{"id":16535,"date":"2024-08-23T18:34:38","date_gmt":"2024-08-23T10:34:38","guid":{"rendered":"https:\/\/17aitech.com\/?p=16535"},"modified":"2025-01-28T08:01:21","modified_gmt":"2025-01-28T00:01:21","slug":"%e3%80%90%e4%ba%a7%e5%93%81%e4%bd%93%e9%aa%8c%e3%80%91%e8%b6%8b%e5%8a%a8%e4%ba%91%e4%b8%8a%e4%bd%bf%e7%94%a8llamafactory%e8%bf%9b%e8%a1%8c%e6%a8%a1%e5%9e%8b%e5%be%ae%e8%b0%83%e7%9a%84%e6%b5%81","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=16535","title":{"rendered":"\u3010\u4ea7\u54c1\u4f53\u9a8c\u3011\u8d8b\u52a8\u4e91\u4e0a\u4f7f\u7528LLaMaFactory\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\u7684\u6d41\u7a0b\u4f53\u9a8c"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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 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href=\"https:\/\/17aitech.com\/?p=16535\/#%E8%AE%AD%E7%BB%83%E5%8F%82%E6%95%B0%E9%85%8D%E7%BD%AE\" >\u8bad\u7ec3\u53c2\u6570\u914d\u7f6e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/17aitech.com\/?p=16535\/#%E8%AE%AD%E7%BB%83%E5%AE%8C%E6%AF%95\" >\u8bad\u7ec3\u5b8c\u6bd5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/17aitech.com\/?p=16535\/#%E7%A6%BB%E7%BA%BF%E8%AE%AD%E7%BB%83\" >\u79bb\u7ebf\u8bad\u7ec3<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/17aitech.com\/?p=16535\/#%E5%87%86%E5%A4%87dataset_infojson\" >\u51c6\u5907dataset_info.json<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/17aitech.com\/?p=16535\/#%E9%85%8D%E7%BD%AE%E7%A6%BB%E7%BA%BF%E4%BB%BB%E5%8A%A1\" 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href=\"https:\/\/17aitech.com\/?p=16535\/#%E5%BB%BA%E8%AE%AE%EF%BC%9A%E5%BB%BA%E8%AE%AE%E4%BC%98%E5%8C%96%E6%95%B0%E6%8D%AE%E9%9B%86%E5%92%8C%E6%A8%A1%E5%9E%8B%E7%9A%84%E6%B7%BB%E5%8A%A0%E6%96%B9%E5%BC%8F%E3%80%82\" >\u5efa\u8bae\uff1a\u5efa\u8bae\u4f18\u5316\u6570\u636e\u96c6\u548c\u6a21\u578b\u7684\u6dfb\u52a0\u65b9\u5f0f\u3002<\/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>\u968f\u7740AI\u7684\u706b\u70ed\uff0c\u4e0e\u4e4b\u914d\u5957\u7684\u4ea7\u54c1\u751f\u6001\u4e5f\u8d8a\u6765\u8d8a\u4e30\u5bcc\uff0c\u65e2\u6709\u7c7b\u4f3c\u6587\u5fc3\u4e00\u8a00\u3001\u8c46\u5305\u7684AI\u7c7b\u4ea7\u54c1\uff0c\u4e5f\u6709\u963f\u91cc\u4e91\u3001\u9b54\u5854\u793e\u533a\u3001\u767e\u5ea6\u5343\u5e06\u5927\u6a21\u578b\u5e73\u53f0\u7b49\u7b49\u4e00\u4f17AI\u8f85\u52a9\u7c7b\u5f00\u53d1\u5e73\u53f0\u6216\u4ea7\u54c1\u3002<\/p>\n<p>\u7136\u800c\u7eb5\u89c2\u5404\u4ea7\u54c1\u7684\u4f7f\u7528\u8bf4\u660e\u6587\u6863\uff0c\u4ee5\u4f7f\u7528\u8005\u89d2\u5ea6\u7684\u6587\u6863\u6559\u7a0b\u8f83\u4e3a\u6b20\u7f3a\uff0c\u56e0\u6b64\u7b14\u8005\u7acb\u4e2a\u5c0f\u76ee\u6807\uff1a\u5b8c\u6210<code>100\u6b3e<\/code>AI\u7c7b\u4ea7\u54c1\u7684\u4f7f\u7528\u4f53\u9a8c\u5e76\u5f62\u6210\u603b\u7ed3\u3002<\/p>\n<p>\u56e0\u4e3a\u8fd1\u671f\u7684\u7ed3\u4e1a\u9879\u76ee\u9700\u8981\u4f7f\u7528AI\u7c7b\u8f85\u52a9\u5f00\u53d1\u5e73\u53f0\u8fdb\u884c\u5927\u6a21\u578b\u5fae\u8c03\uff0c\u6240\u4ee5\u672c\u7ae0\u6211\u5c06\u8bd5\u7528\u7684\u4ea7\u54c1\u662f\uff1a<code>\u8d8b\u52a8\u4e91\u5e73\u53f0<\/code>\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BA%A7%E5%93%81%E7%AE%80%E4%BB%8B\"><\/span>\u4ea7\u54c1\u7b80\u4ecb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u4ecb\u7ecd<\/strong>\uff1a\u8d8b\u52a8\u4e91\u5e73\u53f0\u662f\u4e00\u6b3e\u4e00\u7ad9\u5f0f\u5168\u6d41\u7a0b\u4eba\u5de5\u667a\u80fd\u5e73\u53f0\u3002<br \/>\n\u5e73\u53f0\u6253\u901a\u6a21\u578b\u5f00\u53d1\u4e0e\u8bad\u7ec3\uff0c\u539f\u751f\u652f\u6301\u591a\u673a\u591a\u5361\u8bad\u7ec3\u73af\u5883\uff0c\u4f18\u5316 AI \u573a\u666f\u4e0b IO \u541e\u5410\u3001\u6301\u4e45\u5316\u3001\u7ed3\u6784\u5316\u7ef4\u62a4\u6a21\u578b\u751f\u4ea7\u4fe1\u606f\uff0c\u4f18\u5316\u6570\u636e\u8d44\u6e90\u5171\u4eab\u8def\u5f84\uff0c\u6700\u7ec8\u63d0\u9ad8\u5e73\u53f0\u6574\u4f53\u8d44\u6e90\u5229\u7528\u7387\uff0c\u6d88\u9664\u4fe1\u606f\u5b64\u5c9b\uff0c\u5927\u5e45\u63d0\u9ad8 AI \u7b97\u6cd5\u5de5\u7a0b\u5e08\u5de5\u4f5c\u6548\u7387\uff0c\u4f7f\u5176\u805a\u7126\u4e8e\u7b97\u6cd5\u4e0e\u6a21\u578b\u5f00\u53d1\u7684\u6838\u5fc3\u5de5\u4f5c\uff0c\u5229\u7528\u6709\u9650\u7684\u8d44\u6e90\u66f4\u5feb\u6316\u6398\u5546\u4e1a\u4ef7\u503c\u4e0e\u8fdc\u89c1\u6d1e\u5bdf\u3002<\/p>\n<blockquote>\n<p>\u4ee5\u4e0a\u5185\u5bb9\u6765\u6e90\u4e8e\u8d8b\u52a8\u4e91\u5e73\u53f0\u5b98\u7f51<\/p>\n<\/blockquote>\n<p><strong>\u7f51\u5740<\/strong>\uff1a<a