9\u505a\u4e86\u90e8\u5206\u8bb0\u5f55\u603b\u7ed3\u3002\u540c\u65f6\u6a21\u578b\u5fae\u8c03\u6d89\u53ca\u5230\u4e00\u4e9b\u57fa\u672c\u7684\u73af\u5883\u51c6\u5907\u64cd\u4f5c\uff0c\u4f8b\u5982Git\u5ba2\u6237\u7aef\u7684\u5b89\u88c5\u4f7f\u7528\u3001ubuntu\u5b50\u7cfb\u7edf\u7684\u5b89\u88c5\u7b49\uff0c\u6211\u4e5f\u987a\u4fbf\u628a\u8fc7\u7a0b\u68b3\u7406\u4e0b\u6765\uff0c\u65b9\u4fbf\u5176\u4ed6\u540c\u5b66\u4e86\u89e3\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E8%AF%95%E7%94%A8%E8%BF%87%E7%A8%8B%E7%B4%A2%E5%BC%95\"><\/span>\u8bd5\u7528\u8fc7\u7a0b\u7d22\u5f15<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u603b\u4f53\u6765\u8bf4\uff0c\u6a21\u578b\u5fae\u8c03\u7684\u524d\u5e8f\u5de5\u4f5c\u8fc7\u7a0b\u4e3b\u8981\u6709\u4e0b\u9762\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li>Step1\uff1a\u51c6\u5907\u673a\u5668\u73af\u5883<\/li>\n<li>Step2\uff1a\u51c6\u5907Git\u5ba2\u6237\u7aef<\/li>\n<li>Step3\uff1a\u8bbf\u95ee\u9b54\u5854\u793e\u533a\uff0c\u67e5\u627eLlama3\u6a21\u578b<\/li>\n<li>Step4\uff1a\u901a\u8fc7Git clone\u547d\u4ee4\uff0c\u62c9\u53d6Llama3\u7684\u4ee3\u7801<\/li>\n<li>Step5\uff1a\u52a0\u8f7dLlama3\u6a21\u578b<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E7%8E%AF%E5%A2%83%E5%87%86%E5%A4%87\"><\/span>\u73af\u5883\u51c6\u5907<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u73af\u5883\u51c6\u5907\u6709\u4e24\u79cd\u65b9\u5f0f\uff1a\u672c\u5730\u73af\u5883 \u6216 \u963f\u91cc\u4e91\u8fdc\u7a0b\u73af\u5883<br \/>\n\u672c\u5730\u73af\u5883\uff1a\u9700\u8981\u672c\u673a\u6709\u6bd4\u8f83\u5f3a\u7684\u663e\u5361\u505a\u652f\u6301\uff0c\u4f8b\u5982\uff1a\u8fd0\u884cLlama3-8B\u9700\u898120G\u7684\u663e\u5b58\uff0c\u672c\u5730\u7684\u673a\u5668\u670924G+\u7684\u663e\u5b58\u3002<br \/>\n\u8fdc\u7a0b\u73af\u5883\uff1a\u5982\u679c\u672c\u5730\u6ca1\u6709\u6bd4\u8f83\u5f3a\u7684\u663e\u5361\u505a\u652f\u6491\uff0c\u53ef\u4ee5\u901a\u8fc7\u8bd5\u7528\u963f\u91cc\u4e91\u7684\u514d\u8d39PAI\u73af\u5883\u3002(\u8fd9\u79cd\u65b9\u5f0f\u5728\u5fd9\u65f6\u53ef\u80fd\u5b58\u5728\u6ca1\u6709\u7a7a\u4f59\u673a\u5668\u53ef\u7528\u7684\u60c5\u51b5)<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E6%96%B9%E5%BC%8F%E4%B8%80%EF%BC%9A%E6%9C%AC%E5%9C%B0%E7%8E%AF%E5%A2%83\"><\/span>\u65b9\u5f0f\u4e00\uff1a\u672c\u5730\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h5><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%85ubuntu%E7%B3%BB%E7%BB%9F\"><\/span>\u5b89\u88c5ubuntu\u7cfb\u7edf<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p>\u5728Windows\u4e0b\u5b89\u88c5\u5b50\u7cfb\u7edf\u662f\u6bd4\u8f83\u5e38\u89c1\u7684\u6559\u7a0b\uff0c\u7f51\u4e0a\u6709\u6bd4\u8f83\u591a\u7684\u53c2\u8003\u8d44\u6599\u53ef\u4f9b\u641c\u7d22\u3002\u4e3a\u4e86\u907f\u5751\uff0c\u6211\u8fd9\u91cc\u57fa\u4e8e\u7f51\u4e0a\u7684\u6559\u7a0b\u8fdb\u884c\u66f4\u4e3a\u7ec6\u5316\u7684\u64cd\u4f5c\u6307\u5357\u68b3\u7406\uff0c\u4ee5\u53ca\u53ef\u80fd\u8e29\u5751\u95ee\u9898\u7684\u63d0\u9192\u3002<\/p>\n<p>\u5b89\u88c5\u65b9\u6cd5\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u68c0\u67e5Windows\u7248\u672c<\/strong>\uff1a<br \/>\nWSL\u6700\u65e9\u51fa\u73b0\u5728Windows 10\u7248\u672c1709\uff08\u5373Windows 