{"id":33475,"date":"2024-11-14T17:51:03","date_gmt":"2024-11-14T09:51:03","guid":{"rendered":"https:\/\/17aitech.com\/?p=33475"},"modified":"2024-11-30T17:39:42","modified_gmt":"2024-11-30T09:39:42","slug":"%e3%80%90%e6%93%8d%e4%bd%9c%e6%94%bb%e7%95%a5%e3%80%91gpu%e4%ba%91%e7%8e%af%e5%a2%83%e7%9a%84%e4%bd%bf%e7%94%a8%e4%bb%8b%e7%bb%8d","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=33475","title":{"rendered":"\u3010\u64cd\u4f5c\u653b\u7565\u3011GPU\u4e91\u73af\u5883\u7684\u4f7f\u7528\u4ecb\u7ecd"},"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 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href=\"https:\/\/17aitech.com\/?p=33475\/#%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E6%95%B0%E6%8D%AE\" >\u51c6\u5907\u8bad\u7ec3\u6570\u636e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/17aitech.com\/?p=33475\/#%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E8%84%9A%E6%9C%AC\" >\u51c6\u5907\u8bad\u7ec3\u811a\u672c<\/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=33475\/#%E5%BC%80%E5%A7%8B%E8%AE%AD%E7%BB%83\" >\u5f00\u59cb\u8bad\u7ec3<\/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=33475\/#%E5%AE%8C%E6%88%90%E8%AE%AD%E7%BB%83\" >\u5b8c\u6210\u8bad\u7ec3<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/17aitech.com\/?p=33475\/#%E6%B3%A8%E6%84%8F%E4%BA%8B%E9%A1%B9\" 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ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/17aitech.com\/?p=33475\/#%E6%A3%80%E6%9F%A5%E7%8E%AF%E5%A2%83-2\" >\u68c0\u67e5\u73af\u5883<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/17aitech.com\/?p=33475\/#%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E6%A1%86%E6%9E%B6-2\" >\u51c6\u5907\u8bad\u7ec3\u6846\u67b6<\/a><ul class='ez-toc-list-level-5' ><li class='ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/17aitech.com\/?p=33475\/#%E5%B0%8F%E4%BD%93%E7%A7%AF%E6%83%85%E5%86%B5\" >\u5c0f\u4f53\u79ef\u60c5\u51b5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-5'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/17aitech.com\/?p=33475\/#%E5%A4%A7%E4%BD%93%E7%A7%AF%E6%83%85%E5%86%B5\" >\u5927\u4f53\u79ef\u60c5\u51b5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/17aitech.com\/?p=33475\/#%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E6%95%B0%E6%8D%AE-2\" >\u51c6\u5907\u8bad\u7ec3\u6570\u636e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/17aitech.com\/?p=33475\/#%E5%BC%80%E5%A7%8B%E8%AE%AD%E7%BB%83-2\" >\u5f00\u59cb\u8bad\u7ec3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/17aitech.com\/?p=33475\/#%E5%AE%8C%E6%88%90%E8%AE%AD%E7%BB%83-2\" >\u5b8c\u6210\u8bad\u7ec3<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/17aitech.com\/?p=33475\/#%E6%B3%A8%E6%84%8F%E4%BA%8B%E9%A1%B9-2\" >\u6ce8\u610f\u4e8b\u9879<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/17aitech.com\/?p=33475\/#%E5%B8%B8%E8%A7%81%E9%97%AE%E9%A2%98\" >\u5e38\u89c1\u95ee\u9898<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E8%83%8C%E6%99%AF\"><\/span>\u80cc\u666f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5e94\u7528\uff08\u5982YOLO\uff09\u4ee5\u53ca\u5927\u6a21\u578b\u7684\u5fae\u8c03\uff0c\u79df\u7528GPU\u4e91\u73af\u5883\u662f\u4e00\u79cd\u4f4e\u6210\u672c\u3001\u7075\u6d3b\u6027\u9ad8\u7684\u65b9\u6848\u3002\u672c\u7ae0\u5c06\u4ecb\u7ecd\u4f17\u591a\u4e91\u670d\u52a1\u5546\u4e2d\u7684\u4e24\u4e2a\u9009\u62e9\uff1a\u963f\u91cc\u4e91\u548c\u8d8b\u52a8\u4e91\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%A8%A1%E5%9E%8B%E8%AE%AD%E7%BB%83%E7%9A%84%E7%8E%AF%E5%A2%83\"><\/span>\u6a21\u578b\u8bad\u7ec3\u7684\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4ece\u8f6f\u786c\u4ef6\u7ef4\u5ea6\u6765\u770b\uff0c\u8bad\u7ec3\u6a21\u578b\u4e00\u822c\u9700\u8981\u51c6\u5907\u7684\u5185\u5bb9\u5982\u4e0b\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u6a21\u578b\u8bad\u7ec3\u7684\u6784\u6210.