{"id":33382,"date":"2024-10-27T13:57:06","date_gmt":"2024-10-27T05:57:06","guid":{"rendered":"https:\/\/17aitech.com\/?p=33382"},"modified":"2025-05-11T21:27:00","modified_gmt":"2025-05-11T13:27:00","slug":"%e3%80%90%e9%a1%b9%e7%9b%ae%e5%ae%9e%e6%88%98%e3%80%91%e9%80%9a%e8%bf%87llamafactoryqwen2-vl-2b%e5%be%ae%e8%b0%83%e4%b8%80%e4%b8%aa%e5%a4%9a%e6%a8%a1%e6%80%81%e5%8c%bb%e7%96%97%e5%a4%a7%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=33382","title":{"rendered":"\u3010\u9879\u76ee\u5b9e\u6218\u3011\u901a\u8fc7LLaMaFactory+Qwen2-VL-2B\u5fae\u8c03\u4e00\u4e2a\u591a\u6a21\u6001\u533b\u7597\u5927\u6a21\u578b"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=33382\/#%E5%89%8D%E8%A8%80\" >\u524d\u8a00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=33382\/#%E9%A1%B9%E7%9B%AE%E7%9B%AE%E6%A0%87\" >\u9879\u76ee\u76ee\u6807<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=33382\/#%E5%AE%9E%E7%8E%B0%E8%BF%87%E7%A8%8B\" >\u5b9e\u73b0\u8fc7\u7a0b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=33382\/#1_%E6%95%B0%E6%8D%AE%E9%9B%86%E5%87%86%E5%A4%87\" >1. \u6570\u636e\u96c6\u51c6\u5907<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=33382\/#2_%E6%95%B0%E6%8D%AE%E4%B8%8B%E8%BD%BD\" >2. \u6570\u636e\u4e0b\u8f7d<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=33382\/#21_%E5%AE%89%E8%A3%85Hugging_Face%E7%9A%84Datasets%E5%BA%93\" >2.1 \u5b89\u88c5Hugging Face\u7684Datasets\u5e93<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=33382\/#22_%E4%B8%8B%E8%BD%BD%E6%95%B0%E6%8D%AE%E9%9B%86\" >2.2 \u4e0b\u8f7d\u6570\u636e\u96c6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/17aitech.com\/?p=33382\/#23_%E9%A2%84%E8%A7%88%E6%95%B0%E6%8D%AE%E9%9B%86\" >2.3 \u9884\u89c8\u6570\u636e\u96c6<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/17aitech.com\/?p=33382\/#3_%E6%95%B0%E6%8D%AE%E9%A2%84%E5%A4%84%E7%90%86\" >3. \u6570\u636e\u9884\u5904\u7406<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/17aitech.com\/?p=33382\/#31_LLama_Factory%E6%95%B0%E6%8D%AE%E6%A0%BC%E5%BC%8F\" >3.1 LLama Factory\u6570\u636e\u683c\u5f0f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/17aitech.com\/?p=33382\/#32_%E5%AE%9E%E7%8E%B0%E6%95%B0%E6%8D%AE%E6%A0%BC%E5%BC%8F%E8%BD%AC%E6%8D%A2%E8%84%9A%E6%9C%AC\" >3.2 \u5b9e\u73b0\u6570\u636e\u683c\u5f0f\u8f6c\u6362\u811a\u672c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/17aitech.com\/?p=33382\/#4_%E6%A8%A1%E5%9E%8B%E4%B8%8B%E8%BD%BD\" >4. \u6a21\u578b\u4e0b\u8f7d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/17aitech.com\/?p=33382\/#5_%E7%8E%AF%E5%A2%83%E5%87%86%E5%A4%87\" >5. \u73af\u5883\u51c6\u5907<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/17aitech.com\/?p=33382\/#51_%E6%9C%BA%E5%99%A8%E7%8E%AF%E5%A2%83\" >5.1 \u673a\u5668\u73af\u5883<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/17aitech.com\/?p=33382\/#52_%E5%87%86%E5%A4%87%E8%99%9A%E6%8B%9F%E7%8E%AF%E5%A2%83\" >5.2 \u51c6\u5907\u865a\u62df\u73af\u5883<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/17aitech.com\/?p=33382\/#6_%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E6%A1%86%E6%9E%B6\" >6. \u51c6\u5907\u8bad\u7ec3\u6846\u67b6<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/17aitech.com\/?p=33382\/#61_%E4%BF%AE%E6%94%B9LLaMaFactory%E6%BA%90%E7%A0%81%E4%BB%A5%E9%80%82%E9%85%8Dtransformer\" >6.1 \u4fee\u6539LLaMaFactory\u6e90\u7801\u4ee5\u9002\u914dtransformer<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/17aitech.com\/?p=33382\/#7_%E6%B5%8B%E8%AF%95%E5%BD%93%E5%89%8D%E6%A8%A1%E5%9E%8B\" >7. \u6d4b\u8bd5\u5f53\u524d\u6a21\u578b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/17aitech.com\/?p=33382\/#8_%E6%A8%A1%E5%9E%8B%E8%AE%AD%E7%BB%83\" >8. \u6a21\u578b\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-20\" href=\"https:\/\/17aitech.com\/?p=33382\/#81_%E6%95%B0%E6%8D%AE%E5%87%86%E5%A4%87\" >8.1 \u6570\u636e\u51c6\u5907<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/17aitech.com\/?p=33382\/#82_%E9%85%8D%E7%BD%AE%E8%AE%AD%E7%BB%83%E5%8F%82%E6%95%B0\" >8.2 \u914d\u7f6e\u8bad\u7ec3\u53c2\u6570<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/17aitech.com\/?p=33382\/#83_%E5%90%88%E5%B9%B6%E5%AF%BC%E5%87%BA%E6%A8%A1%E5%9E%8B\" >8.3 \u5408\u5e76\u5bfc\u51fa\u6a21\u578b<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/17aitech.com\/?p=33382\/#9_%E6%A8%A1%E5%9E%8B%E9%AA%8C%E8%AF%81\" >9. \u6a21\u578b\u9a8c\u8bc1<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/17aitech.com\/?p=33382\/#91_%E6%A8%A1%E5%9E%8B%E6%95%88%E6%9E%9C%E5%AF%B9%E6%AF%94\" >9.1 \u6a21\u578b\u6548\u679c\u5bf9\u6bd4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/17aitech.com\/?p=33382\/#92_%E5%AE%9E%E9%99%85%E8%AF%8A%E6%96%AD\" >9.2 \u5b9e\u9645\u8bca\u65ad<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/17aitech.com\/?p=33382\/#%E4%B8%8D%E8%B6%B3%E4%B9%8B%E5%A4%84\" >\u4e0d\u8db3\u4e4b\u5904<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/17aitech.com\/?p=33382\/#%E5%86%85%E5%AE%B9%E5%B0%8F%E7%BB%93\" >\u5185\u5bb9\u5c0f\u7ed3<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E5%89%8D%E8%A8%80\"><\/span>\u524d\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u968f\u7740\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u5176\u4e0d\u4ec5\u9650\u4e8e\u6587\u5b57\u5904\u7406\uff0c\u66f4\u80fd\u591f\u5728\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u65b9\u9762\u8fdb\u884c\u8bc6\u522b\u4e0e\u7406\u89e3\u3002\u533b\u7597\u9886\u57df\u4e2d\uff0c\u533b\u751f\u4eec\u5f80\u5f80\u9700\u8981\u5bf9\u5404\u79cd\u533b\u5b66\u56fe\u50cf\u8fdb\u884c\u5904\u7406\uff0c\u4ee5\u8f85\u52a9\u8bca\u65ad\u548c\u6cbb\u7597\u3002\u5982\u679c\u5c06\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e0e\u56fe\u50cf\u8bca\u65ad\u76f8\u7ed3\u5408\uff0c\u90a3\u4e48\u8fd9\u4f1a\u6781\u5927\u5730\u63d0\u5347\u8bca\u65ad\u6548\u7387\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E9%A1%B9%E7%9B%AE%E7%9B%AE%E6%A0%87\"><\/span>\u9879\u76ee\u76ee\u6807<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8bad\u7ec3\u4e00\u4e2a\u533b\u7597\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u7528\u4e8e\u56fe\u50cf\u8bca\u65ad\u3002<\/p>\n<blockquote>\n<p>\u521a\u597d\u5bb6\u91cc\u8001\u7237\u5b50\u8fd1\u671f\u7565\u611f\u5934\u75bc\uff0c\u53bb\u533b\u9662\u505a\u4e86\u8111\u90e8CT\uff0c\u8bca\u65ad\u60a3\u6709\u5782\u4f53\u7624\uff0c\u6211\u5c06\u5c1d\u8bd5\u4f7f\u7528\u591a\u6a21\u6001\u5927\u6a21\u578b\u8fdb\u884c\u8fdb\u4e00\u6b65\u8bca\u65ad\u3002<\/p>\n<\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9E%E7%8E%B0%E8%BF%87%E7%A8%8B\"><\/span>\u5b9e\u73b0\u8fc7\u7a0b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"1_%E6%95%B0%E6%8D%AE%E9%9B%86%E5%87%86%E5%A4%87\"><\/span>1. \u6570\u636e\u96c6\u51c6\u5907<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e3a\u4e86\u8bad\u7ec3\u6a21\u578b\uff0c\u9700\u8981\u51c6\u5907\u5927\u91cf\u7684\u533b\u5b66\u56fe\u50cf\u6570\u636e\u3002\u901a\u8fc7\u641c\u7d22\u6211\u4eec\u627e\u5230\u4ee5\u4e0b\u8bad\u7ec3\u6570\u636e\uff1a<\/p>\n<p><strong>\u6570\u636e\u540d\u79f0<\/strong>\uff1aMedTrinity-25M\n<strong>\u6570\u636e\u5730\u5740<\/strong>\uff1a<a href=\"https:\/\/github.com\/UCSC-VLAA\/MedTrinity-25M\">https:\/\/github.com\/UCSC-VLAA\/MedTrinity-25M<\/a>\n<strong>\u6570\u636e\u7b80\u4ecb<\/strong>\uff1aMedTrinity-25M\u6570\u636e\u96c6\u662f\u4e00\u4e2a\u7528\u4e8e\u533b\u5b66\u56fe\u50cf\u5206\u6790\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u7814\u7a76\u7684\u5927\u578b\u6570\u636e\u96c6\u3002\n<strong>\u6570\u636e\u6765\u6e90<\/strong>\uff1a\u8be5\u6570\u636e\u96c6\u7531\u52a0\u5dde\u5927\u5b66\u5723\u514b\u9c81\u5179\u5206\u6821\uff08UCSC\uff09\u63d0\u4f9b\uff0c\u65e8\u5728\u4fc3\u8fdb\u533b\u5b66\u56fe\u50cf\u5904\u7406\u548c\u5206\u6790\u7684\u7814\u7a76\u3002\n<strong>\u6570\u636e\u91cf<\/strong>\uff1aMedTrinity-25M\u5305\u542b\u7ea62500\u4e07\u6761\u533b\u5b66\u56fe\u50cf\u6570\u636e\uff0c\u6db5\u76d6\u591a\u79cd\u533b\u5b66\u6210\u50cf\u6280\u672f\uff0c\u5982CT\u3001MRI\u548c\u8d85\u58f0\u7b49\u3002\n<strong>\u6570\u636e\u5185\u5bb9<\/strong>\uff1a\n\u8be5\u6570\u636e\u96c6\u6709\u4e24\u4efd\uff0c\u5206\u522b\u662f <code>25Mdemo<\/code> \u548c <code>25Mfull<\/code> \u3002<\/p>\n<p><code>25Mdemo<\/code> (\u7ea6162,000\u6761)\u6570\u636e\u96c6\u5185\u5bb9\u5982\u4e0b\uff1a\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/25Mdemo\u6570\u636e\u96c6\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/25Mdemo\u6570\u636e\u96c6\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<p><code>25Mfull<\/code> (\u7ea624,800,000\u6761)\u6570\u636e\u96c6\u5185\u5bb9\u5982\u4e0b\uff1a\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/25Mfull\u6570\u636e\u96c6\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/25Mfull\u6570\u636e\u96c6\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%E6%95%B0%E6%8D%AE%E4%B8%8B%E8%BD%BD\"><\/span>2. \u6570\u636e\u4e0b\u8f7d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"21_%E5%AE%89%E8%A3%85Hugging_Face%E7%9A%84Datasets%E5%BA%93\"><\/span>2.1 \u5b89\u88c5Hugging Face\u7684Datasets\u5e93<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-bash\">pip install datasets<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"22_%E4%B8%8B%E8%BD%BD%E6%95%B0%E6%8D%AE%E9%9B%86\"><\/span>2.2 \u4e0b\u8f7d\u6570\u636e\u96c6<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-python\">from datasets import load_dataset\n\n# \u52a0\u8f7d\u6570\u636e\u96c6\nds = load_dataset(&quot;UCSC-VLAA\/MedTrinity-25M&quot;, &quot;25M_demo&quot;, cache_dir=&quot;cache&quot;)<\/code><\/pre>\n<p>\u6267\u884c\u7ed3\u679c\uff1a\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u4e0b\u8f7d\u5185\u5bb9\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u4e0b\u8f7d\u5185\u5bb9\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u4ee5\u4e0a\u65b9\u6cd5\u662f\u4f7f\u7528HuggingFace\u7684Datasets\u5e93\u4e0b\u8f7d\u6570\u636e\u96c6\uff0c\u4e0b\u8f7d\u7684\u8def\u5f84\u4e3a\u5f53\u524d\u811a\u672c\u6240\u5728\u8def\u5f84\u4e0b\u7684cache\u6587\u4ef6\u5939\u3002<\/li>\n<li>\u4f7f\u7528HuggingFace\u4e0b\u8f7d\u9700\u8981\u80fd\u591f\u8bbf\u95eehttps:\/\/huggingface.co\/ \u5e76\u4e14\u5728\u7f51\u7ad9\u4e0a\u7533\u8bf7\u6570\u636e\u96c6\u8bfb\u53d6\u6743\u9650\u624d\u53ef\u4ee5\u3002<\/li>\n<li>\u5982\u679c\u6ca1\u6709\u6743\u9650\u8bbf\u95eeHuggingFace\uff0c\u53ef\u4ee5\u5173\u6ce8\u4ee5\u4e0b\u516c\u4f17\u53f7\u540e\uff0c\u56de\u590d \u201c<strong>MedTrinity<\/strong>\u201d\u83b7\u53d6\u767e\u5ea6\u7f51\u76d8\u4e0b\u8f7d\u5730\u5740\u3002\n<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><\/li>\n<\/ul>\n<h4><span class=\"ez-toc-section\" id=\"23_%E9%A2%84%E8%A7%88%E6%95%B0%E6%8D%AE%E9%9B%86\"><\/span>2.3 \u9884\u89c8\u6570\u636e\u96c6<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-python\"># \u67e5\u770b\u8bad\u7ec3\u96c6\u7684\u524d1\u4e2a\u6837\u672c\nprint(ds[&#039;train&#039;][:1]) <\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<\/p>\n<pre><code class=\"language-bash\">{\n    &#039;image&#039;: [&lt;PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=512x512 at 0x15DD6D06530&gt;], \n    &#039;id&#039;: [&#039;8031efe0-1b5c-11ef-8929-000066532cad&#039;], \n    &#039;caption&#039;: [&#039;The image is a non-contrasted computed tomography (CT) scan of the brain, showing the cerebral structures without any medical devices present. The region of interest, located centrally and in the middle of the image, exhibits an area of altered density, which is indicative of a brain hemorrhage. This area is distinct from the surrounding brain tissue, suggesting a possible hematoma or bleeding within the brain parenchyma. The location and characteristics of this abnormality may suggest a relationship with the surrounding brain tissue, potentially causing a mass effect or contributing to increased intracranial pressure.&#039;\n    ]\n}<\/code><\/pre>\n<p>\u4f7f\u7528\u5982\u4e0b\u547d\u4ee4\u5bf9\u6570\u636e\u96c6\u7684\u56fe\u7247\u8fdb\u884c\u53ef\u89c6\u5316\u67e5\u770b\uff1a<\/p>\n<pre><code class=\"language-python\"># \u53ef\u89c6\u5316image\u5185\u5bb9\nfrom PIL import Image\nimport matplotlib.pyplot as plt\n\nimage = ds[&#039;train&#039;][0][&#039;image&#039;]  # \u83b7\u53d6\u7b2c\u4e00\u5f20\u56fe\u50cf\n\nplt.imshow(image)\nplt.axis(&#039;off&#039;)  # \u4e0d\u663e\u793a\u5750\u6807\u8f74\nplt.show()<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/image\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/image\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_%E6%95%B0%E6%8D%AE%E9%A2%84%E5%A4%84%E7%90%86\"><\/span>3. \u6570\u636e\u9884\u5904\u7406<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u7531\u4e8e\u540e\u7eed\u6211\u4eec\u8981\u901a\u8fc7LLama Factory\u8fdb\u884c\u591a\u6a21\u6001\u5927\u6a21\u578b\u5fae\u8c03\uff0c\u6240\u4ee5\u6211\u4eec\u9700\u8981\u5bf9\u4e0a\u8ff0\u7684\u6570\u636e\u96c6\u8fdb\u884c\u9884\u5904\u7406\u4ee5\u7b26\u5408LLama Factory\u7684\u8981\u6c42\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"31_LLama_Factory%E6%95%B0%E6%8D%AE%E6%A0%BC%E5%BC%8F\"><\/span>3.1 LLama Factory\u6570\u636e\u683c\u5f0f<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u67e5\u770bLLama Factory\u7684\u591a\u6a21\u6001<a href=\"https:\/\/github.com\/hiyouga\/LLaMA-Factory\/blob\/main\/data\/mllm_demo.json\">\u6570\u636e\u683c\u5f0f\u8981\u6c42<\/a>\u5982\u4e0b\uff1a<\/p>\n<pre><code class=\"language-json\">[\n  {\n    &quot;messages&quot;: [\n      {\n        &quot;content&quot;: &quot;&lt;image&gt;\u4ed6\u4eec\u662f\u8c01\uff1f&quot;,\n        &quot;role&quot;: &quot;user&quot;\n      },\n      {\n        &quot;content&quot;: &quot;\u4ed6\u4eec\u662f\u62dc\u4ec1\u6155\u5c3c\u9ed1\u7684\u51ef\u6069\u548c\u683c\u96f7\u8328\u5361\u3002&quot;,\n        &quot;role&quot;: &quot;assistant&quot;\n      },\n      {\n        &quot;content&quot;: &quot;\u4ed6\u4eec\u5728\u505a\u4ec0\u4e48\uff1f&quot;,\n        &quot;role&quot;: &quot;user&quot;\n      },\n      {\n        &quot;content&quot;: &quot;\u4ed6\u4eec\u5728\u8db3\u7403\u573a\u4e0a\u5e86\u795d\u3002&quot;,\n        &quot;role&quot;: &quot;assistant&quot;\n      }\n    ],\n    &quot;images&quot;: [\n      &quot;mllm_demo_data\/1.jpg&quot;\n    ]\n  }\n]<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"32_%E5%AE%9E%E7%8E%B0%E6%95%B0%E6%8D%AE%E6%A0%BC%E5%BC%8F%E8%BD%AC%E6%8D%A2%E8%84%9A%E6%9C%AC\"><\/span>3.2 \u5b9e\u73b0\u6570\u636e\u683c\u5f0f\u8f6c\u6362\u811a\u672c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-python\">from datasets import load_dataset\nimport os\nimport json\nfrom PIL import Image\n\ndef save_images_and_json(ds, output_dir=&quot;mllm_data&quot;):\n    &quot;&quot;&quot;\n    \u5c06\u6570\u636e\u96c6\u4e2d\u7684\u56fe\u50cf\u548c\u5bf9\u5e94\u7684 JSON \u4fe1\u606f\u4fdd\u5b58\u5230\u6307\u5b9a\u76ee\u5f55\u3002\n\n    \u53c2\u6570:\n    ds: \u6570\u636e\u96c6\u5bf9\u8c61\uff0c\u5305\u542b\u56fe\u50cf\u548c\u6807\u9898\u3002\n    output_dir: \u8f93\u51fa\u76ee\u5f55\uff0c\u9ed8\u8ba4\u4e3a &quot;mllm_data&quot;\u3002\n    &quot;&quot;&quot;\n    # \u521b\u5efa\u8f93\u51fa\u76ee\u5f55\n    if not os.path.exists(output_dir):\n        os.makedirs(output_dir)\n\n    # \u521b\u5efa\u4e00\u4e2a\u5217\u8868\u6765\u5b58\u50a8\u6240\u6709\u7684\u6d88\u606f\u548c\u56fe\u50cf\u4fe1\u606f\n    all_data = []\n\n    # \u904d\u5386\u6570\u636e\u96c6\u4e2d\u7684\u6bcf\u4e2a\u9879\u76ee\n    for item in ds:\n        img_path = f&quot;{output_dir}\/{item[&#039;id&#039;]}.jpg&quot;  # \u56fe\u50cf\u4fdd\u5b58\u8def\u5f84\n        image = item[&quot;image&quot;]  # \u5047\u8bbe\u8fd9\u91cc\u662f\u4e00\u4e2a PIL \u56fe\u50cf\u5bf9\u8c61\n\n        # \u5c06\u56fe\u50cf\u5bf9\u8c61\u4fdd\u5b58\u4e3a\u6587\u4ef6\n        image.save(img_path)  # \u4f7f\u7528 PIL \u7684 save \u65b9\u6cd5\n\n        # \u6dfb\u52a0\u6d88\u606f\u548c\u56fe\u50cf\u4fe1\u606f\u5230\u5217\u8868\u4e2d\n        all_data.append(\n            {\n                &quot;messages&quot;: [\n                    {\n                        &quot;content&quot;: &quot;&lt;image&gt;\u56fe\u7247\u4e2d\u7684\u8bca\u65ad\u7ed3\u679c\u662f\u600e\u6837?