10\u79cb\u5b63\u521b\u610f\u8005\u66f4\u65b0\uff09\u4e2d\u3002\u56e0\u6b64\uff0c\u9996\u5148\u786e\u4fdd\u4f60\u7684Windows\u7cfb\u7edf\u7248\u672c\u662fWindows 10\u79cb\u5b63\u521b\u610f\u8005\u66f4\u65b0\u6216\u66f4\u9ad8\u7248\u672c\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u68c0\u67e5Hyper-V\u652f\u6301<\/strong>\uff1aWSL 2\u9700\u8981Hyper-V\u652f\u6301\u3002\u4f60\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u68c0\u67e5\u662f\u5426\u652f\u6301Hyper-V<\/p>\n<ul>\n<li>\u5728\u5f00\u59cb\u83dc\u5355\u4e2d\u641c\u7d22\u201cWindows\u529f\u80fd\u201d\u5e76\u6253\u5f00\u201c\u542f\u7528\u6216\u5173\u95edWindows\u529f\u80fd\u201d\u3002<\/li>\n<li>\u786e\u4fdd\u201cHyper-V\u201d\u590d\u9009\u6846\u5df2\u9009\u4e2d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<blockquote>\n<p>\u5907\u6ce8\uff1a\u6b64\u5904\u4e00\u5b9a\u8981\u786e\u8ba4\u5f53\u524d\u7535\u8111\u7684\u7cfb\u7edf\u7248\u672c\u4ee5\u53ca\u662f\u5426\u652f\u6301Hyper-V\uff0c\u6211\u7684\u67d0\u53f0\u7535\u8111\u91cc\u5982\u4e0b\u6240\u793a\u662f\u4e0d\u652f\u6301Hyper-V\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715610277547.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715610277547.png\" alt=\"file\" \/><\/a><\/p>\n<\/blockquote>\n<ol>\n<li>\n<p><strong>\u542f\u7528WSL\u529f\u80fd<\/strong>\uff1a<br \/>\n\u6253\u5f00Windows PowerShell\u6216\u547d\u4ee4\u63d0\u793a\u7b26\uff08\u4ee5\u7ba1\u7406\u5458\u8eab\u4efd\u8fd0\u884c\uff09\u3002\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u542f\u7528WSL\u529f\u80fd\uff1a<\/p>\n<pre><code>dism.exe \/online \/enable-feature \/featurename:Microsoft-Windows-Subsystem-Linux \/all \/norestart<\/code><\/pre>\n<\/li>\n<li>\n<p><strong>\u5b89\u88c5WSL 2<\/strong>\uff1a<\/p>\n<ul>\n<li>\u6253\u5f00Microsoft Store\u5e76\u641c\u7d22Ubuntu\uff0c\u9009\u62e9Ubuntu\u53d1\u884c\u7248\u5e76\u5b89\u88c5\u3002<\/li>\n<li>\u5728\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u6253\u5f00Windows PowerShell\u6216\u547d\u4ee4\u63d0\u793a\u7b26\uff08\u4ee5\u7ba1\u7406\u5458\u8eab\u4efd\u8fd0\u884c\uff09\u5e76\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u5c06WSL 2\u8bbe\u7f6e\u4e3a\u9ed8\u8ba4\u7248\u672c\uff1a\n<pre><code>wsl --set-default-version 2<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u542f\u52a8ubuntu\u7cfb\u7edf\uff1a\u5b89\u88c5\u5b8c\u6bd5\u540e\uff0c\u542f\u52a8Windows\u547d\u4ee4\u884c\uff0c\u70b9\u51fb+\u53f7\u4f1a\u591a\u51fa\u4e00\u4e2aubuntu<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715610420553.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715610420553.png\" alt=\"file\" \/><\/a><\/p>\n<\/li>\n<\/ol>\n<h5><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%85%E5%BF%85%E5%A4%87%E7%BB%84%E4%BB%B6\"><\/span>\u5b89\u88c5\u5fc5\u5907\u7ec4\u4ef6<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<h6><span class=\"ez-toc-section\" id=\"1%E3%80%81%E5%AE%89%E8%A3%85Git%E5%AE%A2%E6%88%B7%E7%AB%AF\"><\/span>1\u3001\u5b89\u88c5Git\u5ba2\u6237\u7aef<span class=\"ez-toc-section-end\"><\/span><\/h6>\n<ol>\n<li>\u8bbf\u95eeGit\u5b98\u7f51\uff08<a