href=\"https:\/\/www.virtaicloud.com\/\">https:\/\/www.virtaicloud.com\/<\/a><\/p>\n<p>\u7ecf\u8fc7\u8bd5\u7528\uff0c\u7b14\u8005\u7b80\u800c\u8a00\u4e4b\u6982\u62ec\u5176\u529f\u80fd\u662f\uff1a<\/p>\n<ul>\n<li>\u652f\u6301\u5728\u7ebfJupyterLab\u7684\u5f00\u53d1\u4ea4\u4e92\u6a21\u5f0f<\/li>\n<li>\u652f\u6301Dockerfile\u7684\u7f16\u5199\u5e76\u6784\u5efa\u81ea\u5df1\u81ea\u5b9a\u4e49\u7684\u955c\u50cf<\/li>\n<li>\u652f\u6301\u6570\u636e\u96c6\u7684\u793e\u533a\u5316\u7ba1\u7406\uff0c\u9664\u4e86\u57fa\u672c\u7684\u4e0a\u4f20\u3001\u4e0b\u8f7d\u6570\u636e\u96c6\u4e4b\u5916\uff0c\u4e5f\u53ef\u4ee5\u5206\u4eab\u6570\u636e\u96c6<\/li>\n<li>\u652f\u6301\u79bb\u7ebf\u8bad\u7ec3<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BD%93%E9%AA%8C%E7%9B%AE%E6%A0%87\"><\/span>\u4f53\u9a8c\u76ee\u6807<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u53c2\u7167\u8fc7\u5f80\u7684\u7ecf\u9a8c\uff0c\u8bad\u7ec3\u4e00\u4e2a\u533b\u7597\u5927\u6a21\u578b<\/p>\n<blockquote>\n<p>\u8fc7\u5f80\u7ecf\u9a8c\u8be6\u60c5\u8bf7\u89c1\uff1a<a href=\"https:\/\/17aitech.com\/?p=13611\">\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011day24\uff08\u4e0a\uff09\uff1a\u5927\u6a21\u578b\u4e09\u9636\u6bb5\u8bad\u7ec3\u65b9\u6cd5(LLaMa Factory)<\/a><\/p>\n<\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"%E8%AF%95%E7%94%A8%E7%BB%93%E8%AE%BA\"><\/span>\u8bd5\u7528\u7ed3\u8bba<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u597d\u7684\u65b9\u9762<\/strong>\uff1a<\/p>\n<ol>\n<li>\u8d8b\u52a8\u4e91\u7684\u79bb\u7ebf\u4efb\u52a1\u6bd4\u8f83\u65b9\u4fbf\uff0c\u5c06\u8bad\u7ec3\u8fc7\u7a0b\u914d\u7f6e\u597d\u4e4b\u540e\uff0c\u53ef\u4ee5\u4ea4\u7ed9\u5e73\u53f0\u81ea\u52a8\u6267\u884c\uff0c\u65e0\u9700\u4eba\u5de5\u4e00\u76f4\u503c\u5b88\uff1b\u8bad\u7ec3\u7ed3\u675f\u540e(\u6216\u8005\u8d85\u8fc7\u8bbe\u5b9a\u7684\u8d85\u65f6\u65f6\u95f4)\u53ef\u4ee5\u81ea\u52a8\u5173\u95ed\u670d\u52a1\uff0c\u8282\u7701\u7b97\u529b\u3002<\/li>\n<li>\u8d8b\u52a8\u4e91\u7684\u6574\u4f53\u4ea4\u4e92\u754c\u9762\u8f83\u4e3a\u53cb\u597d\uff0c\u7565\u5fae\u82b1\u70b9\u65f6\u95f4\u5373\u53ef\u660e\u767d\u5bf9\u5e94\u7684\u529f\u80fd\u3002<\/li>\n<\/ol>\n<p><strong>\u4e0d\u8db3\u4e4b\u5904<\/strong>\uff1a<\/p>\n<ol>\n<li>\u6570\u636e\u96c6\u4ee5\u53ca\u6a21\u578b\u7684\u7ba1\u7406\u65b9\u5f0f\u8f83\u4e3a\u7e41\u7410\uff0c\u7279\u522b\u662f\u5bf9\u4e8e\u4f7f\u7528\u7b2c\u4e09\u65b9\u5f00\u6e90\u6570\u636e\u96c6\u6216\u6a21\u578b\u7684\u60c5\u51b5\uff0c\u9700\u8981\u4e0b\u8f7d\u4e4b\u540e\u518d\u4e0a\u4f20\uff0c\u65e0\u6cd5\u652f\u6301\u76f4\u63a5\u5728\u670d\u52a1\u7aef\u76f4\u63a5\u4e0b\u8f7d\u7684\u65b9\u5f0f\uff0c\u5efa\u8bae\u5b98\u65b9\u8fdb\u884c\u4f18\u5316\u3002<\/li>\n<li>\u6784\u5efa\u81ea\u5b9a\u4e49\u955c\u50cf\u65f6\uff0c\u5bf9\u4e8e\u7a7a\u95f4\u5927\u5c0f\u7684\u9650\u5236\u592a\u5c0f(\u8d85\u8fc710G\u5c31\u4f1a\u5931\u8d25)\uff0c\u5bf9\u4e8e\u4e00\u822c\u60c5\u51b5\u4e0b\u90e8\u7f72LLaMa Factory\u6a21\u578b\u5c31\u4f1a\u63a5\u8fd110G\u3002<\/li>\n<\/ol>\n<blockquote>\n<p>\u6ce8\uff1a\u672c\u6b21\u8bd5\u7528\u4f53\u9a8c\u4ec5\u4f5c\u4e3a\u7528\u6237\u8fdb\u884c\u57fa\u672c\u6d41\u7a0b\u7684\u8bd5\u7528\uff0c\u6240\u4f53\u9a8c\u7684\u529f\u80fd\u6709\u9650\uff0c\u4ee5\u4e0a\u8bd5\u7528\u7ed3\u8bba\u4ec5\u4e3a\u4e2a\u4eba\u8bc4\u4f30\u7ed3\u679c\uff0c\u5982\u6709\u4e0d\u59a5\u4e4b\u5904\uff0c\u8fd8\u8bf7\u4f53\u8c05\u3002<\/p>\n<\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"%E8%AF%95%E7%94%A8%E8%BF%87%E7%A8%8B\"><\/span>\u8bd5\u7528\u8fc7\u7a0b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E5%89%8D%E7%BD%AE%E5%87%86%E5%A4%87%E5%B7%A5%E4%BD%9C\"><\/span>\u524d\u7f6e\u51c6\u5907\u5de5\u4f5c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u6ce8\u518c\u4e00\u4e2a\u8d8b\u52a8\u4e91\u8d26\u53f7<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E8%AE%AD%E7%BB%83%E8%BF%87%E7%A8%8B\"><\/span>\u8bad\u7ec3\u8fc7\u7a0b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6839\u636e\u4ee5\u5f80\u7684\u7ecf\u9a8c\uff0c\u6211\u4eec\u8bad\u7ec3\u4e00\u4e2a\u5927\u6a21\u578b\u7684\u5927\u81f4\u6b65\u9aa4\u6709\uff1a<\/p>\n<ol>\n<li>\u51c6\u5907\u673a\u5668\u73af\u5883\uff1a\u767b\u5f55\u4e00\u4e2a\u652f\u6301GPU\u673a\u5668\u7684\u5e73\u53f0<\/li>\n<li>\u51c6\u5907\u57fa\u7840\u73af\u5883\uff1a\u5b89\u88c5\u57fa\u672c\u7684\u73af\u5883\uff0c\u5305\u62ecPyTorch\u3001Python\u3001CUDA\u3001Jupyter\u7b49<\/li>\n<li>\u51c6\u5907\u8bad\u7ec3\u6846\u67b6\uff1a\u4e0b\u8f7d\u8bad\u7ec3\u6846\u67b6LlaMa