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u6a21\u578b\u8bad\u7ec3\u7684\u6784\u6210.png\" alt=\"\" \/><\/a><\/p>\n<ul>\n<li>\u786c\u4ef6\uff1a\u4e00\u822c\u9700\u8981\u9ad8\u6027\u80fd\u7684GPU\u663e\u5361\uff0c\u76ee\u524d\u4e3b\u6d41\u7684\u6709\uff1aRTX 4090D\u3001A100\u7b49\u7b49<\/li>\n<li>\u64cd\u4f5c\u7cfb\u7edf\uff1a\u76ee\u524d\u8f83\u4e3a\u4e3b\u6d41\u7684\u662f\u4f7f\u7528 <code>Ubuntu<\/code> \u7cfb\u7edf\u3002<\/li>\n<li>\u7f16\u7a0b\u8bed\u8a00\uff1a\u76ee\u524d\u4e3b\u6d41\u662f\u4f7f\u7528 <code>Python<\/code>\u3002<\/li>\n<li>\u79d1\u5b66\u8ba1\u7b97\uff1a\u76ee\u524d\u4e3b\u6d41\u662f\u4f7f\u7528 <code>PyTorch<\/code>\u3002<\/li>\n<li>\u5e76\u884c\u8ba1\u7b97\uff1a\u642d\u914dNvidia\u663e\u5361\u4f7f\u7528\u7684\u5e76\u884c\u8ba1\u7b97\u5e73\u53f0\u662f<code>CUDA<\/code>\u3002<\/li>\n<li>\u8bad\u7ec3\u6846\u67b6\uff1a\u6839\u636e\u8bad\u7ec3\u7684\u4efb\u52a1\u800c\u9009\u62e9\uff0c\u76ee\u6807\u68c0\u6d4b\u7c7b\u7684\u4e3b\u8981\u662f <code>YOLO<\/code>\uff0c\u5927\u6a21\u578b\u65b9\u5411\u6709 <code>LLamaFactory<\/code> \u7b49\u3002<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E7%8E%AF%E5%A2%83%E5%87%86%E5%A4%87%E7%9A%84%E7%97%9B%E7%82%B9\"><\/span>\u73af\u5883\u51c6\u5907\u7684\u75db\u70b9<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u901a\u8fc7\u4e0a\u8ff0\u7684\u7f57\u5217\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u7684\u73af\u5883\u51c6\u5907\u8fd8\u662f\u6bd4\u8f83\u591a\u7684\u95ee\u9898\uff1a<\/p>\n<ul>\n<li><strong>\u6210\u672c\u95ee\u9898<\/strong>\uff1a\u8d2d\u4e70\u9ad8\u6027\u80fd\u663e\u5361\uff0c\u6210\u672c\u9ad8\u4e14\u5229\u7528\u7387\u4e0d\u9ad8\u3002<\/li>\n<li><strong>\u7ef4\u62a4\u95ee\u9898<\/strong>\uff1a\u65e0\u8bba\u662f\u4ece\u786c\u4ef6\u673a\u5668\u7684\u7ef4\u62a4\uff0c\u8fd8\u662f\u5230\u8f6f\u4ef6\u73af\u5883\u7684\u6784\u5efa\u548c\u7ef4\u62a4\uff0c\u90fd\u4f1a\u82b1\u8d39\u4e0d\u5c11\u7684\u65f6\u95f4\u6210\u672c\u3002<\/li>\n<li><strong>\u5bb9\u91cf\u95ee\u9898<\/strong>\uff1a\u5bf9\u4e8e\u5927\u7684\u6a21\u578b\uff0c\u666e\u901a\u7684\u5bb6\u75284090D\u663e\u5361\uff0c\u53d7\u9650\u4e8e\u663e\u5361\u5bb9\u91cf\uff0c\u65e0\u6cd5\u6ee1\u8db3\u3002<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E7%97%9B%E7%82%B9%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88\"><\/span>\u75db\u70b9\u89e3\u51b3\u65b9\u6848<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u9488\u5bf9\u4ee5\u4e0a\u7684\u75db\u70b9\u95ee\u9898\uff0c\u79df\u7528GPU\u4e91\u73af\u5883\u662f\u4e00\u79cd\u4f4e\u6210\u672c\u3001\u7075\u6d3b\u6027\u9ad8\u7684\u65b9\u6848\u3002\u5b83\u5177\u6709\u7684\u7279\u70b9\uff1a<\/p>\n<ul>\n<li><strong>\u6210\u672c\u4f4e<\/strong>\uff1a\u901a\u8fc7\u79df\u7528GPU\u4e91\u73af\u5883\uff0c\u53ef\u4ee5\u505a\u5230\u6309\u4f7f\u7528\u91cf\u4ed8\u8d39\uff0c\u4e0d\u4f7f\u7528\u5c31\u5173\u95ed\u73af\u5883\uff0c\u907f\u514d\u4e86\u8d2d\u4e70\u673a\u5668\u7684\u8d39\u7528\u4ee5\u53ca\u6298\u65e7\u8d39\u7528\u3002<\/li>\n<li><strong>\u7ef4\u62a4\u7b80\u5355<\/strong>\uff1aGPU\u4e91\u73af\u5883\u4e00\u822c\u90fd\u9884\u7f6e\u4e86\u9002\u7528\u4e8e\u8bad\u7ec3\u7684\u73af\u5883\uff0c\u4f8b\u5982\uff1aUbuntu\u3001Python\u3001PyTorch\u3001CUDA\u7b49\uff0c\u7528\u6237\u53ea\u9700\u5173\u6ce8\u81ea\u5df1\u4efb\u52a1\u7684\u8bad\u7ec3\u5373\u53ef\u3002<\/li>\n<li><strong>\u7075\u6d3b\u5ea6\u9ad8<\/strong>\uff1a\u5bf9\u4e8e\u663e\u5b58\u8981\u6c42\u9ad8\u7684\u573a\u666f\uff0c\u53ef\u4ee5\u7075\u6d3b\u5730\u6269\u5c55GPU\u663e\u5b58\uff0c\u4ee5\u6ee1\u8db3\u9700\u6c42\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"GPU%E4%BA%91%E7%8E%AF%E5%A2%83%E6%96%B9%E6%A1%88%E5%AF%B9%E6%AF%94\"><\/span>GPU\u4e91\u73af\u5883\u65b9\u6848\u5bf9\u6bd4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<table>\n<thead>\n<tr>\n<th>\u7279\u6027<\/th>\n<th>\u963f\u91cc\u4e91<\/th>\n<th>\u8d8b\u52a8\u4e91<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u4ef7\u683c<\/td>\n<td>14\u5143\/\u5c0f\u65f6(\u6700\u4f4e\u914d\u7f6e)<\/td>\n<td>0.99\u5143\/\u5c0f\u65f6(\u5b66\u4e60\u4f7f\u7528\u7684medium\u914d\u7f6e)<\/td>\n<\/tr>\n<tr>\n<td>\u4f18\u60e0\u7b56\u7565<\/td>\n<td>\u65b0\u7528\u6237100\u5c0f\u65f6\u514d\u8d39GPU\u7b97\u529b \u9650\u65f63\u4e2a\u6708\u76845000\u7b97\u529b\u8d44\u6e90<\/td>\n<td>\u65b0\u7528\u6237\u6ce8\u518c\u8d60\u900170\u7b97\u529b\u65f6<\/td>\n<\/tr>\n<tr>\n<td>\u4fbf\u6377\u6027<\/td>\n<td>\u652f\u6301root\u547d\u4ee4\uff0c\u62c9\u53d6\u5916\u90e8\u6570\u636e\u548c\u4ee3\u7801\u65b9\u4fbf\uff0c\u6269\u5c55\u6027\u9ad8<\/td>\n<td>\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u4ea4\u4e8eUI\uff0c \u7aef\u53e3\u5bf9\u5916\u6620\u5c04\u65b9\u4fbf\uff0c\u652f\u6301\u79bb\u7ebf\u8bad\u7ec3<\/td>\n<\/tr>\n<tr>\n<td>\u4e0d\u8db3<\/td>\n<td>\u670d\u52a1\u5668\u5173\u95ed\u540e\uff0c\u6570\u636e\u65e0\u6cd5\u6301\u4e45\u5316\u5b58\u50a8(\u5173\u8054\u963f\u91cc\u4e91\u8d26\u53f7\u5e76\u6388\u6743\u540e\uff0c\u53ef\u4ee5\u6301\u4e45\u5316\u4fdd\u5b58)<\/td>\n<td>\u6a21\u578b\u548c\u6570\u636e\u9700\u8981\u6309\u7167\u5b98\u65b9\u63d0\u4f9b\u7684\u65b9\u6cd5\u4e0a\u4f20\uff0croot\u3001docker\u7b49\u547d\u4ee4\u6ca1\u6709\u6743\u9650\u4f7f\u7528\uff0c\u7075\u6d3b\u6027\u8f83\u4e0d\u8db3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"%E9%98%BF%E9%87%8C%E4%BA%91%E4%BD%BF%E7%94%A8%E6%96%B9%E6%B3%95\"><\/span>\u963f\u91cc\u4e91\u4f7f\u7528\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E6%B3%A8%E5%86%8C%E8%B4%A6%E5%8F%B7\"><\/span>\u6ce8\u518c\u8d26\u53f7<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\u8bbf\u95eehttp:\/\/modelscope.cn\/, \u6309\u7167\u63d0\u793a\uff0c\u5b8c\u6210\u9b54\u642d\u793e\u533a\u8d26\u53f7\u7684\u6ce8\u518c\u3002<\/li>\n<li>\u8bbf\u95eehttps:\/\/www.aliyun.com\/, \u6309\u7167\u63d0\u793a\uff0c\u5b8c\u6210\u963f\u91cc\u4e91\u8d26\u53f7\u7684\u6ce8\u518c\u3002<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%E9%A2%86%E5%8F%96%E4%BC%98%E6%83%A0%E5%88%B8\"><\/span>\u9886\u53d6\u4f18\u60e0\u5238<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u76ee\u524d\u963f\u91cc\u4e91\u6709\u4e24\u4e2a\u4f18\u60e0\u53ef\u4ee5\u9886\u53d6\uff1a <\/p>\n<ol>\n<li>\u4f18\u60e0\u4e00\uff1a\u5728\u9b54\u642d\u793e\u533a\u7ed1\u5b9a\u963f\u91cc\u4e91\uff0c\u53ef\u4ee5\u83b7\u5f97100\u5c0f\u65f6\u514d\u8d39GPU\u7b97\u529b\u3002<\/li>\n<li>\u4f18\u60e0\u4e8c\uff1a\u5728\u963f\u91cc\u4e91\u5b98\u7f51\u9886\u53d6\u65b0\u624b\u4fdd\u62a4\u671f\u76845000\u7b97\u529b\u3002<\/li>\n<\/ol>\n<p><strong>\u4f18\u60e0\u4e00<\/strong>\u9886\u53d6\u65b9\u6cd5\uff1a\u767b\u5f55\u9b54\u5854\u793e\u533a\u540e\uff0c\u6309\u7167\u5982\u4e0b\u63d0\u793a\u64cd\u4f5c\uff0c\u9886\u53d6\u4f18\u60e0\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u901a\u8fc7\u9b54\u642d\u793e\u533a\u9886\u53d6\u4f18\u60e0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u901a\u8fc7\u9b54\u642d\u793e\u533a\u9886\u53d6\u4f18\u60e0.png\" alt=\"\" \/><\/a><br \/>\n\u9886\u53d6\u6210\u529f\u4e4b\u540e<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u9b54\u642d\u793e\u533a\u9886\u53d6\u6210\u529f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u9b54\u642d\u793e\u533a\u9886\u53d6\u6210\u529f.png\" alt=\"\" \/><\/a><\/p>\n<p><strong>\u4f18\u60e0\u4e8c<\/strong>\u9886\u53d6\u65b9\u6cd5\uff1a<\/p>\n<ol>\n<li>\u8bbf\u95eehttps:\/\/free.aliyun.com\/<\/li>\n<li>\u7b5b\u9009 <code>\u4eba\u5de5\u667a\u80fd\u4e0e\u673a\u5668\u5b66\u4e60<\/code>\uff0c\u6309\u7167\u5982\u4e0b\u56fe\u793a\u9886\u53d6\u4f18\u60e0\u3002<\/li>\n<\/ol>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u963f\u91cc\u4e91\u70b9\u51fb\u8bd5\u7528.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u963f\u91cc\u4e91\u70b9\u51fb\u8bd5\u7528.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u70b9\u51fb\u7acb\u5373\u8bd5\u7528.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u70b9\u51fb\u7acb\u5373\u8bd5\u7528.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u5f00\u901a\u8bd5\u7528.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u5f00\u901a\u8bd5\u7528.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u4ee5\u4e0a\u4e24\u4e2a\u4f18\u60e0\u4e0d\u51b2\u7a81\uff0c\u53ef\u4ee5\u53e0\u52a0\u4f7f\u7528\u3002<\/p>\n<\/blockquote>\n<h3><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8%E6%96%B9%E6%B3%95\"><\/span>\u4f7f\u7528\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%E7%99%BB%E5%BD%95%E6%9C%8D%E5%8A%A1\"><\/span>\u767b\u5f55\u670d\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<ol>\n<li>\u767b\u5f55\u9b54\u642d\u793e\u533a\uff0c\u5207\u6362\u81f3\u6211\u7684Notebook\u2192\u9009\u62e9PAI-DSW\u670d\u52a1\u2192GPU\u73af\u5883\u2192\u542f\u52a8\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u767b\u5f55\u9b54\u642d\u793e\u533a\u670d\u52a1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u767b\u5f55\u9b54\u642d\u793e\u533a\u670d\u52a1.png\" alt=\"\" \/><\/a><\/li>\n<\/ol>\n<h4><span class=\"ez-toc-section\" id=\"%E6%A3%80%E6%9F%A5%E7%8E%AF%E5%A2%83\"><\/span>\u68c0\u67e5\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u56e0\u4e3aGPU\u4e91\u670d\u52a1\u5668\u5df2\u7ecf\u9884\u88c5\u4e86ubuntu\u3001Python\u3001PyTorch\u7b49\uff0c\u6240\u4ee5\u6211\u4eec\u53ea\u9700\u8981\u7b80\u5355\u68c0\u67e5\u4e00\u4e0b\u73af\u5883\u5373\u53ef\u3002<\/p>\n<pre><code class=\"language-bash\"># \u68c0\u67e5python\u7248\u672c\npython --version\n\n# \u68c0\u67e5cuda\u7248\u672c\nnvcc --version<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E6%A1%86%E6%9E%B6\"><\/span>\u51c6\u5907\u8bad\u7ec3\u6846\u67b6<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u6211\u4eec\u4ee5YOLO\u4e3a\u4f8b\uff0c\u8fdb\u884c\u8bad\u7ec3\u6846\u67b6\u7684\u51c6\u5907\u5de5\u4f5c\u3002<\/p>\n<pre><code class=\"language-bash\"># \u53c2\u8003YOLO\u5b98\u7f51\u7684\u8bf4\u660e\u65b9\u5f0f\u5b89\u88c5\n\n# \u76f4\u63a5\u4f7f\u7528pip\u5b89\u88c5ultralytics\npip install ultralytics\n<\/code><\/pre>\n<p>\u5b89\u88c5\u5b8c\u6bd5<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/YOLO\u5b89\u88c5\u5b8c\u6bd5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/YOLO\u5b89\u88c5\u5b8c\u6bd5.png\" alt=\"\" \/><\/a><\/p>\n<p>\u65b0\u5efa\u4e00\u4e2anotebook\uff0c\u9a8c\u8bc1YOLO\u5b89\u88c5\u6210\u529f<\/p>\n<pre><code class=\"language-python\">from ultralytics import YOLO\nimport ultralytics\n\nprint(ultralytics.__version__)<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/YOLO\u6b63\u786e\u5b89\u88c5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/YOLO\u6b63\u786e\u5b89\u88c5.png\" alt=\"\" \/><\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E6%95%B0%E6%8D%AE\"><\/span>\u51c6\u5907\u8bad\u7ec3\u6570\u636e<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u70b9\u51fb\u4e0a\u4f20\u6309\u94ae<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u70b9\u51fb\u4e0a\u4f20\u6309\u94ae.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u70b9\u51fb\u4e0a\u4f20\u6309\u94ae.png\" alt=\"\" \/><\/a><\/p>\n<p>\u6587\u4ef6\u4e0a\u4f20\u5b8c\u6bd5\u540e\uff0c\u4f7f\u7528unzip\u547d\u4ee4\u89e3\u538b\u8bad\u7ec3\u6570\u636e<\/p>\n<pre><code class=\"language-bash\">unzip gestures.zip<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E8%84%9A%E6%9C%AC\"><\/span>\u51c6\u5907\u8bad\u7ec3\u811a\u672c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u65b0\u5efanotebook\u540e\uff0c\u51c6\u5907\u8bad\u7ec3\u811a\u672c\u5e76\u914d\u7f6e\u8bad\u7ec3\u6570\u636edata\u7684\u76ee\u5f55<\/p>\n<pre><code class=\"language-python\">from ultralytics import YOLO\n\n# 1\uff0c\u6784\u5efa\u6a21\u578b\nmodel = YOLO(&quot;yolov8n-cls.yaml&quot;) \n\nif __name__ == &quot;__main__&quot;:\n    # 2\uff0c\u8bad\u7ec3\u6a21\u578b\n    results = model.train(data=&quot;\/mnt\/workspace\/gestures&quot;, \n                          epochs=100, \n                          imgsz=128,\n                          batch=8\n                        )<\/code><\/pre>\n<blockquote>\n<p>data\u5bf9\u5e94\u8bad\u7ec3\u6570\u636e\u7684\u4fdd\u5b58\u8def\u5f84\uff0c\u53ef\u4ee5\u901a\u8fc7 <code>pwd<\/code> \u547d\u4ee4\u67e5\u770b\u3002<\/p>\n<\/blockquote>\n<h4><span class=\"ez-toc-section\" id=\"%E5%BC%80%E5%A7%8B%E8%AE%AD%E7%BB%83\"><\/span>\u5f00\u59cb\u8bad\u7ec3<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u914d\u7f6e\u76f8\u5e94\u7684\u8bad\u7ec3\u53c2\u6570\u540e\uff0c\u8fd0\u884c\u8bad\u7ec3\u4ee3\u7801\uff0c\u5373\u53ef\u5f00\u59cb\u8bad\u7ec3\u3002<\/p>\n<ul>\n<li>epochs: \u8bad\u7ec3\u8f6e\u6570<\/li>\n<li>imgsz: \u56fe\u50cf\u5c3a\u5bf8<\/li>\n<li>batch: \u6279\u6b21\u5927\u5c0f<\/li>\n<\/ul>\n<blockquote>\n<p>\u6ce8\u610f\uff1abatch\u7684\u5927\u5c0f\u8bbe\u7f6e\u4e0e\u663e\u5b58\u5360\u7528\u6709\u5173\uff0c\u5982\u679c\u8bbe\u7f6e\u592a\u5927\u7684\u8bdd\uff0c\u610f\u5473\u7740\u4e00\u4e2a\u6279\u6b21\u6570\u636e\u91cf\u8fc7\u591a\uff0c\u663e\u5b58\u5bb9\u7eb3\u4e0d\u4e0b\u53ef\u80fd\u4f1a\u5f02\u5e38\uff1b\u5982\u679c\u8bbe\u7f6e\u592a\u5c0f\u7684\u82b1\uff0c\u610f\u5473\u7740\u663e\u5b58\u7684\u5229\u7528\u7387\u4e0d\u591f\u3002<\/p>\n<\/blockquote>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u5f00\u59cb\u8bad\u7ec3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u5f00\u59cb\u8bad\u7ec3.png\" alt=\"\" \/><\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E5%AE%8C%E6%88%90%E8%AE%AD%E7%BB%83\"><\/span>\u5b8c\u6210\u8bad\u7ec3<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u8bad\u7ec3\u5b8c\u6bd5\u540e\uff0c\u4f1a\u5728\u8bad\u7ec3\u811a\u672c\u540c\u4e00\u76ee\u5f55\u4e0b\u751f\u6210runs\u76ee\u5f55\uff0c\u91cc\u9762\u5305\u542b\u8bad\u7ec3\u7684\u65e5\u5fd7\uff0c\u4ee5\u53ca\u8bad\u7ec3\u7684\u6a21\u578b\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u8bad\u7ec3\u7ed3\u679c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u8bad\u7ec3\u7ed3\u679c.png\" alt=\"\" \/><\/a><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u5c31\u53ef\u4ee5\u4f7f\u7528weights\u76ee\u5f55\u4e0b\u7684best.pt\u8fdb\u884c\u9884\u6d4b\uff0c\u8fd9\u90e8\u5206\u5185\u5bb9\u4e0d\u518d\u8d58\u8ff0\uff0c\u5177\u4f53\u53ef\u4ee5\u53c2\u8003<a