href=\"https:\/\/git-scm.com\">https:\/\/git-scm.com<\/a>) \u4e0b\u8f7d\u5e76\u5b89\u88c5\u9002\u5408\u7cfb\u7edf\u7684Git\u7248\u672c\u3002<\/li>\n<li>\u914d\u7f6eGit\uff1a\n<ul>\n<li>\u6253\u5f00\u547d\u4ee4\u63d0\u793a\u7b26\uff08Command Prompt\uff09\u6216Git Bash\u3002<\/li>\n<li>\u914d\u7f6e\u5168\u5c40\u7528\u6237\u540d\u548c\u90ae\u7bb1\u5730\u5740\uff1a\n<pre><code>git config --global user.name &quot;Dongming&quot;\ngit config --global user.email &quot;zgdmemail@126.com&quot;<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h6><span class=\"ez-toc-section\" id=\"2%E3%80%81%E5%AE%89%E8%A3%85Python\"><\/span>2\u3001\u5b89\u88c5Python<span class=\"ez-toc-section-end\"><\/span><\/h6>\n<p>\u5728ubuntu\u7cfb\u7edf\u4e0b\u786e\u8ba4\u6a21\u578b\u5fc5\u5907\u7684Python\u5df2\u7ecf\u5b89\u88c5\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u68c0\u67e5Python\u7248\u672c\uff1a<\/p>\n<pre><code>python --version<\/code><\/pre>\n<h6><span class=\"ez-toc-section\" id=\"3%E3%80%81%E5%AE%89%E8%A3%85pip\"><\/span>3\u3001\u5b89\u88c5pip<span class=\"ez-toc-section-end\"><\/span><\/h6>\n<p>\u786e\u4fdd\u7cfb\u7edf\u4e2d\u5df2\u7ecf\u5b89\u88c5\u4e86pip\uff0c\u5b83\u662fPython\u7684\u5305\u7ba1\u7406\u5de5\u5177\u3002\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5pip\uff1a<\/p>\n<pre><code>sudo apt update\nsudo apt install python3-pip<\/code><\/pre>\n<h6><span class=\"ez-toc-section\" id=\"4%E3%80%81%E5%AE%89%E8%A3%85%E4%BE%9D%E8%B5%96%E5%BA%93\"><\/span>4\u3001\u5b89\u88c5\u4f9d\u8d56\u5e93<span class=\"ez-toc-section-end\"><\/span><\/h6>\n<p>\u5b89\u88c5\u5fc5\u8981\u7684Python\u4f9d\u8d56\u5e93\uff0c\u5982transformers\u3001torch\u7b49\u3002\u53ef\u4ee5\u4f7f\u7528pip\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<pre><code>pip install transformers torch<\/code><\/pre>\n<blockquote>\n<p>pytorch\u5927\u6982700\u591aM\uff0c\u4e0b\u8f7d\u5b89\u88c5\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u80fd\u4f1a\u6bd4\u8f83\u4e45\uff0c\u8010\u5fc3\u7b49\u5f85\u4e0b\u3002<\/p>\n<\/blockquote>\n<h6><span class=\"ez-toc-section\" id=\"5%E3%80%81%E5%AE%89%E8%A3%85Jupyter_Notebook\"><\/span>5\u3001\u5b89\u88c5Jupyter Notebook<span class=\"ez-toc-section-end\"><\/span><\/h6>\n<p>\u5b89\u88c5Jupyter Notebook\uff0c\u65b9\u4fbf\u540e\u7eed\u8fd0\u884c\u4ee3\u7801\u67e5\u770b\u7528\uff0c\u547d\u4ee4\u4e3a<\/p>\n<pre><code>pip install jupyter<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"%E6%96%B9%E5%BC%8F%E4%BA%8C%EF%BC%9A%E8%BF%9C%E7%A8%8B%E7%8E%AF%E5%A2%83\"><\/span>\u65b9\u5f0f\u4e8c\uff1a\u8fdc\u7a0b\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h5><span class=\"ez-toc-section\" id=\"%E7%94%B3%E8%AF%B7%E5%85%8D%E8%B4%B9%E8%AF%95%E7%94%A8%E8%B5%84%E6%BA%90\"><\/span>\u7533\u8bf7\u514d\u8d39\u8bd5\u7528\u8d44\u6e90<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<ol>\n<li>\u8bbf\u95ee\u4eba\u5de5\u667a\u80fd\u5e73\u53f0 PAI\u9875\u9762https:\/\/www.aliyun.com\/product\/bigdata\/learn<\/li>\n<li>\u70b9\u51fb\u9875\u9762\u4e2d\u7684&quot;\u514d\u8d39\u8bd5\u7528&quot;<\/li>\n<li>\u9009\u62e9\u4ea4\u4e92\u5f0f\u5efa\u6a21\u7684&quot;\u7acb\u5373\u8bd5\u7528&quot;<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715739619294.