Factory<\/li>\n<li>\u51c6\u5907\u8bad\u7ec3\u6a21\u578b\uff1a\u4e0b\u8f7d\u57fa\u5ea7\u5927\u6a21\u578b<\/li>\n<li>\u51c6\u5907\u6570\u636e\u96c6\uff1a\u4e0a\u4f20\u6570\u636e\u96c6<\/li>\n<li>\u8bad\u7ec3\u53c2\u6570\u914d\u7f6e\uff1a\u4f7f\u7528WebUI\u754c\u9762\u8fdb\u884c\u8bad\u7ec3\u53c2\u6570\u7684\u914d\u7f6e<\/li>\n<li>\u8bad\u7ec3&amp;\u9a8c\u8bc1&amp;\u83b7\u53d6\u6a21\u578b\uff1a\u6267\u884c\u914d\u7f6e\u597d\u7684\u8bad\u7ec3\uff0c\u8bad\u7ec3\u5b8c\u6bd5\u540e\u8fdb\u884c\u9a8c\u8bc1\u5e76\u83b7\u53d6\u6a21\u578b<\/li>\n<\/ol>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u5c06\u7c7b\u6bd4\u4e0a\u8ff0\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u4f7f\u7528\u8d8b\u52a8\u4e91\u8fdb\u884c\u6574\u4f53\u6d41\u7a0b\u64cd\u4f5c\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E5%87%86%E5%A4%87%E6%9C%BA%E5%99%A8%E7%8E%AF%E5%A2%83_%E5%87%86%E5%A4%87%E5%9F%BA%E7%A1%80%E7%8E%AF%E5%A2%83_%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E6%A1%86%E6%9E%B6\"><\/span>\u51c6\u5907\u673a\u5668\u73af\u5883&amp;\u51c6\u5907\u57fa\u7840\u73af\u5883&amp;\u51c6\u5907\u8bad\u7ec3\u6846\u67b6<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>\u7b2c\u4e00\u6b65<\/strong>\uff1a\u767b\u5f55\u8d8b\u52a8\u4e91\u5e73\u53f0\uff0c\u5728\u5de6\u4fa7\u9879\u76ee\u521b\u5efa\u5bf9\u5e94\u7684\u9879\u76ee<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u521b\u5efa\u9879\u76ee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u521b\u5efa\u9879\u76ee.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u7b2c\u4e8c\u6b65<\/strong>\uff1a\u5728\u521d\u59cb\u5316\u5f00\u53d1\u73af\u5883\u9009\u62e9\u786c\u4ef6\u73af\u5883<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/GPU\u673a\u5668\u9009\u62e9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/GPU\u673a\u5668\u9009\u62e9.png\" alt=\"\" \/><\/a><\/p>\n<ul>\n<li>\u56e0\u4e3a\u8981\u8dd1Qwen2-7B\u6a21\u578b\uff0c\u6240\u4ee5\u6b64\u5904\u6211\u9009\u62e9\u4e86<code>B1.large<\/code>\u3002<\/li>\n<\/ul>\n<p><strong>\u7b2c\u4e09\u6b65<\/strong>\uff1a\u9009\u62e9\u955c\u50cf<br \/>\n\u955c\u50cf\u8fd9\u91cc\u6709\u4e24\u79cd\u65b9\u5f0f\uff1a\u9009\u62e9 <code>\u5b98\u7f51\u5df2\u6709\u7684\u955c\u50cf<\/code> \u6216\u8005 <code>\u81ea\u5df1\u6784\u5efa\u4e00\u4e2a\u955c\u50cf<\/code>\u3002<\/p>\n<p>\u7b2c\u4e00\u79cd\u8f83\u4e3a\u7b80\u5355\uff0c\u5728\u955c\u50cf\u5217\u8868\u9009\u62e9\u5bf9\u5e94\u955c\u50cf\u5373\u53ef\uff0c\u672c\u6b21\u4e0d\u518d\u8d58\u8ff0\u3002<\/p>\n<blockquote>\n<p>LLaMa Factory\u7684\u5b98\u7f51\u7684<a href=\"https:\/\/github.com\/hiyouga\/LLaMA-Factory\/tree\/main\">Requirement<\/a>\u4e2d\u5efa\u8bae\uff1a<\/p>\n<ul>\n<li>python:3.11<\/li>\n<li>pytorch: 2.4.0<\/li>\n<li>CUDA: 12.2<br \/>\n\u6240\u4ee5\uff0c\u5efa\u8bae\u955c\u50cf\u9009\u62e9 PyTorch2.1.2 \u8fd9\u4e2a\u7248\u672c<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/pytorch\u7248\u672c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/pytorch\u7248\u672c.png\" alt=\"\" \/><\/a><\/li>\n<\/ul>\n<\/blockquote>\n<p>\u7b2c\u4e8c\u79cd\u662f\u81ea\u5df1\u6784\u5efa\u955c\u50cf\uff0c\u70b9\u51fb\u53f3\u4e0a\u89d2 \u5236\u4f5c\u955c\u50cf \u540e\uff0c\u8f93\u5165\u5982\u4e0bDockerfile\u5185\u5bb9\uff1a<\/p>\n<pre><code class=\"language-dockerfile\"># clone LLaMA-Factory\nRUN git clone https:\/\/gitee.com\/deadwalk\/LLaMA-Factory.git \/app\/LLaMA-Factory\n\nWORKDIR \/app\/LLaMA-Factory\nRUN \/bin\/bash -c &quot;source activate base&quot; &amp;&amp; \\\n    pip install --upgrade pip &amp;&amp; \\\n    pip install -r requirements.txt  &amp;&amp; \\\n    pip install -e .[torch,metrics] &amp;&amp; \\\n    pip install -i https:\/\/pypi.tuna.tsinghua.edu.cn\/simple langchain langchain-community python-dotenv langserve dashscope uvicorn sse-starlette\n\n# apex\nRUN pip uninstall -y apex || true &amp;&amp; \\\n    git clone https:\/\/gitee.com\/deadwalk\/apex.git \/app\/apex\nWORKDIR \/app\/apex\nRUN python setup.py install\nWORKDIR \/app\/LLaMA-Factory<\/code><\/pre>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u8fd9\u79cd\u65b9\u5f0f\u4f1a\u5728Dockfile\u4e2d\u8bbe\u5b9a\u4e86\u62c9\u53d6LLaMa Factory\u7684\u955c\u50cf\uff0c\u6240\u4ee5\u7701\u53bb\u4e86\u624b\u52a8\u62c9\u53d6\u7684\u6b65\u9aa4\u3002<\/li>\n<li>\u4e0a\u8ff0Dockerfile\u4e2d\u5728\u62c9\u53d6LlaMa