href=\"https:\/\/17aitech.com\/?p=2322#toc-18\">\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011Day11\uff08\u4e0b\uff09\uff1aYOLO\u7684\u5165\u95e8\u4f7f\u7528<\/a>\u4e2d\u5173\u4e8e\u624b\u52bf\u8bc6\u522b\u7684\u90e8\u5206\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%B3%A8%E6%84%8F%E4%BA%8B%E9%A1%B9\"><\/span>\u6ce8\u610f\u4e8b\u9879<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\u963f\u91cc\u4e91\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u5173\u95ed\u4e91\u670d\u52a1\u5668\u662f\u4e0d\u4f1a\u4fdd\u7559\u6570\u636e\u548c\u73af\u5883(\u6240\u8c13\u73af\u5883\u5c31\u662f\u6307\u5b89\u88c5\u7684\u7ec4\u4ef6\u4f9d\u8d56)\u3002<\/li>\n<li>\u5982\u679c\u9700\u8981\u4fdd\u7559\u6570\u636e\uff0c\u5219\u9700\u8981\u5728\u9b54\u642d\u793e\u533a\u4e0a\u9009\u62e9 \u4e2a\u4eba\u4e91\u8d26\u53f7\u6388\u6743\uff0c\u5177\u4f53\u65b9\u6cd5\u5982\u4e0b\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_1.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_2.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_3.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_4.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_5.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_6.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_7.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_8.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e2a\u4eba\u4e91\u6388\u6743_9.png\" alt=\"\" \/><\/a><\/li>\n<li>\u4f7f\u7528\u5b8c\u6bd5\u540e\uff0c\u8bb0\u5f97\u5173\u95ed\u5b9e\u4f8b\uff0c\u5426\u5219\u8ba1\u8d39\u4e0d\u4f1a\u505c\u6b62\u3002<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%E8%B6%8B%E5%8A%A8%E4%BA%91%E4%BD%BF%E7%94%A8%E6%96%B9%E6%B3%95\"><\/span>\u8d8b\u52a8\u4e91\u4f7f\u7528\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E6%B3%A8%E5%86%8C%E8%B4%A6%E5%8F%B7-2\"><\/span>\u6ce8\u518c\u8d26\u53f7<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\u8bbf\u95eehttps:\/\/www.virtaicloud.com\/, \u5b8c\u6210\u8d8b\u52a8\u4e91\u8d26\u53f7\u6ce8\u518c\u3002<\/li>\n<\/ol>\n<h3><span class=\"ez-toc-section\" id=\"%E4%BD%BF%E7%94%A8%E6%96%B9%E6%B3%95-2\"><\/span>\u4f7f\u7528\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"%E7%99%BB%E5%BD%95%E6%9C%8D%E5%8A%A1-2\"><\/span>\u767b\u5f55\u670d\u52a1<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u767b\u5f55\u8d26\u53f7\u540e\uff0c\u70b9\u51fb\u53f3\u4e0a\u89d2\u7684\u521b\u5efa\u9879\u76ee<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u521b\u5efa\u9879\u76ee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u521b\u5efa\u9879\u76ee.png\" alt=\"\" \/><\/a><\/p>\n<p>\u521b\u5efa\u9879\u76ee\u540e\uff0c\u9009\u62e9\u76f8\u5e94\u7684\u673a\u5668\u914d\u7f6e\u4ee5\u53ca\u955c\u50cf\u73af\u5883\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u70b9\u51fb\u955c\u50cf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u70b9\u51fb\u955c\u50cf.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u9009\u62e9\u955c\u50cf\u7248\u672c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u9009\u62e9\u955c\u50cf\u7248\u672c.png\" alt=\"\" \/><\/a><\/p>\n<p>\u786e\u8ba4\u4e4b\u540e\uff0c\u70b9\u51fb\u7acb\u5373\u542f\u52a8\u3002\u5f85\u51fa\u73b0 <code>\u8fdb\u5165\u5f00\u53d1\u73af\u5883<\/code> \u6309\u94ae\uff0c\u70b9\u51fb\u5373\u53ef\u8fdb\u5165\u3002<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u542f\u52a8\u5b8c\u6bd5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u542f\u52a8\u5b8c\u6bd5.png\" alt=\"\" \/><\/a><\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E6%A3%80%E6%9F%A5%E7%8E%AF%E5%A2%83-2\"><\/span>\u68c0\u67e5\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u4e0e\u963f\u91cc\u4e91\u7684\u68c0\u67e5\u65b9\u6cd5\u7c7b\u4f3c\uff0c\u6b64\u5904\u4e0d\u518d\u8d58\u8ff0\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E6%A1%86%E6%9E%B6-2\"><\/span>\u51c6\u5907\u8bad\u7ec3\u6846\u67b6<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5728\u8d8b\u52a8\u4e91\u5e73\u53f0\u4e0a\uff0c\u7531\u4e8e\u6570\u636e\u5b58\u50a8\u5927\u5c0f\u9650\u5236\uff0c\u6211\u4eec\u9700\u8981\u6839\u636e\u5b9e\u9645\u7684\u573a\u666f\u9009\u62e9\u4e0d\u540c\u7684\u5904\u7406\u65b9\u5f0f\uff1a<\/p>\n<h5><span