&quot;,\n                        &quot;role&quot;: &quot;user&quot;,\n                    },\n                    {\n                        &quot;content&quot;: item[&quot;caption&quot;],  # \u4ece\u6570\u636e\u96c6\u4e2d\u83b7\u53d6\u7684\u6807\u9898\n                        &quot;role&quot;: &quot;assistant&quot;,\n                    },\n                ],\n                &quot;images&quot;: [img_path],  # \u56fe\u50cf\u6587\u4ef6\u8def\u5f84\n            }\n        )\n\n    # \u521b\u5efa JSON \u6587\u4ef6\n    json_file_path = f&quot;{output_dir}\/mllm_data.json&quot;\n    with open(json_file_path, &quot;w&quot;, encoding=&#039;utf-8&#039;) as f:\n        json.dump(all_data, f, ensure_ascii=False)  # \u786e\u4fdd\u4e2d\u6587\u5b57\u7b26\u6b63\u5e38\u663e\u793a\n\nif __name__ == &quot;__main__&quot;:\n    # \u52a0\u8f7d\u6570\u636e\u96c6\n    ds = load_dataset(&quot;UCSC-VLAA\/MedTrinity-25M&quot;, &quot;25M_demo&quot;, cache_dir=&quot;cache&quot;)\n\n    # \u4fdd\u5b58\u6570\u636e\u96c6\u4e2d\u7684\u56fe\u50cf\u548c JSON \u4fe1\u606f\n    save_images_and_json(ds[&#039;train&#039;])<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u6570\u636e\u8f6c\u6362\u540e\u7ed3\u679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u6570\u636e\u8f6c\u6362\u540e\u7ed3\u679c.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_%E6%A8%A1%E5%9E%8B%E4%B8%8B%E8%BD%BD\"><\/span>4. \u6a21\u578b\u4e0b\u8f7d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u672c\u6b21\u5fae\u8c03\uff0c\u6211\u4eec\u4f7f\u7528\u963f\u91cc\u6700\u65b0\u53d1\u5e03\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\uff1a<code>Qwen2-VL-2B-Instruct<\/code> \u4f5c\u4e3a\u5e95\u5ea7\u6a21\u578b\u3002\n<strong>\u6a21\u578b\u8bf4\u660e\u5730\u5740<\/strong>\uff1a<a href=\"https:\/\/modelscope.cn\/models\/Qwen\/Qwen2-VL-2B-Instruct\">https:\/\/modelscope.cn\/models\/Qwen\/Qwen2-VL-2B-Instruct<\/a><\/p>\n<p>\u4f7f\u7528\u5982\u4e0b\u547d\u4ee4\u4e0b\u8f7d\u6a21\u578b<\/p>\n<pre><code class=\"language-bash\">git lfs install\n# \u4e0b\u8f7d\u6a21\u578b\ngit clone https:\/\/www.modelscope.cn\/Qwen\/Qwen2-VL-2B-Instruct.git<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"5_%E7%8E%AF%E5%A2%83%E5%87%86%E5%A4%87\"><\/span>5. \u73af\u5883\u51c6\u5907<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"51_%E6%9C%BA%E5%99%A8%E7%8E%AF%E5%A2%83\"><\/span>5.1 \u673a\u5668\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u786c\u4ef6\uff1a<\/p>\n<ul>\n<li>\u663e\u5361\uff1a4080 Super<\/li>\n<li>\u663e\u5b58\uff1a16GB<\/li>\n<\/ul>\n<p>\u8f6f\u4ef6\uff1a<\/p>\n<ul>\n<li>\u7cfb\u7edf\uff1aUbuntu 20.04 LTS<\/li>\n<li>python\uff1a3.10<\/li>\n<li>pytorch\uff1a2.1.2 + cuda12.1<\/li>\n<\/ul>\n<h4><span class=\"ez-toc-section\" id=\"52_%E5%87%86%E5%A4%87%E8%99%9A%E6%8B%9F%E7%8E%AF%E5%A2%83\"><\/span>5.2 \u51c6\u5907\u865a\u62df\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<pre><code class=\"language-bash\"># \u521b\u5efapython3.10\u7248\u672c\u865a\u62df\u73af\u5883\nconda create --name train_env python=3.10\n\n# \u6fc0\u6d3b\u73af\u5883\nconda activate train_env\n\n# \u5b89\u88c5\u4f9d\u8d56\u5305\npip install streamlit torch torchvision\n\n# \u5b89\u88c5Qwen2\u5efa\u8bae\u7684transformers\u7248\u672c\npip install git+https:\/\/github.com\/huggingface\/transformers<\/code><\/pre>\n\n<!--more-->\n\n<h3><span class=\"ez-toc-section\" id=\"6_%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E6%A1%86%E6%9E%B6\"><\/span>6. \u51c6\u5907\u8bad\u7ec3\u6846\u67b6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e0b\u8f7d\u5e76\u5b89\u88c5LLamaFactory\u6846\u67b6\u7684\u5177\u4f53\u6b65\u9aa4\uff0c\u8bf7\u89c1<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>\u4e2d <strong>\u51c6\u5907\u8bad\u7ec3\u6846\u67b6<\/strong> \u90e8\u5206\u5185\u5bb9\uff0c\u672c\u7ae0\u4e0d\u518d\u8d58\u8ff0\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"61_%E4%BF%AE%E6%94%B9LLaMaFactory%E6%BA%90%E7%A0%81%E4%BB%A5%E9%80%82%E9%85%8Dtransformer\"><\/span>6.1 \u4fee\u6539LLaMaFactory\u6e90\u7801\u4ee5\u9002\u914dtransformer<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u7531\u4e8eQwen2-VL\u4f7f\u7528\u7684<code>transformer<\/code>\u7684\u7248\u672c\u4e3a<code>4.47.0.dev0<\/code>,LLamaFactory\u8fd8\u4e0d\u652f\u6301\uff0c\u6240\u4ee5\u9700\u8981\u4fee\u6539LLaMaFactory\u7684\u4ee3\u7801\uff0c\u5177\u4f53\u65b9\u6cd5\u5982\u4e0b\uff1a<\/p>\n<p><strong>\u7b2c\u4e00\u6b65<\/strong>\uff1a\u5728 <code>llamafactory<\/code> \u6e90\u7801\u4e2d\uff0c\u627e\u5230 <code>check_dependencies()<\/code> \u51fd\u6570\uff0c\u8fd9\u4e2a\u51fd\u6570\u4f4d\u4e8e <code>src\/llamafactory\/extras\/misc.py<\/code> \u6587\u4ef6\u7684\u7b2c <code>82<\/code> \u884c\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\u6b65<\/strong>\uff1a\u4fee\u6539 <code>check_dependencies()<\/code> \u51fd\u6570\u5e76\u4fdd\u5b58<\/p>\n<pre><code class=\"language-python\"># \u539f\u59cb\u4ee3\u7801\nrequire_version(&quot;transformers&gt;=4.41.2,&lt;=4.45.2&quot;, &quot;To fix: pip install transformers&gt;=4.41.2,&lt;=4.45.2&quot;)\n# \u4fee\u6539\u540e\u4ee3\u7801\nrequire_version(&quot;transformers&gt;=4.41.2,&lt;=4.47.0&quot;, &quot;To fix: pip install transformers&gt;=4.41.2,&lt;=4.47.0&quot;)<\/code><\/pre>\n<p><strong>\u7b2c\u4e09\u6b65<\/strong>\uff1a\u91cd\u65b0\u542f\u52a8LLaMaFactory\u670d\u52a1<\/p>\n<pre><code class=\"language-bash\">llamafactory-cli webui<\/code><\/pre>\n<blockquote>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u80fd\u4f1a\u63d0\u793a ImportError: accelerate&gt;=0.34.0 is required for a normal functioning of this module, but found accelerate==0.32.0.\n\u5982\u9047\u5230\u4e0a\u8ff0\u95ee\u9898\uff0c\u53ef\u4ee5\u91cd\u65b0\u5b89\u88c5accelerate\uff0c\u5982\u4e0b\uff1a<\/p>\n<\/blockquote>\n<pre><code class=\"language-bash\"># \u5378\u8f7d\u65e7\u7684 accelerate\npip uninstall accelerate\n\n# \u5b89\u88c5\u65b0\u7684 accelerate\npip install accelerate==0.34.0<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"7_%E6%B5%8B%E8%AF%95%E5%BD%93%E5%89%8D%E6%A8%A1%E5%9E%8B\"><\/span>7. \u6d4b\u8bd5\u5f53\u524d\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u7b2c\u4e00\u6b65\uff1a\u542f\u52a8LLaMa Factory\u540e\uff0c\u8bbf\u95eehttp:\/\/0.0.0.0:7860<\/p>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u5728web\u9875\u9762\u914d\u7f6e\u6a21\u578b\u8def\u5f84\u4e3a <code>4.\u6b65\u9aa4<\/code> \u4e0b\u8f7d\u7684\u6a21\u578b\u8def\u5f84\uff0c\u5e76\u70b9\u51fb\u52a0\u8f7d\u6a21\u578b\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/llamafactory\u52a0\u8f7d\u6a21\u578b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/llamafactory\u52a0\u8f7d\u6a21\u578b.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7b2c\u4e09\u6b65\uff1a\u4e0a\u4f20\u4e00\u5f20CT\u56fe\u7247\u5e76\u8f93\u5165\u95ee\u9898:\u201c\u8bf7\u4f7f\u7528\u4e2d\u6587\u63cf\u8ff0\u4e0b\u8fd9\u4e2a\u56fe\u50cf\u5e76\u7ed9\u51fa\u4f60\u7684\u8bca\u65ad\u7ed3\u679c\u201d\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u5fae\u8c03\u524d\u6a21\u578b\u63d0\u95ee\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u5fae\u8c03\u524d\u6a21\u578b\u63d0\u95ee\u622a\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7531\u4e0a\u56fe\u53ef\u4ee5\u770b\u5230\uff0c\u6a21\u578b\u80fd\u591f\u8bc6\u522b\u5230\u8fd9\u662f\u4e00\u4e2aCT\u56fe\u50cf\uff0c\u663e\u793a\u4e86\u5927\u6982\u7684\u4f4d\u7f6e\u4ee5\u53ca\u76f8\u5e94\u7684\u5668\u5b98\uff0c\u4f46\u662f\u5e76\u4e0d\u80fd\u7ed9\u51fa\u662f\u5426\u5b58\u5728\u8bca\u65ad\u7ed3\u679c\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"8_%E6%A8%A1%E5%9E%8B%E8%AE%AD%E7%BB%83\"><\/span>8. \u6a21\u578b\u8bad\u7ec3<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"81_%E6%95%B0%E6%8D%AE%E5%87%86%E5%A4%87\"><\/span>8.1 \u6570\u636e\u51c6\u5907<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u7b2c\u4e00\u6b65\uff1a\u5c06 <code>3.2\u6b65\u9aa4<\/code> \u751f\u6210\u7684mllm_data\u6587\u4ef6\u62f7\u8d1d\u5230LLaMaFactory\u7684data\u76ee\u5f55\u4e0b<\/p>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u5c06 <code>4.\u6b65\u9aa4<\/code> \u4e0b\u8f7d\u7684\u5e95\u5ea7\u6a21\u578bQwen2-VL \u62f7\u8d1d\u5230LLaMaFactory\u7684model\u76ee\u5f55\u4e0b<\/p>\n<p>\u7b2c\u4e09\u6b65\uff1a\u4fee\u6539 LLaMaFactory data\u76ee\u5f55\u4e0b\u7684dataset_info.json\uff0c\u589e\u52a0\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\uff1a<\/p>\n<pre><code class=\"language-json\">  &quot;mllm_med&quot;: {\n    &quot;file_name&quot;: &quot;mllm_data\/mllm_data.json&quot;,\n    &quot;formatting&quot;: &quot;sharegpt&quot;,\n    &quot;columns&quot;: {\n      &quot;messages&quot;: &quot;messages&quot;,\n      &quot;images&quot;: &quot;images&quot;\n    },\n    &quot;tags&quot;: {\n      &quot;role_tag&quot;: &quot;role&quot;,\n      &quot;content_tag&quot;: &quot;content&quot;,\n      &quot;user_tag&quot;: &quot;user&quot;,\n      &quot;assistant_tag&quot;: &quot;assistant&quot;\n    }\n  },<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"82_%E9%85%8D%E7%BD%AE%E8%AE%AD%E7%BB%83%E5%8F%82%E6%95%B0\"><\/span>8.2 \u914d\u7f6e\u8bad\u7ec3\u53c2\u6570<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u8bbf\u95eeLLaMaFactory\u7684web\u9875\u9762\uff0c\u914d\u7f6e\u5fae\u8c03\u7684\u8bad\u7ec3\u53c2\u6570\uff1a<\/p>\n<ul>\n<li>Model name: <code>Qwen2-VL-2B-Instruct<\/code><\/li>\n<li>Model path: <code>models\/Qwen2-VL-2B-Instruct<\/code><\/li>\n<li>Finetuning method: <code>lora<\/code><\/li>\n<li>Stage : <code>Supervised Fine-Tuning<\/code><\/li>\n<li>Dataset: <code>mllm_med<\/code><\/li>\n<li>Output dir: <code>saves\/Qwen2-VL\/lora\/Qwen2-VL-sft-demo1<\/code><\/li>\n<\/ul>\n<blockquote>\n<p>\u914d\u7f6e\u53c2\u6570\u4e2d\u6700\u597d\u5c06 <code>save_steps<\/code> \u8bbe\u7f6e\u5927\u4e00\u70b9\uff0c\u5426\u5219\u8bad\u7ec3\u8fc7\u7a0b\u4f1a\u751f\u6210\u975e\u5e38\u591a\u7684\u8bad\u7ec3\u65e5\u5fd7\uff0c\u5bfc\u81f4\u786c\u76d8\u7a7a\u95f4\u4e0d\u8db3\u800c\u8bad\u7ec3\u7ec8\u6b62\u3002<\/p>\n<\/blockquote>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u53c2\u6570\u914d\u7f6e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u53c2\u6570\u914d\u7f6e.png\" alt=\"\" \/><\/a><\/p>\n<p>\u70b9\u51fbPreview Command\u9884\u89c8\u547d\u4ee4\u884c\u65e0\u8bef\u540e\uff0c\u70b9\u51fbRun\u6309\u94ae\u5f00\u59cb\u8bad\u7ec3\u3002\n<strong>\u8bad\u7ec3\u53c2\u6570<\/strong>\uff1a<\/p>\n<pre><code class=\"language-python\">llamafactory-cli train \\\n    --do_train True \\\n    --model_name_or_path models\/Qwen2-VL-2B-Instruct \\\n    --preprocessing_num_workers 16 \\\n    --finetuning_type lora \\\n    --template qwen2_vl \\\n    --flash_attn auto \\\n    --dataset_dir data \\\n    --dataset mllm_med \\\n    --cutoff_len 1024 \\\n    --learning_rate 5e-05 \\\n    --num_train_epochs 3.0 \\\n    --max_samples 100000 \\\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 3000 \\\n    --warmup_steps 0 \\\n    --optim adamw_torch \\\n    --packing False \\\n    --report_to none \\\n    --output_dir saves\/Qwen2-VL-2B\/full\/Qwen2-VL-sft-demo1 \\\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><strong>\u8bad\u7ec3\u8fc7\u7a0b<\/strong>\uff1a\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u8bad\u7ec3\u8fc7\u7a0b\u622a\u56fe2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u8bad\u7ec3\u8fc7\u7a0b\u622a\u56fe2.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u8bad\u7ec3\u7684\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u4ee5\u901a\u8fc7 <code>watch -n 1 nvidia-smi<\/code> \u5b9e\u65f6\u67e5\u770bGPU\u663e\u5b58\u7684\u6d88\u8017\u60c5\u51b5\u3002<\/p>\n<\/blockquote>\n<p>\u7ecf\u8fc735\u5c0f\u65f6\u7684\u8bad\u7ec3\uff0c\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\uff0c\u635f\u5931\u51fd\u6570\u5982\u4e0b\uff1a\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u635f\u5931\u51fd\u6570.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u635f\u5931\u51fd\u6570.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u635f\u5931\u51fd\u6570\u4e00\u822c\u964d\u4f4e\u81f31.2\u5de6\u53f3\uff0c\u592a\u4f4e\u4f1a\u5bfc\u81f4\u6a21\u578b\u8fc7\u62df\u5408\u3002<\/p>\n<\/blockquote>\n<h4><span class=\"ez-toc-section\" id=\"83_%E5%90%88%E5%B9%B6%E5%AF%BC%E5%87%BA%E6%A8%A1%E5%9E%8B\"><\/span>8.3 \u5408\u5e76\u5bfc\u51fa\u6a21\u578b<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06 <code>Lora\u8865\u4e01<\/code> \u4e0e <code>\u539f\u59cb\u6a21\u578b<\/code> \u5408\u5e76\u5bfc\u51fa\uff1a<\/p>\n<ol>\n<li>\u5207\u6362\u5230 <code>Expert<\/code> \u6807\u7b7e\u4e0b<\/li>\n<li>Model path: \u9009\u62e9Qwen2-VL\u7684\u57fa\u5ea7\u6a21\u578b\uff0c\u5373\uff1a<code>models\/Qwen2-VL-2B-Instruct<\/code><\/li>\n<li>Checkpoint path: \u9009\u62e9lora\u5fae\u8c03\u7684\u8f93\u51fa\u8def\u5f84\uff0c\u5373 <code>saves\/Qwen2-VL\/lora\/Qwen2-VL-sft-demo1<\/code><\/li>\n<li>Export path\uff1a\u8bbe\u7f6e\u4e00\u4e2a\u65b0\u7684\u8def\u5f84\uff0c\u4f8b\u5982\uff1a<code>Qwen2-VL-sft-final<\/code><\/li>\n<li>\u70b9\u51fb <code>\u5f00\u59cb\u5bfc\u51fa<\/code> \u6309\u94ae<\/li>\n<\/ol>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u5bfc\u51fa\u6a21\u578b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u5bfc\u51fa\u6a21\u578b.png\" alt=\"\" \/><\/a>\n\u5bfc\u51fa\u5b8c\u6bd5\u540e\uff0c\u4f1a\u5728LLaMaFactory\u7684\u6839\u76ee\u5f55\u4e0b\u751f\u6210\u4e00\u4e2a <code>Qwen2-VL-sft-final<\/code> \u7684\u6587\u4ef6\u5939\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"9_%E6%A8%A1%E5%9E%8B%E9%AA%8C%E8%AF%81\"><\/span>9. \u6a21\u578b\u9a8c\u8bc1<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"91_%E6%A8%A1%E5%9E%8B%E6%95%88%E6%9E%9C%E5%AF%B9%E6%AF%94\"><\/span>9.1 \u6a21\u578b\u6548\u679c\u5bf9\u6bd4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p><strong>\u7b2c\u4e00\u6b65<\/strong>\uff1a\u5728LLaMa Factory\u4e2d\u5378\u8f7d\u4e4b\u524d\u7684\u6a21\u578b<\/p>\n<p><strong>\u7b2c\u4e8c\u6b65<\/strong>\uff1a\u5728LLaMa Factory\u4e2d\u52a0\u8f7d\u5bfc\u51fa\u7684\u6a21\u578b\uff0c\u5e76\u914d\u7f6e\u6a21\u578b\u8def\u5f84\u4e3a <code>Qwen2-VL-sft-final<\/code><\/p>\n<p><strong>\u7b2c\u4e09\u6b65<\/strong>\uff1a\u52a0\u8f7d\u6a21\u578b\u5e76\u4e0a\u4f20\u4e4b\u524d\u7684CT\u56fe\u7247\u63d0\u95ee\u540c\u6837\u7684\u95ee\u9898<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u5fae\u8c03\u540e\u6a21\u578b\u63d0\u95ee\u622a\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u5fae\u8c03\u540e\u6a21\u578b\u63d0\u95ee\u622a\u56fe.png\" alt=\"\" \/><\/a>\n\u53ef\u4ee5\u770b\u5230\uff0c\u7ecf\u8fc7\u5fae\u8c03\u540e\u7684\u6a21\u578b\uff0c\u53ef\u4ee5\u7ed9\u51fa\u5177\u4f53\u533a\u57df\u5b58\u5728\u7684\u53ef\u80fd\u5f02\u5e38\u95ee\u9898\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"92_%E5%AE%9E%E9%99%85%E8%AF%8A%E6%96%AD\"><\/span>9.2 \u5b9e\u9645\u8bca\u65ad<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u5c06\u4f7f\u7528\u5fae\u8c03\u540e\u7684\u6a21\u578b\uff0c\u4e3a\u5bb6\u91cc\u8001\u7237\u5b50\u7684CT\u7247\u505a\u8bca\u65ad\uff0c\u770b\u770b\u6a21\u578b\u7ed9\u51fa\u7684\u8bca\u65ad\u4e0e\u5927\u592b\u7684\u5f02\u540c\u70b9\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u8bca\u65ad\u7ed3\u679c1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u8bca\u65ad\u7ed3\u679c1.png\" alt=\"\" \/><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u8bca\u65ad\u7ed3\u679c2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u8bca\u65ad\u7ed3\u679c2.png\" alt=\"\" \/><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u8bca\u65ad\u7ed3\u679c3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u8bca\u65ad\u7ed3\u679c3.png\" alt=\"\" \/><\/a><\/p>\n<p>\u6211\u603b\u8ba1\u6d4b\u8bd5\u4e86CT\u7247\u4e0a\u768452\u5f20\u5c40\u90e8\u7ed3\u679c\uff0c\u5176\u4e2d\u5177\u6709\u4ee3\u8868\u6027\u7684\u4e3a\u4e0a\u8ff0\u4e09\u5f20\uff0c\u53ef\u4ee5\u770b\u5230\u6a21\u578b\u8fd8\u662f\u6bd4\u8f83\u51c6\u786e\u5730\u8bca\u65ad\u51fa\uff1a\u8111\u90e8\u6709\u5782\u4f53\u7624\uff0c\u53ef\u80fd\u4f1a\u5f71\u54cd\u5230\u773c\u90e8\u3002\u8fd9\u4e0e\u5927\u592b\u7ed9\u51fa\u7684\u8bca\u65ad\u548c\u540e\u7eed\u68c0\u67e5\u65b9\u6848\u4e00\u81f4\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E4%B8%8D%E8%B6%B3%E4%B9%8B%E5%A4%84\"><\/span>\u4e0d\u8db3\u4e4b\u5904<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8bad\u7ec3\u96c6\uff1a<\/p>\n<ul>\n<li><strong>\u591a\u6a21\u6001<\/strong>\uff1a\u672c\u6b21\u8bad\u7ec3\u53ea\u662f\u91c7\u7528\u4e86MedTrinity-25Mdemo\u6570\u636e\u96c6\uff0c\u5982\u679c\u4f7f\u7528MedTrinity-25Mfull\u6570\u636e\u96c6\uff0c\u6548\u679c\u5e94\u8be5\u4f1a\u66f4\u597d\u3002<\/li>\n<li><strong>\u4e2d\u82f1\u6587<\/strong>\uff1a\u672c\u6b21\u8bad\u7ec3\u96c6\u4e2d\u4f7f\u7528\u7684MedTrinity-25Mdemo\u6570\u636e\u96c6\uff0c\u53ea\u5305\u542b\u4e86\u82f1\u6587\u6570\u636e\uff0c\u5982\u679c\u5c06\u82f1\u6587\u6807\u6ce8\u7ffb\u8bd1\u4e3a\u4e2d\u6587\uff0c\u63d0\u4f9b\u4e2d\u82f1\u6587\u53cc\u6587\u6570\u636e\u96c6\uff0c\u76f8\u4fe1\u6548\u679c\u4f1a\u66f4\u597d\u3002<\/li>\n<li><strong>\u5bf9\u8bdd\u6570\u636e\u96c6<\/strong>\uff1a\u672c\u6b21\u8bad\u7ec3\u53ea\u662f\u4f7f\u7528\u4e86\u591a\u6a21\u6001\u6570\u636e\u96c6\uff0c\u5982\u679c\u589e\u52a0\u4e2d\u6587\u5bf9\u8bdd(\u5982\uff1a<a href=\"https:\/\/17aitech.com\/?p=13611\">\u4e2d\u6587\u533b\u7597\u5bf9\u8bdd\u6570\u636e-Chinese-medical-dialogue<\/a>)\uff0c\u76f8\u4fe1\u6548\u679c\u4f1a\u66f4\u597d\u3002<\/li>\n<\/ul>\n<p>\u524d\u7aef\u9875\u9762\uff1a<\/p>\n<ul>\n<li><strong>\u524d\u7aef\u9875\u9762<\/strong>\uff1a\u672c\u6b21\u5b9e\u8df5\u66fe\u4f7f\u7528streamlit\u6784\u5efa\u524d\u7aef\u9875\u9762\uff0c\u4ee5\u4fbf\u56fe\u7247\u4e0a\u4f20\u548c\u95ee\u9898\u63d0\u51fa\uff0c\u4f46\u662f\u5728\u52a0\u8f7d\u5fae\u8c03\u540e\u7684\u6a21\u578b\u65f6\uff0c\u4f1a\u51fa\u73b0\uff1a<code>ValueError: No chat template is set for this processor<\/code> \u95ee\u9898\uff0c\u6240\u4ee5\u8f6c\u800c\u4f7f\u7528LLaMaFactory\u7684web\u9875\u9762\u8fdb\u884c\u5c55\u793a\u3002<\/li>\n<li><strong>\u591a\u4e2a\u56fe\u7247\u63a8\u7406<\/strong>\uff1a\u5728Qwen2-VL\u7684\u5b98\u65b9\u6307\u5bfc\u6587\u6863\u4e2d\uff0c\u63d0\u4f9b\u4e86 <code>Multi image inference<\/code> \u65b9\u6cd5\uff0c\u672c\u6b21\u672a\u8fdb\u884c\u5c1d\u8bd5\uff0c\u76f8\u4fe1\u5c06\u591a\u4e2a\u56fe\u7247\u4ea4\u7ed9\u5927\u6a21\u578b\u8fdb\u884c\u63a8\u7406\uff0c\u6548\u679c\u4f1a\u66f4\u597d\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E5%86%85%E5%AE%B9%E5%B0%8F%E7%BB%93\"><\/span>\u5185\u5bb9\u5c0f\u7ed3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>Qwen2-VL-2B\u4f5c\u4e3a\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u5177\u5907\u6709\u975e\u5e38\u5f3a\u7684\u591a\u6a21\u6001\u5904\u7406\u80fd\u529b\uff0c\u9664\u4e86\u80fd\u591f\u8bc6\u522b\u56fe\u7247\u5185\u5bb9\uff0c\u8fd8\u53ef\u4ee5\u8fdb\u884c\u76f8\u5173\u7684\u63a8\u7406\u3002<\/li>\n<li>\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7 <code>LLaMaFactory<\/code> \u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u5f97\u5176\u5177\u5907\u533b\u7597\u65b9\u9762\u7684\u5904\u7406\u80fd\u529b\u3002<\/li>\n<li>\u5fae\u8c03\u6570\u636e\u96c6\u91c7\u7528\u5f00\u6e90\u7684MedTrinity-25M\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u6709\u4e24\u4e2a\u7248\u672c\uff1a25Mdemo\u548c25Mfull\u3002<\/li>\n<li>\u8bad\u7ec3\u524d\u9700\u8981\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u9884\u5904\u7406\uff0c\u4f7f\u5f97\u5176\u9002\u914dLLaMaFactory\u7684\u5fae\u8c03\u683c\u5f0f\u3002<\/li>\n<li>\u7ecf\u8fc7\u5fae\u8c03\u540e\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u4e0d\u4f46\u53ef\u4ee5\u8be6\u7ec6\u5730\u63cf\u8ff0\u56fe\u7247\u4e2d\u7684\u5185\u5bb9\uff0c\u8fd8\u53ef\u4ee5\u7ed9\u51fa\u53ef\u80fd\u7684\u8bca\u65ad\u7ed3\u679c\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>","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u968f\u7740\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u53d1\u5c55\uff0c\u5176\u4e0d\u4ec5\u9650\u4e8e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":33398,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"aside","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[28],"tags":[73,68,81,72],"class_list":["post-33382","post","type-post","status-publish","format-aside","has-post-thumbnail","hentry","category-blog","tag-73","tag-68","tag-81","tag-72","post_format-post-format-aside"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u3010\u9879\u76ee\u5b9e\u6218\u3011\u901a\u8fc7LLaMaFactory+Qwen2-VL-2B\u5fae\u8c03\u4e00\u4e2a\u591a\u6a21\u6001\u533b\u7597\u5927\u6a21\u578b - \u4e00\u8d77AI\u6280\u672f<\/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:\/\/17aitech.com\/?p=33382\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=33382\",\"url\":\"https:\/\/17aitech.com\/?p=33382\",\"name\":\"\u3010\u9879\u76ee\u5b9e\u6218\u3011\u901a\u8fc7LLaMaFactory+Qwen2-VL-2B\u5fae\u8c03\u4e00\u4e2a\u591a\u6a21\u6001\u533b\u7597\u5927\u6a21\u578b - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=33382#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=33382#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u5c01\u9762-1-scaled.jpeg\",\"datePublished\":\"2024-10-27T05:57:06+00:00\",\"dateModified\":\"2025-05-11T13:27:00+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/3d23bb6f7f115fcefc9ae7803a691739\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=33382#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=33382\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=33382#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u5c01\u9762-1-scaled.jpeg\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u5c01\u9762-1-scaled.jpeg\",\"width\":2560,\"height\":1098},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=33382#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u3010\u9879\u76ee\u5b9e\u6218\u3011\u901a\u8fc7LLaMaFactory+Qwen2-VL-2B\u5fae\u8c03\u4e00\u4e2a\u591a\u6a21\u6001\u533b\u7597\u5927\u6a21\u578b\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/3d23bb6f7f115fcefc9ae7803a691739\",\"name\":\"Dongming\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/member\/avatars\/238a0b923820dcc5.1732798681.jpg\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/member\/avatars\/238a0b923820dcc5.1732798681.jpg\",\"caption\":\"Dongming\"},\"description\":\"\u89c1\u5929\u5730\uff0c\u89c1\u4f17\u751f\uff0c\u89c1\u81ea\u5df1\u3002\",\"sameAs\":[\"http:\/\/17aitech.com\"],\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=1\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u3010\u9879\u76ee\u5b9e\u6218\u3011\u901a\u8fc7LLaMaFactory+Qwen2-VL-2B\u5fae\u8c03\u4e00\u4e2a\u591a\u6a21\u6001\u533b\u7597\u5927\u6a21\u578b - \u4e00\u8d77AI\u6280\u672f","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:\/\/17aitech.com\/?p=33382","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=33382","url":"https:\/\/17aitech.com\/?p=33382","name":"\u3010\u9879\u76ee\u5b9e\u6218\u3011\u901a\u8fc7LLaMaFactory+Qwen2-VL-2B\u5fae\u8c03\u4e00\u4e2a\u591a\u6a21\u6001\u533b\u7597\u5927\u6a21\u578b - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=33382#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=33382#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u5c01\u9762-1-scaled.jpeg","datePublished":"2024-10-27T05:57:06+00:00","dateModified":"2025-05-11T13:27:00+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/3d23bb6f7f115fcefc9ae7803a691739"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=33382#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=33382"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=33382#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u5c01\u9762-1-scaled.jpeg","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/\u5c01\u9762-1-scaled.jpeg","width":2560,"height":1098},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=33382#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u3010\u9879\u76ee\u5b9e\u6218\u3011\u901a\u8fc7LLaMaFactory+Qwen2-VL-2B\u5fae\u8c03\u4e00\u4e2a\u591a\u6a21\u6001\u533b\u7597\u5927\u6a21\u578b"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/3d23bb6f7f115fcefc9ae7803a691739","name":"Dongming","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/member\/avatars\/238a0b923820dcc5.1732798681.jpg","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/member\/avatars\/238a0b923820dcc5.1732798681.jpg","caption":"Dongming"},"description":"\u89c1\u5929\u5730\uff0c\u89c1\u4f17\u751f\uff0c\u89c1\u81ea\u5df1\u3002","sameAs":["http:\/\/17aitech.com"],"url":"https:\/\/17aitech.com\/?page_id=33738&user=1"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/33382","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=33382"}],"version-history":[{"count":13,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/33382\/revisions"}],"predecessor-version":[{"id":34129,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/33382\/revisions\/34129"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/media\/33398"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=33382"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=33382"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=33382"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}