Factory\u65f6,\u6539\u4e3a\u6211\u5728Gitee\u5efa\u7acb\u7684\u955c\u50cf\u4ed3\u5e93\uff0c\u53ef\u4ee5\u907f\u514dGithub\u5076\u5c14\u4f1a\u62bd\u98ce\u7684\u95ee\u9898\u3002<\/li>\n<li>\u4e0a\u8ff0Dockerfile\u4e2d\u4f1a\u63d0\u524d\u5b89\u88c5\u597d\u5fc5\u8981\u7684\u4f9d\u8d56\uff0c\u5305\u62ec<code>langchain<\/code>\u3001<code>langchain-community<\/code>\u3001<code>python-dotenv<\/code>\u3001<code>langserve<\/code>\u3001<code>dashscope<\/code>\u3001<code>uvicorn<\/code>\u7b49\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u5236\u4f5c\u81ea\u5df1\u7684\u955c\u50cf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u5236\u4f5c\u81ea\u5df1\u7684\u955c\u50cf.png\" alt=\"\" \/><\/a><\/li>\n<\/ul>\n<p>\u7f16\u8f91\u5b8c\u6bd5\u540e\uff0c\u6784\u5efa\u955c\u50cf\u3002\u7a0d\u7b49\u7247\u523b\uff0c\u955c\u50cf\u6784\u5efa\u5b8c\u6bd5\u5373\u53ef\u3002<\/p>\n<p><strong>\u7b2c\u56db\u6b65<\/strong>\uff1a(\u53ef\u9009)\u542f\u52a8\u5f00\u53d1\u73af\u5883<br \/>\n\u9009\u62e9\u5b8c\u6bd5\u4e4b\u540e\uff0c\u70b9\u51fb\u7acb\u5373\u542f\u52a8\u5373\u53ef\u542f\u52a8\u5bf9\u5e94\u7684\u5f00\u53d1\u73af\u5883\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u542f\u52a8\u5f00\u53d1\u73af\u5883.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u542f\u52a8\u5f00\u53d1\u73af\u5883.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u6ce8\u610f\uff1a\u7531\u4e8e\u8d8b\u52a8\u4e91\u7684\u6a21\u578b\u548c\u6570\u636e\u96c6\u6709\u5176\u81ea\u5df1\u7684\u5b58\u50a8\u65b9\u5f0f\u4ee5\u53ca\u8ba1\u8d39\u7b56\u7565\uff0c\u6240\u4ee5\u6b64\u5904\u5efa\u8bae\u5148\u8fdb\u884c\u6570\u636e\u96c6\u548c\u6a21\u578b\u7684\u6dfb\u52a0\u540e\uff0c\u518d\u542f\u52a8\u5f00\u53d1\u73af\u5883\u4ee5\u907f\u514d\u6d6a\u8d39\u7b97\u529b\u65f6\u3002<\/p>\n<\/blockquote>\n<h4><span class=\"ez-toc-section\" id=\"%E5%87%86%E5%A4%87%E6%95%B0%E6%8D%AE%E9%9B%86\"><\/span>\u51c6\u5907\u6570\u636e\u96c6<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u4e0e\u9b54\u5854\u793e\u533a\u4e2d\u4f7f\u7528git clone\u65b9\u5f0f\u62c9\u53d6\u6570\u636e\u96c6\u7684\u65b9\u5f0f\u4e0d\u540c\uff0c\u5728\u8d8b\u52a8\u4e91\u4e2d\uff0c\u9700\u8981\u505a\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u521b\u5efa\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u586b\u5199\u6570\u636e\u96c6\u76f8\u5173\u4fe1\u606f<\/li>\n<li>\u5c06\u6570\u636e\u96c6\u4e0a\u4f20\u5230\u6570\u636e\u96c6<\/li>\n<li>\u5728\u542f\u52a8\u5f00\u53d1\u73af\u5883\u4e2d\u9009\u62e9\u52a0\u8f7d\u6dfb\u52a0\u7684\u6570\u636e\u96c6\uff0c\u6570\u636e\u96c6\u65b9\u53ef\u4f7f\u7528\u3002<\/li>\n<\/ol>\n<p>\u5177\u4f53\u4e0a\u4f20\u6570\u636e\u96c6\u7684\u6b65\u9aa4\uff0c\u5b98\u65b9\u6709\u8be6\u7ec6\u7684\u8bf4\u660e\uff1a<a href=\"https:\/\/platform.virtaicloud.com\/gemini\/v1\/gemini_doc\/02-%E6%93%8D%E4%BD%9C%E6%8C%87%E5%8D%97\/03-%E6%95%B0%E6%8D%AE\/03-%E5%88%9B%E5%BB%BA%E6%95%B0%E6%8D%AE%E9%9B%86.html#%E5%88%9B%E5%BB%BA%E6%95%B0%E6%8D%AE%E9%9B%86\">\u521b\u5efa\u5e76\u4e0a\u4f20\u6570\u636e\u96c6<\/a>\u3002<br \/>\n\u6b64\u5904\uff0c\u6211\u4ec5\u8bb0\u5f55\u6211\u7684\u64cd\u4f5c\u6b65\u9aa4\uff1a<\/p>\n<p><strong>\u7b2c\u4e00\u6b65<\/strong>\uff1a\u521b\u5efa\u6570\u636e\u96c6<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u521b\u5efa\u6570\u636e\u96c6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u521b\u5efa\u6570\u636e\u96c6.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u7b2c\u4e8c\u6b65<\/strong>\uff1a\u4f7f\u7528Termius(\u4e00\u6b3eMac\u4e0b\u7684SSH\u5ba2\u6237\u7aef)\uff0c\u914d\u7f6e\u670d\u52a1\u5668\u5730\u5740<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/SFT\u8fde\u63a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/SFT\u8fde\u63a5.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u7b2c\u4e09\u6b65<\/strong>\uff1a\u4e0a\u4f20\u533b\u7597\u5927\u6a21\u578b\u7684\u6570\u636e\u96c6<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/SFT\u4f20\u8f93.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/SFT\u4f20\u8f93.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p><a href=\"https:\/\/modelscope.cn\/datasets\/xiaofengalg\/Chinese-medical-dialogue\">\u4e2d\u6587\u533b\u7597\u5bf9\u8bdd\u6570\u636e-Chinese-medical-dialogue<\/a>\u662f\u6211\u5728\u9b54\u5854\u793e\u533a\u4e0agit clone\u5230\u672c\u5730\u673a\u5668\u73af\u5883\u7684\u6570\u636e\u96c6\u3002<\/p>\n<\/blockquote>\n<h4><span class=\"ez-toc-section\" id=\"%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B\"><\/span>\u51c6\u5907\u8bad\u7ec3\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u672c\u6b21\u6211\u8981\u4f7f\u7528Qwen2-7B-Instruct\u4f5c\u4e3a\u57fa\u5ea7\u6a21\u578b\uff0c\u800c\u8be5\u6a21\u578b\u6587\u4ef6\u5927\u5c0f\u4e3a<code>10G<\/code>\u4ee5\u4e0a\uff0c\u65e0\u6cd5\u5728\u6784\u5efa\u955c\u50cf\u65f6\u76f4\u63a5\u62c9\u53d6(\u5982\u679c\u5728\u6784\u5efa\u955c\u50cf\u4e2d\u62c9\u53d6\uff0c\u4f1a\u56e0\u4e3a\u955c\u50cf\u8d85\u8fc710G\u800c\u62a5\u9519)\uff0c\u6240\u4ee5\u6211\u4eec\u8fd9\u91cc\u901a\u8fc7\u8d8b\u52a8\u4e91\u9875\u9762\u7684\u6a21\u578b\u8fdb\u884c\u6dfb\u52a0\u3002<br \/>\n<strong>\u7b2c\u4e00\u6b65<\/strong>\uff1a\u9875\u9762\u5de6\u4fa7\u6a21\u578b -&gt; \u521b\u5efa\u6a21\u578b -&gt; \u586b\u5199\u6a21\u578b\u76f8\u5173\u4fe1\u606f<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u914d\u7f6e\u6a21\u578b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u914d\u7f6e\u6a21\u578b.