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715739619294.png\" alt=\"file\" \/><\/a><\/li>\n<\/ol>\n<h5><span class=\"ez-toc-section\" id=\"%E5%BB%BA%E7%AB%8B%E4%BA%A4%E4%BA%92%E5%BC%8F%E5%AE%9E%E4%BE%8B\"><\/span>\u5efa\u7acb\u4ea4\u4e92\u5f0f\u5b9e\u4f8b<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<ol>\n<li>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u5e73\u53f0 PAI\u9875\u9762\u70b9\u51fb&quot;\u7acb\u5373\u5f00\u901a&quot;<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715739736382.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715739736382.png\" alt=\"file\" \/><\/a><\/p>\n<\/li>\n<li>\n<p>\u8fdb\u5165\u5de5\u4f5c\u53f0\u4e4b\u540e\u9009\u62e9&quot;\u4ea4\u4e92\u5f0f\u5efa\u6a21\uff08DSW\uff09&quot;<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715739804816.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715739804816.png\" alt=\"file\" \/><\/a><\/p>\n<\/li>\n<li>\n<p>\u5728\u53f3\u4fa7\u9875\u9762\u4e2d\u9009\u62e9\u65b0\u5efa\u5b9e\u4f8b\u5e76\u8f93\u5165\u76f8\u5173\u5185\u5bb9\uff0c\u4f8b\u5982\uff1a<\/p>\n<blockquote>\n<p>\u5b9e\u4f8b\u540d\u79f0\uff1aLlama3_for_study<\/p>\n<\/blockquote>\n<\/li>\n<li>\n<p>\u9009\u62e9\u652f\u6301\u8d44\u6e90\u5305\u62b5\u6263\u7684CPU\u548cGPU\u540e\uff0c\u9009\u62e9\u4e0b\u4e00\u6b65\u521b\u5efa\u5b9e\u4f8b\u3002<\/p>\n<\/li>\n<li>\n<p>\u7a0d\u7b49\u7247\u523b\u540e\uff0c\u5728\u5b9e\u4f8b\u9875\u9762\u663e\u793a&quot;\u8fd0\u884c\u4e2d&quot;\u72b6\u6001\uff0c\u5c31\u53ef\u4ee5\u70b9\u51fb\u6253\u5f00\u8fdb\u5165\u8fdc\u7a0b\u73af\u5883<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715740036680.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715740036680.png\" alt=\"file\" \/><\/a><\/p>\n<\/li>\n<li>\n<p>\u70b9\u51fb\u6253\u5f00\uff0c\u8fdb\u5165\u8fdc\u7a0b\u73af\u5883\u5982\u4e0b\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715740099213.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715740099213.png\" alt=\"file\" \/><\/a><\/p>\n<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%8B%E8%BD%BD%E4%BB%A3%E7%A0%81\"><\/span>\u4e0b\u8f7d\u4ee3\u7801<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%E6%9F%A5%E6%89%BELlama3%E6%A8%A1%E5%9E%8B\"><\/span>\u67e5\u627eLlama3\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\u8bbf\u95ee<a href=\"https:\/\/modelscope.cn\/models\">https:\/\/modelscope.cn\/models<\/a><\/li>\n<li>\u5728\u4e0b\u62c9\u6846\u641c\u7d22Llama3\uff0c\u67e5\u627e\u5bf9\u5e94\u7684\u6a21\u578b<br \/>\n(\u6216\u8005\u76f4\u63a5\u8bbf\u95eeLLM \u7684https:\/\/modelscope.cn\/models\/LLM-Research\/Meta-Llama-3-8B-Instruct\/summary)<\/li>\n<li>\u5728\u9875\u9762\u7684\u6a21\u578b\u6587\u4ef6\u4e2d\uff0c\u627e\u5230&quot;\u4e0b\u8f7d\u6a21\u578b&quot;\uff0c\u83b7\u53d6Git\u7684\u5730\u5740<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715610577851.