class=\"ez-toc-section\" id=\"%E5%B0%8F%E4%BD%93%E7%A7%AF%E6%83%85%E5%86%B5\"><\/span>\u5c0f\u4f53\u79ef\u60c5\u51b5<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p>\u5bf9\u4e8e\u4f53\u79ef\u5c0f\u7684\u6846\u67b6(\u4f8b\u5982\uff1aYOLO\u53ea\u670956M)\uff0c\u53ef\u4ee5\u4f7f\u7528pip\u547d\u4ee4\u5b89\u88c5\uff0c\u5177\u4f53\u65b9\u6cd5\u540c\u963f\u91cc\u4e91\u7684\u64cd\u4f5c\u8bf4\u660e\u3002<\/p>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u8fd9\u79cd\u65b9\u5f0f\uff0c\u4f18\u70b9\u662f\u4e0d\u6d89\u53ca\u7e41\u7410\u7684\u4e0a\u4f20\u6d41\u7a0b\uff0c\u4f46\u662f\u73af\u5883\u6301\u4e45\u5316\u4fdd\u5b58(\u5373\uff1a\u73af\u5883\u4e0b\u6b21\u6253\u5f00\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528)\u6709\u6b21\u6570\u9650\u5236\u3002<\/li>\n<li>\u73af\u5883\u6301\u4e45\u5316\u4fdd\u5b58\u7684\u65b9\u5f0f\uff1a\u5728\u5173\u95ed\u73af\u5883\u65f6\uff0c\u9009\u62e9\u4fdd\u5b58\u73af\u5883\u2192\u4e34\u65f6\u73af\u5883\u3002<\/li>\n<\/ul>\n<h5><span class=\"ez-toc-section\" id=\"%E5%A4%A7%E4%BD%93%E7%A7%AF%E6%83%85%E5%86%B5\"><\/span>\u5927\u4f53\u79ef\u60c5\u51b5<span class=\"ez-toc-section-end\"><\/span><\/h5>\n<p>\u5bf9\u4e8e\u5927\u6a21\u578b(\u4f8b\u5982\uff1aQwen\u6a21\u578b)\u52a8\u8f8410G\u4ee5\u4e0a\u5b58\u50a8\u7a7a\u95f4\u7684\u60c5\u51b5\uff0c\u9700\u8981\u4f7f\u7528\u8d8b\u52a8\u4e91\u63d0\u4f9b\u7684sftp\u4e0a\u4f20\u65b9\u5f0f\u6765\u8fdb\u884c\u3002<\/p>\n<p>\u5177\u4f53\u64cd\u4f5c\u65b9\u6cd5\uff0c\u8bf7\u79fb\u6b65\uff1a<a href=\"https:\/\/17aitech.com\/?p=16535#toc-8\">\u3010\u4ea7\u54c1\u4f53\u9a8c\u3011\u8d8b\u52a8\u4e91\u4e0a\u4f7f\u7528LLaMaFactory\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\u7684\u6d41\u7a0b\u4f53\u9a8c<\/a>\u4e00\u6587\u4e2d\u7684 <code>\u51c6\u5907\u8bad\u7ec3\u6570\u636e<\/code> \u548c <code>\u51c6\u5907\u8bad\u7ec3\u6a21\u578b<\/code> \u7ae0\u8282\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%E5%87%86%E5%A4%87%E8%AE%AD%E7%BB%83%E6%95%B0%E6%8D%AE-2\"><\/span>\u51c6\u5907\u8bad\u7ec3\u6570\u636e<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u540c\u4e0a\uff0c\u5bf9\u4e8e\u4f53\u79ef\u5c0f\u7684\u6570\u636e\uff0c\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u56fe\u793a\u4e2d\u7684\u4e0a\u4f20\u6587\u4ef6\u529f\u80fd\u3002\u5bf9\u4e8e\u4f53\u79ef\u5927\u7684\u60c5\u51b5\uff0c\u9700\u8981\u4f7f\u7528\u8d8b\u52a8\u4e91\u63d0\u4f9b\u7684sftp\u4e0a\u4f20\u4e0a\u4f20\u65b9\u5f0f\u3002<\/p>\n<p>\u6b64\u5904\uff0c\u6211\u4eec\u6f14\u793asftp\u4e0a\u4f20\u7684\u65b9\u5f0f\u3002<\/p>\n<p>\u7b2c\u4e00\u6b65\uff1a\u5b89\u88c5\u4e0a\u4f20\u8f6f\u4ef6Xftp<br \/>\n<a href=\"https:\/\/www.xshell.com\/zh\/free-for-home-school\/\">https:\/\/www.xshell.com\/zh\/free-for-home-school\/<\/a><\/p>\n<blockquote>\n<p>Windows\u4e0b\u63a8\u8350\u4f7f\u7528Xftp<br \/>\nMac\u4e0b\u63a8\u8350\u4f7f\u7528Terminus<\/p>\n<\/blockquote>\n<p>\u7b2c\u4e8c\u6b65\uff1a\u505c\u6b62\u5e76\u9500\u6bc1\u8d8b\u52a8\u4e91\u73af\u5883<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4fee\u6539\u6570\u636e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4fee\u6539\u6570\u636e.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7b2c\u4e09\u6b65\uff1a\u521b\u5efa\u6570\u636e<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u521b\u5efa\u6570\u636e_1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u521b\u5efa\u6570\u636e_1.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u521b\u5efa\u6570\u636e_2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u521b\u5efa\u6570\u636e_2.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7b2c\u56db\u6b65\uff1a\u5f00\u542fSFTP\u4f20\u8f93<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u5f00\u542fSFTP\u4f20\u8f93.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u5f00\u542fSFTP\u4f20\u8f93.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7b2c\u4e94\u6b65\uff1a\u586b\u5199\u8fde\u63a5\u4fe1\u606f\u540e\u5f00\u59cb\u8fde\u63a5<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u914d\u7f6e\u8fde\u63a5\u4fe1\u606f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u914d\u7f6e\u8fde\u63a5\u4fe1\u606f.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/ssh\u63d0\u9192.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/ssh\u63d0\u9192.