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u7b2c\u4e8c\u6b65<\/strong>\uff1a\u4e0e\u4e0a\u4f20\u6570\u636e\u96c6\u7684\u65b9\u5f0f\u7c7b\u4f3c\uff0c\u4f7f\u7528Termius\u5c06\u672c\u5730\u5df2\u7ecf\u4e0b\u8f7d\u597d\u7684\u6a21\u578b\u4e0a\u4f20\u5230\u670d\u52a1\u5668\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u4e0a\u4f20\u6a21\u578b\u6587\u4ef6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u4e0a\u4f20\u6a21\u578b\u6587\u4ef6.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u7b2c\u4e09\u6b65<\/strong>\uff1a\u4e0a\u4f20\u5b8c\u6bd5\u540e\u70b9\u51fb\u786e\u5b9a\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E5%90%AF%E5%8A%A8%E5%BC%80%E5%8F%91%E7%8E%AF%E5%A2%83\"><\/span>\u542f\u52a8\u5f00\u53d1\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u8bad\u7ec3\u5927\u6a21\u578b\u6240\u9700\u8981\u7684\u786c\u4ef6\u73af\u5883\u3001\u8bad\u7ec3\u6846\u67b6\u3001\u8bad\u7ec3\u6a21\u578b\u3001\u6570\u636e\u96c6\u7b49\u5747\u5df2\u51c6\u5907\u5b8c\u6bd5\uff0c\u70b9\u51fb\u53f3\u4e0b\u89d2\u7684\u7acb\u5373\u542f\u52a8-&gt; \u542f\u52a8\u5f00\u53d1\u73af\u5883 -&gt; JupyterLab\u5373\u53ef\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u9879\u76ee\u7684\u914d\u7f6e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u9879\u76ee\u7684\u914d\u7f6e.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u6a21\u578b\u3001\u6570\u636e\u96c6\u7684\u52a0\u8f7d\u9664\u4e86\u5728\u521b\u5efa\u9879\u76ee\u65f6\u53ef\u4ee5\u9009\u62e9\u4e4b\u5916\uff0c\u4e5f\u53ef\u4ee5\u5728\u540e\u7eed\u7684\u4f7f\u7528\u4e2d\u8fdb\u884c\u52a0\u8f7d\uff0c\u4f8b\u5982\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u4fee\u6539\u6570\u636e\u96c6\u548c\u6a21\u578b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u4fee\u6539\u6570\u636e\u96c6\u548c\u6a21\u578b.png\" alt=\"\" \/><\/a><\/p>\n<\/blockquote>\n<h4><span class=\"ez-toc-section\" id=\"%E8%AE%AD%E7%BB%83%E5%8F%82%E6%95%B0%E9%85%8D%E7%BD%AE\"><\/span>\u8bad\u7ec3\u53c2\u6570\u914d\u7f6e<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>\u7b2c\u4e00\u6b65<\/strong>\uff1a\u542f\u52a8LLaMa Factory\u7684webui\u754c\u9762<br \/>\n\u7531\u4e8e\u5728\u6784\u5efa\u955c\u50cf\u65f6\uff0c\u6211\u4eec\u5c06LLaMa Factory\u4e0b\u8f7d\u5230<code>\/app\/LLaMA-Factory\/<\/code>\u76ee\u5f55\u4e0b\uff0c\u6240\u4ee5\u6211\u4eec\u5207\u6362\u81f3\u8be5\u76ee\u5f55\u4e0b\u540e\u542f\u52a8webui\u754c\u9762\u3002<\/p>\n<pre><code class=\"language-bash\"># \u5207\u6362\u81f3\/app\/LLaMA-Factory\/\u76ee\u5f55\u4e0b\ncd \/app\/LLaMA-Factory\n# \u542f\u52a8webui\u754c\u9762\nllamafactory-cli webui<\/code><\/pre>\n<p>\u8fd0\u884c\u6548\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u542f\u52a8llamafactory.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u542f\u52a8llamafactory.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u7b2c\u4e8c\u6b65<\/strong>\uff1a\u9875\u9762\u53f3\u4fa7\u7aef\u53e3 -&gt; \u6dfb\u52a0\u7aef\u53e3-&gt; \u5c067860\u7aef\u53e3\u6dfb\u52a0\u5230\u7aef\u53e3\u5217\u8868\u4e2d<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u6dfb\u52a0\u7aef\u53e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u6dfb\u52a0\u7aef\u53e3.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u7b2c\u4e09\u6b65<\/strong>\uff1a\u6d4f\u89c8\u5668\u4e2d\u8bbf\u95ee\u7aef\u53e3\u6620\u5c04\u540e\u7684\u5730\u5740\uff0c\u4f8b\u5982:<code>direct.virtaicloud.com:21496<\/code><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u6dfb\u52a0\u540e\u6548\u679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u6dfb\u52a0\u540e\u6548\u679c.