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715610577851.png\" alt=\"file\" \/><\/a><\/li>\n<\/ol>\n<h4><span class=\"ez-toc-section\" id=\"%E6%8B%89%E5%8F%96%E4%BB%A3%E7%A0%81\"><\/span>\u62c9\u53d6\u4ee3\u7801<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<h5><span class=\"ez-toc-section\" id=\"%E6%9C%AC%E5%9C%B0%E7%8E%AF%E5%A2%83\"><\/span>\u672c\u5730\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p>\u5982\u679c\u4f7f\u7528\u7684\u662f\u672c\u5730\u73af\u5883\uff0c\u5728\u5b89\u88c5\u4e86Git\u5ba2\u6237\u7aef\u540e\uff0c\u9009\u62e9\u5bf9\u5e94\u7684\u76ee\u5f55\u62c9\u53d6\u4ee3\u7801\u3002<\/p>\n<ol>\n<li>\u5728\u672c\u5730\u7535\u8111\u7684\u5408\u9002\u76ee\u5f55\u4e0b(\u4f8b\u5982\uff1aE:\\Code\u76ee\u5f55)\uff0c\u53f3\u952e\u83dc\u5355\u2192\u9009\u62e9Git bash<\/li>\n<li>\u5728Git Bash\u4e2d\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u6765\u514b\u9686\u4ee3\u7801\u5e93\uff1a\n<pre><code>git clone https:\/\/www.modelscope.cn\/LLM-Research\/Meta-Llama-3-8B-Instruct.git<\/code><\/pre>\n<\/li>\n<\/ol>\n<blockquote>\n<p>\u53c8\u662f\u4e00\u4e2a\u6f2b\u957f\u7684\u62c9\u53d6\u4ee3\u7801\u7684\u8fc7\u7a0b\uff0c\u4ee3\u7801\u62c9\u53d6\u5b8c\u6bd5\u5927\u698230G\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715642700788.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715642700788.png\" alt=\"file\" \/><\/a><\/p>\n<\/blockquote>\n<h5><span class=\"ez-toc-section\" id=\"%E8%BF%9C%E7%A8%8B%E7%8E%AF%E5%A2%83\"><\/span>\u8fdc\u7a0b\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p>\u7531\u4e8e\u8fdc\u7a0b\u73af\u5883\u5df2\u7ecf\u63d0\u524d\u5b89\u88c5\u597d\u4e86Git\u3001Jupyter\u3001Python\u3001torch\u7b49\u73af\u5883\u4f9d\u8d56\uff0c\u6240\u4ee5\u76f4\u63a5\u62c9\u53d6\u4ee3\u7801\u5373\u53ef\u3002<\/p>\n<ol>\n<li>\u5728\u8fdc\u7a0b\u7ba1\u7406\u53f0\u5207\u6362\u81f3Terminal<\/li>\n<li>\u5728\u547d\u4ee4\u884c\u4e0b\u8f93\u5165\u540c\u6837\u7684\u62c9\u53d6\u4ee3\u7801\u6307\u4ee4<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715740347416.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715740347416.png\" alt=\"file\" \/><\/a><\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%E5%8A%A0%E8%BD%BD%E6%A8%A1%E5%9E%8B\"><\/span>\u52a0\u8f7d\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%E6%A3%80%E6%B5%8B%E8%BF%90%E8%A1%8C%E7%8E%AF%E5%A2%83\"><\/span>\u68c0\u6d4b\u8fd0\u884c\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5728Jupyter Notebook\u4e2d\uff0c\u8fd0\u884c\u4ee5\u4e0b\u6307\u4ee4\uff0c\u68c0\u6d4b\u5f53\u524d\u673a\u5668\u73af\u5883<\/p>\n<pre><code class=\"language-python\">import sys\nimport torch\n\n# \u8f93\u51faPython\u7248\u672c\nprint(&quot;\u5f53\u524dPython\u7248\u672c\uff1a&quot;, sys.version)\n\n# \u8f93\u51faPyTorch\u7248\u672c\nprint(&quot;\u5f53\u524dPyTorch\u7248\u672c\uff1a&quot;, torch.__version__)\n\n# \u68c0\u67e5GPU\u662f\u5426\u53ef\u7528\u5e76\u8f93\u51fa\u663e\u5361\u60c5\u51b5\nif torch.cuda.is_available():\n    gpu_name = torch.cuda.get_device_name(0)\n    gpu_memory = torch.cuda.get_device_properties(0).total_memory \/ 1e9  # \u8f6c\u6362\u4e3aGB\n    print(f&quot;\u53d1\u73b0GPU\uff1a{gpu_name}&quot;)\n    print(f&quot;    \u663e\u5b58\u603b\u91cf\uff1a{gpu_memory} GB&quot;)\nelse:\n    print(&quot;\u672a\u53d1\u73b0\u53ef\u7528\u7684GPU\u8bbe\u5907&quot;)<\/code><\/pre>\n<p>\u8fd0\u884c\u540e\u63d0\u793a\u5982\u4e0b\u4fe1\u606f\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715741970168.