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7b2c\u516d\u6b65\uff1a\u4e0a\u4f20\u6570\u636e<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e0a\u4f20\u6570\u636e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e0a\u4f20\u6570\u636e.png\" alt=\"\" \/><\/a><\/p>\n<blockquote>\n<p>\u4e0a\u4f20\u540e\u6587\u4ef6\u540e\uff0c\u5728\u9875\u9762\u4e0a\u53ef\u4ee5\u4f7f\u7528\u8d8b\u52a8\u4e91\u7684\u5728\u7ebf\u89e3\u538b\uff0c\u4ee5\u4fbf\u672a\u6765\u52a0\u8f7d\u6570\u636e\u96c6\u65f6\u76f4\u63a5\u4f7f\u7528\u3002<\/p>\n<\/blockquote>\n<p>\u7b2c\u4e03\u6b65\uff1a\u4e0a\u4f20\u5b8c\u6bd5\u540e\uff0c\u5728\u8d8b\u52a8\u4e91\u9875\u9762\u4e2d\u5173\u95ed\u4f20\u8f93\u901a\u9053\u5e76\u8fdb\u884c\u786e\u5b9a\u64cd\u4f5c<\/p>\n<p>\u7b2c\u516b\u6b65\uff1a\u4fee\u6539\u9879\u76ee\u4e2d\u7684\u6570\u636e\u9009\u9879\uff0c\u91cd\u65b0\u542f\u52a8\u5f00\u53d1\u73af\u5883\u5373\u53ef<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4fee\u6539\u6570\u636e-1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4fee\u6539\u6570\u636e-1.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u9009\u62e9\u6570\u636e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u9009\u62e9\u6570\u636e.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7b2c\u4e5d\u6b65\uff1a\u6309\u7167\u5b98\u65b9\u63d0\u793a\uff0c\u5207\u6362\u5230 <code>\/gemini\/data-1<\/code> \u76ee\u5f55\uff0c\u5373\u53ef\u67e5\u770b\u5230\u4e0a\u4f20\u7684\u6570\u636e\u3002<\/p>\n<blockquote>\n<p>\u8d8b\u52a8\u4e91\u6700\u8fd1\u66f4\u65b0\u589e\u52a0\u4e86\u5bfc\u51fa\u6570\u636e\/\u6a21\u578b\u7684\u529f\u80fd\uff0c\u76f8\u8f83\u4e8e\u4e0a\u8ff0\u64cd\u4f5c\u66f4\u4e3a\u7b80\u4fbf\uff0c\u7bc7\u5e45\u539f\u56e0\u4e0d\u505a\u8be6\u7ec6\u8bf4\u660e\uff0c\u611f\u5174\u8da3\u7684\u540c\u5b66\u53ef\u4ee5\u67e5\u770b<a href=\"https:\/\/platform.virtaicloud.com\/gemini\/v1\/gemini_doc\/02-%E6%93%8D%E4%BD%9C%E6%8C%87%E5%8D%97\/01-%E9%A1%B9%E7%9B%AE\/06-%E6%95%B0%E6%8D%AE%E8%BD%AC%E6%8D%A2.html#%E5%89%8D%E6%8F%90%E6%9D%A1%E4%BB%B6\">\u5bfc\u51fa\u4e3a\u6570\u636e\/\u6a21\u578b<\/a><\/p>\n<\/blockquote>\n<h4><span class=\"ez-toc-section\" id=\"%E5%BC%80%E5%A7%8B%E8%AE%AD%E7%BB%83-2\"><\/span>\u5f00\u59cb\u8bad\u7ec3<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u65b0\u5efanotebook\u540e\uff0c\u914d\u7f6e\u5bf9\u5e94\u76ee\u5f55\u7684\u6570\u636e\u8def\u5f84<\/p>\n<pre><code class=\"language-python\">from ultralytics import YOLO\n\n# 1\uff0c\u6784\u5efa\u6a21\u578b\nmodel = YOLO(&quot;yolov8n-cls.yaml&quot;) \n\nif __name__ == &quot;__main__&quot;:\n    # 2\uff0c\u8bad\u7ec3\u6a21\u578b\n    results = model.train(data=&quot;\/gemini\/data-1\/gestures\/gestures&quot;, \n                          epochs=100, \n                          imgsz=128,\n                          batch=8\n                        )<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"%E5%AE%8C%E6%88%90%E8%AE%AD%E7%BB%83-2\"><\/span>\u5b8c\u6210\u8bad\u7ec3<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u8bad\u7ec3\u5b8c\u6bd5\u540e\uff0c\u5728notebooke\u540c\u76ee\u5f55\u4e0b\u4f1a\u751f\u6210runs\u76ee\u5f55\u3002<\/p>\n<p>\u5982\u679c\u5e0c\u671b\u628a\u8bad\u7ec3\u7ed3\u679c\u4e0b\u8f7d\u5230\u672c\u5730\uff0c\u53ef\u4ee5\u4f7f\u7528zip\u547d\u4ee4\u6253\u5305\u540e\u4e0b\u8f7d\u3002<\/p>\n<pre><code class=\"language-bash\"># \u57fa\u672c\u8bed\u6cd5\uff1azip [\u9009\u9879] [\u6253\u5305\u540e\u7684\u6587\u4ef6\u540d] [\u8981\u6253\u5305\u7684\u6587\u4ef6\u6216\u76ee\u5f55\u5217\u8868]\nzip -r runs.zip runs<\/code><\/pre>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e0b\u8f7d\u6587\u4ef6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/\u4e0b\u8f7d\u6587\u4ef6.png\" alt=\"\" \/><\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%B3%A8%E6%84%8F%E4%BA%8B%E9%A1%B9-2\"><\/span>\u6ce8\u610f\u4e8b\u9879<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\/gemini\/code\u76ee\u5f55\u662f\u53ef\u4ee5\u8bfb\u5199\u7684\uff0c\u4f46\u662f\/gemini\/data\u7b49\u5176\u4ed6\u76ee\u5f55\u53ea\u80fd\u8bfb\uff0c\u4e0d\u80fd\u5199\u3002<\/li>\n<li>\/gemini\/code\u76ee\u5f55\u7684\u6570\u636e\uff0c\u5728\u9500\u6bc1\u73af\u5883\u540e\u662f\u53ef\u4ee5\u4fdd\u7559\u7684\uff0c\u4f46\u662f\u4e0d\u5efa\u8bae\u5728\u4e91\u7aef\u4fdd\u5b58\u3002<\/li>\n<li>\u5982\u679c <code>\u5173\u95ed\u73af\u5883<\/code> \u65f6\u6ca1\u6709\u9009\u62e9 <code>\u4fdd\u5b58\u4e34\u65f6\u73af\u5883<\/code> \uff0c\u90a3\u4e48\u5b89\u88c5\u8fc7\u7684\u4f9d\u8d56\u4f1a\u91cd\u7f6e\uff0c\u5728\u4e0b\u6b21\u542f\u52a8\u65f6\u9700\u8981\u91cd\u65b0\u5b89\u88c5\u3002<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%E5%B8%B8%E8%A7%81%E9%97%AE%E9%A2%98\"><\/span>\u5e38\u89c1\u95ee\u9898<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u95ee\u98981<\/strong>\uff1a\u901a\u8fc7<code>pip install -e .