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u7b2c\u56db\u6b65<\/strong>\uff1a\u67e5\u770b\u5404\u6570\u636e\u96c6\u7684\u4fdd\u5b58\u4f4d\u7f6e<br \/>\n\u901a\u8fc7 <code>df -h<\/code> \u547d\u4ee4\u53ef\u4ee5\u770b\u5230\u78c1\u76d8\u7684\u6302\u8f7d\u60c5\u51b5\uff0c\u5176\u4e2d\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u786c\u76d8\u52a0\u8f7d\u60c5\u51b5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u786c\u76d8\u52a0\u8f7d\u60c5\u51b5.png\" alt=\"\" \/><\/a><\/p>\n<ul>\n<li>\u5728\u8d8b\u52a8\u4e91\u5b98\u65b9\u8bf4\u660e\u6587\u6863\u4e2d\u7ed9\u51fa\u4e86\u5404\u4e2a\u8def\u5f84\u7684\u4f5c\u7528\uff1a\n<ul>\n<li>\/gemini\/code \u5bf9\u5e94\u4ee3\u7801\u8def\u5f84<\/li>\n<li>\/gemini\/pretrain \u5bf9\u5e94\u6211\u4eec\u4e4b\u524d\u4e0a\u4f20\u7684\u6a21\u578b\u6587\u4ef6<\/li>\n<li>\/gemini\/data \u5bf9\u5e94\u6211\u4eec\u4e4b\u524d\u4e0a\u4f20\u7684\u6570\u636e\u96c6<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>\u7b2c\u4e94\u6b65<\/strong>\uff1a\u914d\u7f6e\u8bad\u7ec3\u53c2\u6570<br \/>\n\u7531\u4e8e\u6211\u4eec\u4e0a\u4f20\u7684\u6a21\u578b\u5728\/gemini\/pretrain\u4e0b\uff0c\u6240\u4ee5\u8bad\u7ec3\u914d\u7f6e\u4e3a\uff1a<\/p>\n<ul>\n<li>Model Path\u586b\u5199\u4e3a<code>\/gemini\/pretrain\/Qwen2-7B-Instruct<\/code><\/li>\n<li>Model name \u586b\u5199\u4e3a<code>Qwen2-7B-Instruct<\/code><\/li>\n<\/ul>\n<p>\u5728Chat\u4e2d\uff0c\u70b9\u51fb<code>Load Model<\/code>\u6d4b\u8bd5\u6a21\u578b\u53ef\u4ee5\u6b63\u5e38\u52a0\u8f7d\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u52a0\u8f7d\u5927\u6a21\u578b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u52a0\u8f7d\u5927\u6a21\u578b.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u7b2c\u516d\u6b65<\/strong>\uff1a\u914d\u7f6e\u6570\u636e\u96c6<br \/>\n\u5982\u4e4b\u524d\u9879\u76ee\u6240\u5b66\uff0c\u5982\u679c\u8981\u4f7f\u7528\u81ea\u5b9a\u4e49\u7684\u6570\u636e\u96c6\uff0c\u9700\u8981\u4fee\u6539<code>LLaMa Factory\/data<\/code>\u76ee\u5f55\u4e0b\u7684dataset_info.json\u6587\u4ef6\u3002<\/p>\n<p>\u672c\u4f8b\u4e2d\uff0c\u6211\u4eec\u901a\u8fc7Dockfile\u6784\u5efa\u955c\u50cf\u65f6\uff0c\u662f\u5c06LlaMa Factory\u4e0b\u8f7d\u5230\u4e86<code>\/app\/LLaMA-Factory\/<\/code>\u76ee\u5f55\uff0c\u6240\u4ee5\uff0c\u6211\u4eec\u8fdb\u884c\u5982\u4e0b\u64cd\u4f5c\uff1a<\/p>\n<p><strong>\u7b2c\u4e03\u6b65<\/strong>\uff1a\u5728JupyterLab\u5de6\u4fa7\u7684\u6587\u4ef6\u76ee\u5f55\uff0c\u5207\u6362\u81f3<code>\/app\/LLaMA-Factory\/data<\/code>\u76ee\u5f55\u4e0b<\/p>\n<p><strong>\u7b2c\u516b\u6b65<\/strong>\uff1a\u53f3\u952edataset_info.json\u6587\u4ef6 -&gt; \u6253\u5f00\u65b9\u5f0f -&gt; \u7f16\u8f91\u5668\uff0c\u6dfb\u52a0\u5982\u4e0b\u5185\u5bb9\uff1a<\/p>\n<pre><code class=\"language-json\">  &quot;custom_sft_train_data&quot;: {\n  &quot;file_name&quot;: &quot;\/gemini\/data-1\/Chinese-medical-dialogue\/data\/train_0001_of_0001.json&quot;,\n  &quot;columns&quot;: {\n    &quot;prompt&quot;: &quot;instruction&quot;,\n    &quot;query&quot;: &quot;input&quot;,\n    &quot;response&quot;: &quot;output&quot;\n    }\n  },<\/code><\/pre>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u6570\u636e\u96c6\u914d\u7f6e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u6570\u636e\u96c6\u914d\u7f6e.png\" alt=\"\" \/><\/a><\/p>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>file_name\u5bf9\u5e94\u6570\u636e\u96c6\u7684\u8def\u5f84\uff0c\u5728\u672c\u4f8b\u4e2d\u6211\u4eec\u4e0a\u4f20\u7684\u6570\u636e\u96c6\u5728<code>\/gemini\/data-1\/<\/code>\uff0c\u6240\u4ee5\u9700\u8981\u4fee\u6539\u4e3a\u5bf9\u5e94\u7684\u8def\u5f84\u4f4d\u7f6e\u3002<\/li>\n<\/ul>\n<p><strong>\u7b2c\u4e5d\u6b65<\/strong>\uff1aDataSet\u4e2d\u9009\u62e9<code>custom_sft_train_data<\/code>\uff0c\u8fdb\u884cPreview\uff0c\u67e5\u770b\u6570\u636e\u96c6\u662f\u5426\u52a0\u8f7d\u6210\u529f\u3002<\/p>\n<p><strong>\u7b2c\u5341\u6b65<\/strong>\uff1a\u914d\u7f6e\u8f93\u51fa\u8def\u5f84\u3002<br \/>\n\u56e0\u4e3a <code>\/gemini\/code<\/code> \u76ee\u5f55\u4e0d\u4f1a\u88ab\u6e05\u9664\uff0c\u6240\u4ee5\uff0c\u6211\u4eec\u9009\u62e9\u5c06\u8bad\u7ec3\u7ed3\u679c\u4fdd\u5b58\u5728 <code>\/gemini\/code\/sft_output<\/code> \u76ee\u5f55\u4e0b\u3002<\/p>\n<blockquote>\n<p>\u901a\u8fc7\u5b9e\u9645\u6d4b\u8bd5\uff1a<\/p>\n<ul>\n<li>\u955c\u50cf\u6587\u4ef6\u521b\u5efa\u7684<code>\/app\/LLaMA-Factory\/<\/code>\u76ee\u5f55\uff0c\u5728\u5f00\u53d1\u73af\u5883\u91cd\u542f\u540e\u4f1a\u88ab\u5220\u9664<\/li>\n<li>\u6570\u636e\u96c6\u76ee\u5f55\/gemini\/data-1\u3001\u6a21\u578b\u76ee\u5f55\/gemini\/pretrain\u76ee\u5f55\u662f\u53ea\u8bfb\u6587\u4ef6<\/li>\n<li>\u6240\u4ee5\uff0c\u6a21\u578b\u8f93\u51fa\u8def\u5f84\u6211\u8fd9\u91cc\u9009\u62e9\u8f93\u51fa\u5728\/gemini\/code\/\u4e0b\u9762\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u8bad\u7ec3\u914d\u7f6e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u8bad\u7ec3\u914d\u7f6e.png\" alt=\"\" \/><\/a><\/li>\n<\/ul>\n<\/blockquote>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u8f93\u51fa\u914d\u7f6e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u8f93\u51fa\u914d\u7f6e.png\" alt=\"\" \/><\/a><\/p>\n<p>\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u901a\u8fc7<code>watch -n 1 nvidia-smi <\/code> \u5b9e\u65f6\u67e5\u770b\u663e\u5b58\u7684\u6d88\u8017\u60c5\u51b5\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u663e\u5b58\u5360\u7528.