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715741970168.png\" alt=\"file\" \/><\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E5%AE%89%E8%A3%85ipywidgets\"><\/span>\u5b89\u88c5ipywidgets<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u76f4\u63a5\u4f7f\u7528Llama3\u63d0\u4f9b\u7684\u52a0\u8f7d\u4ee3\u7801\uff0c\u4f1a\u62a5\u9519\u63d0\u793a\u5b89\u88c5ipywidgets\uff0c\u6240\u4ee5\u6211\u4eec\u5207\u6362\u5230Terminal\u4e0b\u901a\u8fc7pip\u5b89\u88c5\u5bf9\u5e94\u7684\u7ec4\u4ef6\u3002<\/p>\n<pre><code>pip install ipywidgets<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"%E8%BF%90%E8%A1%8CLlama3%E6%8F%90%E4%BE%9B%E7%9A%84%E5%8A%A0%E8%BD%BD%E6%A8%A1%E5%9E%8B%E4%BB%A3%E7%A0%81\"><\/span>\u8fd0\u884cLlama3\u63d0\u4f9b\u7684\u52a0\u8f7d\u6a21\u578b\u4ee3\u7801<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-python\">import transformers\nimport torch\nfrom modelscope import snapshot_download\nfrom transformers import AutoTokenizer, pipeline\n\nmodel_id = snapshot_download(&quot;LLM-Research\/Meta-Llama-3-8B-Instruct&quot;)\n\n# \u52a0\u8f7dtokenizer\ntokenizer = AutoTokenizer.from_pretrained(model_id)\n\npipeline = transformers.pipeline(\n    &quot;text-generation&quot;,\n    model=model_id,\n    model_kwargs={&quot;torch_dtype&quot;: torch.bfloat16},\n    device=&quot;cuda&quot;,\n)\n\nmessages = [\n    {&quot;role&quot;: &quot;system&quot;, &quot;content&quot;: &quot;You are a pirate chatbot who always responds in pirate speak!&quot;},\n    {&quot;role&quot;: &quot;user&quot;, &quot;content&quot;: &quot;Who are you?&quot;},\n]\n\nprompt = pipeline.tokenizer.apply_chat_template(\n        messages, \n        tokenize=False, \n        add_generation_prompt=True\n)\n\nterminators = [\n    tokenizer.eos_token_id,\n    tokenizer.convert_tokens_to_ids(&quot;&lt;|eot_id|&gt;&quot;)\n]\n\noutputs = pipeline(\n    prompt,\n    max_new_tokens=256,\n    eos_token_id=terminators,\n    do_sample=True,\n    temperature=0.6,\n    top_p=0.9,\n)\nprint(outputs[0][&quot;generated_text&quot;][len(prompt):])\n<\/code><\/pre>\n<p>\u8fd0\u884c\u6210\u529f\u540e\uff0c\u5927\u6a21\u578b\u4f1a\u901a\u8fc7\u5bf9\u8bdd\u8fd4\u56de\u76f8\u5173\u4fe1\u606f\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715742644826.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715742644826.png\" alt=\"file\" \/><\/a><\/p>\n<blockquote>\n<p>\u5728\u52a0\u8f7d\u5927\u6a21\u578b\u7684\u8fc7\u7a0b\u4e2d\uff0c\u963f\u91cc\u4e91\u7684\u63a7\u5236\u53f0\u4f1a\u5b9e\u65f6\u663e\u793a\u663e\u5b58\u7684\u4f7f\u7528\u60c5\u51b5\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715742712145.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/05\/image-1715742712145.png\" alt=\"file\" \/><\/a><br \/>\n\u9664\u4e86\u4f7f\u7528\u63a7\u5236\u53f0\uff0c\u53ef\u4ee5\u901a\u8fc7Linux\u547d\u4ee4\u67e5\u770b\u663e\u5b58\u7684\u4f7f\u7528\u60c5\u51b5<\/p>\n<pre><code class=\"language-shell\">watch -n 1 