<\/code> \u5b89\u88c5ultralytics\u540e\u4f7f\u7528\uff0c\u63d0\u793a<code>cannot import name &#039;YOLO&#039; from &#039;ultralytics&#039; (unknown location)<\/code><\/p>\n<pre><code class=\"language-bash\">\u5728\u963f\u91cc\u4e91\u548c\u8d8b\u52a8\u4e91\u4e0a\uff0c\u4f7f\u7528pip\u7f16\u8f91\u6a21\u5f0f\u4e0b\u5b89\u88c5ultralytics\u4f1a\u9047\u5230\u6b64\u95ee\u9898\uff0c\u5177\u4f53\u539f\u56e0\u672a\u660e\uff0cGithub\u4e0a\u6709issue\u4ecd\u5728\u8ba8\u8bba\u4e2d\u3002YOLO\u5b98\u7f51\u7ed9\u51fa\u7684\u5b89\u88c5\u65b9\u5f0f\u662f\u76f4\u63a5\u7528pip\u65b9\u5f0f\u5b89\u88c5\u3002\n\n\u89e3\u51b3\u529e\u6cd5\uff1a\npip install ultralytics \u65b9\u5f0f\u5b89\u88c5\u3002<\/code><\/pre>\n<p><strong>\u95ee\u98982<\/strong>\uff1a\u6211\u7684\u4e91\u73af\u5883\u91cd\u65b0\u542f\u52a8\u540e\uff0c\u8fd0\u884cYOLO\u7684\u4ee3\u7801\uff0c\u63d0\u793a<code>No module named &#039;ultralytics&#039;<\/code>\uff0c\u8bf7\u95ee\u662f\u4ec0\u4e48\u539f\u56e0\uff1f<\/p>\n<pre><code class=\"language-bash\">\u4e91\u73af\u5883\u91cd\u542f\u4e4b\u540e\uff0c\u4e00\u822c\u4f1a\u91cd\u7f6e\u73af\u5883\uff0c\u5bfc\u81f4\u4e4b\u524d\u5b89\u88c5\u7684\u4f9d\u8d56\u4e0d\u5b58\u5728\u4e86\u3002\n\n\u89e3\u51b3\u529e\u6cd5\uff1a\n1. \u53ef\u4ee5\u901a\u8fc7`pip list`\u547d\u4ee4\u8fdb\u4e00\u6b65\u6392\u67e5\u662f\u5426\u6709ultralytics\u3002\n2. \u5982\u679c\u6ca1\u6709ultralytics\uff0c\u5219\u91cd\u65b0\u4f7f\u7528pip\u547d\u4ee4\u5b89\u88c5\u5373\u53ef\u3002<\/code><\/pre>\n<p><strong>\u95ee\u98983<\/strong>\uff1a\u5728\u8d8b\u52a8\u4e91\u73af\u5883\u91cc\uff0c\u6211\u4e0a\u4f20\u7684\u6570\u636e\u4f1a\u4e0d\u4f1a\u5728\u5173\u95ed\u4e91\u670d\u52a1\u5668\u540e\u4e22\u5931\uff1f<\/p>\n<pre><code class=\"language-bash\">\u8d8b\u52a8\u4e91\u73af\u5883\u4e2d\uff0c\/gemini\/code\u76ee\u5f55\u662f\u53ef\u4ee5\u4fdd\u7559\u6570\u636e\u7684\uff0c\u5373\u670d\u52a1\u5173\u95ed\u518d\u6253\u5f00\uff0c\u8be5\u76ee\u5f55\u4e0b\u7684\u6570\u636e\u662f\u4fdd\u7559\u4e0a\u6b21\u7684\u3002\n\u4e0d\u8fc7\uff0c\u5efa\u8bae\u91cd\u8981\u7684\u6570\u636e\u3001\u4ee3\u7801\u5728\u672c\u5730\u7ef4\u62a4\u4fdd\u5b58\uff0c\u4e91\u73af\u5883\u53ea\u4f5c\u4e3a\u4e34\u65f6\u73af\u5883\u8bad\u7ec3\u6a21\u578b\u4f7f\u7528\u3002<\/code><\/pre>\n<p><strong>\u95ee\u98984<\/strong>\uff1a\u5728\u963f\u91cc\u4e91\u73af\u5883\u91cc\uff0c\u6211\u4e0a\u4f20\u7684\u6570\u636e\u4f1a\u4e0d\u4f1a\u5728\u5173\u95ed\u4e91\u670d\u52a1\u5668\u540e\u4e22\u5931\uff1f<\/p>\n<pre><code class=\"language-bash\">\u963f\u91cc\u4e91\u73af\u5883\u7684\/mnt\/workspace\/\u76ee\u5f55\uff0c\u7ecf\u6d4b\u8bd5\u6570\u636e\u4f1a\u8fdb\u884c\u4fdd\u7559\u3002\u4e0d\u8fc7\uff0c\u6211\u4eec\u8fd8\u662f\u5efa\u8bae\u91cd\u8981\u6570\u636e\u3001\u4ee3\u7801\u5728\u672c\u5730\u7ef4\u62a4\u4fdd\u5b58\u3002<\/code><\/pre>\n<p><strong>\u95ee\u98985<\/strong>\uff1a\u4f7f\u7528YOLO\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u65f6\uff0c\u811a\u672c\u63d0\u793a<code>RuntimeError: PytorchStreamReader failed reading zip archive: failed finding central directory<\/code><\/p>\n<pre><code class=\"language-bash\">PytorchStreamReader\u4e00\u822c\u662f\u4ecegithub\u4e0a\u4e0b\u8f7d\u6743\u91cd\u65f6\u6587\u4ef6\u5b58\u5728\u5f02\u5e38\uff0c\u5bfc\u81f4torch.load\u65f6\u62a5\u9519\u3002\n\n\u89e3\u51b3\u65b9\u6cd5\uff1a\n1. \u5220\u9664\u5df2\u7ecf\u4e0b\u8f7d\u7684yolo**.pt\u6587\u4ef6\n2. \u8fd0\u884c\u8bad\u7ec3\u811a\u672c\uff0c\u91cd\u65b0\u4e0b\u8f7d.pt\u6587\u4ef6\n\u6216\u8005\n1. \u624b\u52a8\u4e0b\u8f7dyolo**.pt\u6587\u4ef6\n2. \u901a\u8fc7\u4e91\u73af\u5883\u7684\u4e0a\u4f20\u6587\u4ef6\u5c06.pt\u6587\u4ef6\u4e0a\u4f20\uff0c\u518d\u8fd0\u884c\u8bad\u7ec3\u811a\u672c\u3002<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u80cc\u666f \u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5e94\u7528\uff08\u5982YOLO\uff09 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":33948,"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 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