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u663e\u5b58\u5360\u7528.png\" alt=\"\" \/><\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E8%AE%AD%E7%BB%83%E5%AE%8C%E6%AF%95\"><\/span>\u8bad\u7ec3\u5b8c\u6bd5<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u8bad\u7ec3\u5b8c\u6bd5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u8bad\u7ec3\u5b8c\u6bd5.png\" alt=\"\" \/><\/a><br \/>\n\u8bad\u7ec3\u5b8c\u6bd5\u540e\uff0c\u5207\u6362\u5230\u8f93\u51fa\u76ee\u5f55\u67e5\u770b\uff0c\u53ef\u4ee5\u770b\u5230\u8bad\u7ec3\u7ed3\u679c\u5982\u4e0b\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u8bad\u7ec3\u7ed3\u679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u8bad\u7ec3\u7ed3\u679c.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%A6%BB%E7%BA%BF%E8%AE%AD%E7%BB%83\"><\/span>\u79bb\u7ebf\u8bad\u7ec3<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8d8b\u52a8\u4e91\u5e73\u53f0\u4e5f\u63d0\u4f9b\u4e86\u79bb\u7ebf\u4efb\u52a1\uff0c\u53ef\u4ee5\u5c06\u8bad\u7ec3\u8fc7\u7a0b\u7f16\u5199\u4e3a\u811a\u672c\uff0c\u76f4\u63a5\u4ea4\u7531\u5e73\u53f0\u6267\u884c\u800c\u65e0\u987b\u4eba\u5de5\u503c\u5b88\u3002\u672c\u6b21\uff0c\u6211\u4eec\u4e5f\u4f53\u9a8c\u4e0b\u8be5\u529f\u80fd\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E5%87%86%E5%A4%87dataset_infojson\"><\/span>\u51c6\u5907dataset_info.json<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u56e0\u4e3a\u8bad\u7ec3\u7684\u65f6\u5019\u9700\u8981\u4fee\u6539<code>dataset_info.json<\/code>\uff0c\u6240\u4ee5\u6211\u5c06\u4e4b\u524d\u914d\u7f6e\u8fc7\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u7684<code>dataset_info.json<\/code>\uff0c\u4fdd\u5b58\u4e86\u4e00\u4efd\u653e\u5728<code>\/gemini\/code<\/code>\u76ee\u5f55\u4e0b<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E9%85%8D%E7%BD%AE%E7%A6%BB%E7%BA%BF%E4%BB%BB%E5%8A%A1\"><\/span>\u914d\u7f6e\u79bb\u7ebf\u4efb\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>\u7b2c\u4e00\u6b65<\/strong>\uff1a\u8fdb\u5165\u4e4b\u524d\u521b\u5efa\u7684\u9879\u76ee\u4e2d\uff0c\u70b9\u51fb\u53f3\u4e0a\u89d2\u7684\u79bb\u7ebf\u4efb\u52a1<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u70b9\u51fb\u79bb\u7ebf\u4efb\u52a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u70b9\u51fb\u79bb\u7ebf\u4efb\u52a1.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u7b2c\u4e8c\u6b65<\/strong>\uff1a\u914d\u7f6e\u79bb\u7ebf\u4efb\u52a1\u4fe1\u606f<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u914d\u7f6e\u79bb\u7ebf\u4efb\u52a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u914d\u7f6e\u79bb\u7ebf\u4efb\u52a1.png\" alt=\"\" \/><\/a><\/p>\n<ul>\n<li>\u6570\u636e\uff1a\u9009\u62e9\u4e4b\u524d\u6211\u4eec\u4e0a\u4f20\u7684\u4e2d\u6587\u533b\u7597\u5927\u6570\u636e\u6570\u636e\u96c6<\/li>\n<li>\u6a21\u578b\uff1a\u9009\u62e9\u4e4b\u524d\u6211\u4eec\u4e0a\u4f20\u7684Qwen2-7B-Instruct\u6a21\u578b<\/li>\n<li>\u955c\u50cf\uff1a\u9009\u62e9\u4e4b\u524d\u6211\u4eec\u81ea\u5df1\u6784\u5efa\u7684\u955c\u50cf<\/li>\n<li>\u542f\u52a8\u547d\u4ee4\u4e2d\u586b\u5199\u5982\u4e0b\u547d\u4ee4\uff1a<\/li>\n<\/ul>\n<pre><code class=\"language-bash\"># \u62f7\u8d1ddataset_info.json\u5230LLaMaFactory\u76ee\u5f55\u4e0b\ncp -f \/gemini\/code\/dataset_info.json \/app\/LLaMA-Factory\/data\/dataset_info.json \n\n# \u8fdb\u5165LLaMaFactory\u76ee\u5f55\ncd \/app\/LLaMA-Factory\n\n# \u6267\u884c\u8bad\u7ec3\u547d\u4ee4\nllamafactory-cli train \\\n    --stage sft \\\n    --do_train True \\\n    --model_name_or_path \/gemini\/pretrain\/Qwen2-7B-Instruct \\\n    --preprocessing_num_workers 16 \\\n    --finetuning_type lora \\\n    --template qwen \\\n    --flash_attn auto \\\n    --dataset_dir data \\\n    --dataset custom_sft_train_data \\\n    --cutoff_len 1024 \\\n    --learning_rate 5e-05 \\\n    --num_train_epochs 3.0 \\\n    --max_samples 100 \\\n    --per_device_train_batch_size 2 \\\n    --gradient_accumulation_steps 8 \\\n    --lr_scheduler_type cosine \\\n    --max_grad_norm 1.0 \\\n    --logging_steps 5 \\\n    --save_steps 5000 \\\n    --warmup_steps 0 \\\n    --optim adamw_torch \\\n    --packing False \\\n    --report_to none \\\n    --output_dir \/gemini\/output\/sft_output \\\n    --bf16 True \\\n    --plot_loss True \\\n    --ddp_timeout 180000000 \\\n    --include_num_input_tokens_seen True \\\n    --lora_rank 8 \\\n    --lora_alpha 16 \\\n    --lora_dropout 0 \\\n    --lora_target all <\/code><\/pre>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u4ee5\u4e0a\u547d\u4ee4\u4e2d<code>cd \/app\/LLaMA-Factory<\/code>\u662f\u56e0\u4e3a\u4f7f\u7528\u4e86\u81ea\u5df1\u6784\u5efa\u7684\u955c\u50cf\uff0c\u6240\u4ee5\u624d\u53ef\u4f7f\u7528\u8be5\u76ee\u5f55\u3002\u5982\u679c\u662f\u5176\u4ed6\u955c\u50cf\uff0c\u9700\u8981\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u9009\u62e9\u5207\u6362\u7684LLaMa Factory\u76ee\u5f55\u3002<\/li>\n<li>\u4ee5\u4e0a\u547d\u4ee4\u4e2d\u6a21\u578b\u8f93\u51fa\u8def\u5f84\u8bbe\u7f6e\u4e3a\u5b98\u65b9\u63d0\u4f9b\u7684 <code>\/gemini\/output\/<\/code>\uff0c\u8be5\u76ee\u5f55\u662f\u53ef\u5199\u7684\u3002<code>\/gemini\/code<\/code>\u5728\u79bb\u7ebf\u4efb\u52a1\u4e0b\u662f\u53ea\u8bfb\u7684\u3002<\/li>\n<li>\u8bad\u7ec3\u547d\u4ee4\u4e2d\u9700\u8981\u5c06<code>--save_steps <\/code>\u8bbe\u7f6e\u5927\u4e00\u4e9b(\u4f8b\u5982\uff1a5000)\uff0c\u4ee5\u4fbf\u51cf\u5c11\u8bad\u7ec3\u4e2d\u95f4\u4ea7\u7269checkpoint\u7684\u8bb0\u5f55\u3002<\/li>\n<\/ul>\n<p>\u8fd0\u884c\u6548\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u79bb\u7ebf\u4efb\u52a1\u6267\u884c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u79bb\u7ebf\u4efb\u52a1\u6267\u884c.png\" alt=\"\" \/><\/a><\/p>\n<p>\u8bad\u7ec3\u5b8c\u6bd5\u540e\u6548\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u8bad\u7ec3\u5b8c\u6bd5\u6548\u679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u8bad\u7ec3\u5b8c\u6bd5\u6548\u679c.png\" alt=\"\" \/><\/a><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%80%E4%BA%9B%E5%BB%BA%E8%AE%AE\"><\/span>\u4e00\u4e9b\u5efa\u8bae<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5728\u6574\u4f53\u8bd5\u7528\u4f7f\u7528\u65f6\u53d1\u73b0\u4e86\u4e24\u4e2a\u95ee\u9898\uff0c\u5efa\u8bae\u8d8b\u52a8\u4e91\u5b98\u65b9\u8fdb\u884c\u4f18\u5316\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E9%97%AE%E9%A2%98%EF%BC%9A%E7%BC%96%E8%BE%91%E5%B7%B2%E5%AD%98%E5%9C%A8%E7%9A%84%E9%95%9C%E5%83%8F%E6%97%B6%EF%BC%8C%E9%95%9C%E5%83%8F%E5%90%8D%E7%A7%B0%E4%BC%9A%E4%B8%A2%E5%A4%B1%EF%BC%8C%E9%9C%80%E8%A6%81%E7%94%A8%E6%88%B7%E9%87%8D%E6%96%B0%E8%BE%93%E5%85%A5%E3%80%82\"><\/span>\u95ee\u9898\uff1a\u7f16\u8f91\u5df2\u5b58\u5728\u7684\u955c\u50cf\u65f6\uff0c\u955c\u50cf\u540d\u79f0\u4f1a\u4e22\u5931\uff0c\u9700\u8981\u7528\u6237\u91cd\u65b0\u8f93\u5165\u3002<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u590d\u73b0\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u5728\u955c\u50cf\u9875\u9762\u9009\u62e9\u4e00\u4e2a\u81ea\u5df1\u5efa\u7acb\u7684\u955c\u50cf<\/li>\n<li>\u70b9\u51fb\u955c\u50cf\u8fdb\u5165\u955c\u50cf\u8be6\u60c5<\/li>\n<li>\u70b9\u51fb\u955c\u50cf\u540d\u79f0\u7f16\u8f91\u6846<br \/>\n\u9884\u671f\u7ed3\u679c\uff1a<br \/>\n\u7f16\u8f91\u6846\u662f\u4e4b\u524d\u5df2\u7ecf\u521b\u5efa\u7684\u955c\u50cf\u540d\u79f0<br \/>\n\u5b9e\u9645\u7ed3\u679c\uff1a<br \/>\n\u7f16\u8f91\u6846\u53d8\u4e3a\u7a7a\uff0c\u9700\u8981\u7528\u6237\u91cd\u65b0\u8f93\u5165\u955c\u50cf\u540d\u79f0\uff0c\u5f88\u7e41\u7410\u3002\u6b64\u5916\uff0c\u5728\u955c\u50cf\u6784\u5efa\u5931\u8d25\u4e8c\u6b21\u6784\u5efa\u65f6\uff0c\u4e5f\u5b58\u5728\u6b64\u95ee\u9898\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u7f16\u8f91\u955c\u50cf\u540d\u79f0\u4e22\u5931\u9ed8\u8ba4\u5185\u5bb9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/\u7f16\u8f91\u955c\u50cf\u540d\u79f0\u4e22\u5931\u9ed8\u8ba4\u5185\u5bb9.png\" alt=\"\" \/><\/a><\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%E5%BB%BA%E8%AE%AE%EF%BC%9A%E5%BB%BA%E8%AE%AE%E4%BC%98%E5%8C%96%E6%95%B0%E6%8D%AE%E9%9B%86%E5%92%8C%E6%A8%A1%E5%9E%8B%E7%9A%84%E6%B7%BB%E5%8A%A0%E6%96%B9%E5%BC%8F%E3%80%82\"><\/span>\u5efa\u8bae\uff1a\u5efa\u8bae\u4f18\u5316\u6570\u636e\u96c6\u548c\u6a21\u578b\u7684\u6dfb\u52a0\u65b9\u5f0f\u3002<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u7528\u6237\u5728\u4f7f\u7528\u6570\u636e\u96c6\u548c\u6a21\u578b\u65f6\uff0c\u5bf9\u6bd4\u9b54\u5854\u793e\u533a\u548c\u9a71\u52a8\u4e91\u7684\u64cd\u4f5c\u8def\u5f84\u5982\u4e0b\uff1a<\/p>\n<p><strong>\u9b54\u5854\u7684\u64cd\u4f5c\u8def\u5f84<\/strong>\u662f\uff1a<\/p>\n<ol>\n<li>\u767b\u5f55\u5e73\u53f0(\u4f8b\u5982\u9b54\u5854\u793e\u533a)<\/li>\n<li>\u5728JupyterLab\u7684\u7ec8\u7aef\u4e2d\uff0c\u4f7f\u7528git 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