nvidia-smi<\/code><\/pre>\n<\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"%E7%9F%A5%E8%AF%86%E7%82%B9%E6%80%BB%E7%BB%93\"><\/span>\u77e5\u8bc6\u70b9\u603b\u7ed3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Llama3%E6%A8%A1%E5%9E%8B%E7%AE%80%E4%BB%8B\"><\/span>Llama3\u6a21\u578b\u7b80\u4ecb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Llama3\u662fMeta\u63a8\u51fa\u7684\u6700\u65b0\u4e00\u4ee3\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5b83\u57fa\u4e8eLlama2\u67b6\u6784\u8fdb\u884c\u4e86\u8fdb\u4e00\u6b65\u7684\u4f18\u5316\u548c\u589e\u5f3a\u3002Llama3\u5728\u6027\u80fd\u548c\u53ef\u6269\u5c55\u6027\u65b9\u9762\u8fdb\u884c\u4e86\u663e\u8457\u63d0\u5347\uff0c\u80fd\u591f\u8f7b\u677e\u5904\u7406\u591a\u6b65\u9aa4\u4efb\u52a1\u3002\u901a\u8fc7\u6539\u8fdb\u7684\u540e\u8bad\u7ec3\u8fc7\u7a0b\uff0cLlama3\u663e\u8457\u964d\u4f4e\u4e86\u9519\u8bef\u62d2\u7edd\u7387\uff0c\u63d0\u9ad8\u4e86\u56de\u5e94\u7684\u4e00\u81f4\u6027\uff0c\u5e76\u589e\u52a0\u4e86\u6a21\u578b\u7b54\u6848\u7684\u591a\u6837\u6027\u3002\u6b64\u5916\uff0cLlama3\u5728\u63a8\u7406\u3001\u4ee3\u7801\u751f\u6210\u548c\u6307\u4ee4\u6267\u884c\u7b49\u80fd\u529b\u4e0a\u90fd\u6709\u663e\u8457\u63d0\u5347\u3002<\/p>\n<p>Llama3\u6a21\u578b\u63d0\u4f9b\u4e86\u4e24\u79cd\u89c4\u6a21\u7684\u7248\u672c\uff1a8B\u53c2\u6570\u548c70B\u53c2\u6570\uff0c\u6bcf\u79cd\u89c4\u6a21\u90fd\u6709\u57fa\u7840\uff08\u9884\u8bad\u7ec3\uff09\u7248\u672c\u548c\u6307\u4ee4\u8c03\u4f18\u7248\u672c\u3002\u6240\u6709\u7248\u672c\u7684\u6a21\u578b\u90fd\u53ef\u4ee5\u5728\u5404\u79cd\u6d88\u8d39\u7ea7\u786c\u4ef6\u4e0a\u8fd0\u884c\uff0c\u5e76\u4e14\u5177\u67098K\u4ee4\u724c\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%A8%A1%E5%9E%8B%E8%AE%AD%E7%BB%83%E7%9A%84%E4%B8%89%E4%B8%AA%E9%98%B6%E6%AE%B5%EF%BC%9A\"><\/span>\u6a21\u578b\u8bad\u7ec3\u7684\u4e09\u4e2a\u9636\u6bb5\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6a21\u578b\u8bad\u7ec3\u901a\u5e38\u5305\u62ec\u4e09\u4e2a\u9636\u6bb5\uff1aSelf-Supervised Pre-Training\uff08\u81ea\u76d1\u7763\u9884\u8bad\u7ec3\uff09\u3001Self-Supervised Fine-Tuning\uff08\u81ea\u76d1\u7763\u5fae\u8c03\uff09\u548cReinforcement Learning with Human Feedback\uff08\u5f3a\u5316\u5b66\u4e60\u4e0e\u4eba\u7c7b\u53cd\u9988\uff09\u3002<\/p>\n<ul>\n<li>\n<p>Self-Supervised Pre-Training (SFT)\uff1a<br \/>\n\u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u6a21\u578b\u901a\u8fc7\u5927\u89c4\u6a21\u7684\u672a\u6807\u8bb0\u6570\u636e(\u5982Masked Language Model\uff08MLM\uff09\u6216Next Sentence Prediction\uff08NSP\uff09)\u8fdb\u884c\u81ea\u76d1\u7763\u9884\u8bad\u7ec3\uff0c\u5b66\u4e60\u6355\u6349\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u548c\u7279\u5f81\u3002\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u5efa\u7acb\u8d77\u5bf9\u6570\u636e\u7684\u57fa\u672c\u7406\u89e3\u548c\u77e5\u8bc6\u3002<\/p>\n<\/li>\n<li>\n<p>Self-Supervised Fine-Tuning (SSFT)\uff1a<br \/>\n\u5728\u81ea\u76d1\u7763\u5fae\u8c03\u9636\u6bb5\uff0c\u6a21\u578b\u4f7f\u7528\u5c11\u91cf\u6807\u8bb0\u6570\u636e\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\u6216\u9886\u57df\u7684\u8981\u6c42\u3002\u5fae\u8c03\u8fc7\u7a0b\u6709\u52a9\u4e8e\u63d0\u5347\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u548c\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>Reinforcement Learning with Human Feedback (RLHF)\uff1a<br \/>\n\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u6a21\u578b\u901a\u8fc7\u4e0e\u4eba\u7c7b\u4ea4\u4e92\u548c\u63a5\u6536\u4eba\u7c7b\u53cd\u9988\u6765\u8fdb\u4e00\u6b65\u4f18\u5316\u548c\u6539\u8fdb\u3002\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u88ab\u7528\u4e8e\u6307\u5bfc\u6a21\u578b\u5728\u4e0e\u73af\u5883\u4e92\u52a8\u65f6\u5b66\u4e60\u6700\u4f18\u7b56\u7565\uff0c\u540c\u65f6\u7ed3\u5408\u4eba\u7c7b\u53cd\u9988\u63d0\u4f9b\u989d\u5916\u7684\u6307\u5bfc\u548c\u8c03\u6574\u3002<\/p>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Llama3%E6%A8%A1%E5%9E%8B%E6%96%87%E4%BB%B6%E8%A7%A3%E6%9E%90%EF%BC%9A\"><\/span>Llama3\u6a21\u578b\u6587\u4ef6\u89e3\u6790\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>config.json: \u8fd9\u4e2a\u6587\u4ef6\u901a\u5e38\u5305\u542b\u6709\u5173\u6a21\u578b\u6216\u5de5\u5177\u7684\u914d\u7f6e\u4fe1\u606f\uff0c\u4f8b\u5982\u8d85\u53c2\u6570\u8bbe\u7f6e\u3001\u6a21\u578b\u7ed3\u6784\u7b49\u3002<\/li>\n<li>configuration.json: \u4e0e config.json \u7c7b\u4f3c\uff0c\u7528\u4e8e\u5b58\u50a8\u6a21\u578b\u6216\u5de5\u5177\u7684\u914d\u7f6e\u4fe1\u606f\uff0c\u53ef\u80fd\u5305\u542b\u4e0d\u540c\u7684\u8bbe\u7f6e\u548c\u53c2\u6570\u3002<\/li>\n<li>generation_config.json: \u8fd9\u4e2a\u6587\u4ef6\u53ef\u80fd\u5305\u542b\u751f\u6210\u6587\u672c\u65f6\u7684\u914d\u7f6e\u4fe1\u606f\uff0c\u5982\u751f\u6210\u6587\u672c\u7684\u957f\u5ea6\u3001\u6e29\u5ea6\u7b49\u53c2\u6570\u3002<\/li>\n<li>model.safetensors.index.json: \u8fd9\u4e2a\u6587\u4ef6\u53ef\u80fd\u662f\u6a21\u578b\u7684\u7d22\u5f15\u6587\u4ef6\uff0c\u7528\u4e8e\u5feb\u901f\u8bbf\u95ee\u6a21\u578b\u4e2d\u7684\u5f20\u91cf\u6570\u636e\u3002<\/li>\n<li>model-00001-of-00004.safetensors: \u8fd9\u662f\u6a21\u578b\u7684\u5b89\u5168\u5f20\u91cf\u6587\u4ef6\uff0c\u53ef\u80fd\u5305\u542b\u6a21\u578b\u7684\u6743\u91cd\u548c\u53c2\u6570\u6570\u636e\u3002<\/li>\n<li>special_tokens_map.json: \u8fd9\u4e2a\u6587\u4ef6\u901a\u5e38\u5305\u542b\u7279\u6b8a\u6807\u8bb0\uff08special tokens\uff09\u7684\u6620\u5c04\uff0c\u7528\u4e8e\u5904\u7406\u7279\u6b8a\u6807\u8bb0\u5728\u6a21\u578b\u4e2d\u7684\u8868\u793a\u65b9\u5f0f\u3002<\/li>\n<li>tokenizer.json: \u5b58\u50a8\u4e86\u5206\u8bcd\u5668\uff08tokenizer\uff09\u7684\u914d\u7f6e\u4fe1\u606f\u548c\u89c4\u5219\uff0c\u7528\u4e8e\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u6a21\u578b\u53ef\u5904\u7406\u7684\u8f93\u5165\u683c\u5f0f\u3002<\/li>\n<li>tokenizer_config.json: \u4e0e tokenizer.json \u7c7b\u4f3c\uff0c\u5305\u542b\u6709\u5173\u5206\u8bcd\u5668\u914d\u7f6e\u7684\u4fe1\u606f\uff0c\u4f8b\u5982\u8bcd\u6c47\u8868\u3001\u5206\u8bcd\u89c4\u5219\u7b49\u3002<\/li>\n<\/ul>\n<p align=\"center\">\u6b22\u8fce\u5173\u6ce8\u516c\u4f17\u53f7\u4ee5\u83b7\u5f97\u6700\u65b0\u7684\u6587\u7ae0\u548c\u65b0\u95fb<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u626b\u7801_\u641c\u7d22\u8054\u5408\u4f20\u64ad\u6837\u5f0f-\u767d\u8272\u7248.bmp\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u626b\u7801_\u641c\u7d22\u8054\u5408\u4f20\u64ad\u6837\u5f0f-\u767d\u8272\u7248.bmp\" alt=\"\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u542c\u4e86\u6653\u534e\u8001\u5e08\u5206\u4eab\u7684\u6a21\u578b\u5fae\u8c03\u7b2c\u4e00\u8282\u8bfe 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