{"id":41808,"date":"2025-06-04T23:50:54","date_gmt":"2025-06-04T15:50:54","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/41808.html"},"modified":"2025-06-04T23:50:54","modified_gmt":"2025-06-04T15:50:54","slug":"autodl%e4%b8%8a%e7%a7%9f%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%90%8e%ef%bc%8c%e5%a6%82%e4%bd%95%e4%b8%8a%e4%bc%a0%e6%95%b0%e6%8d%ae%e5%92%8c%e8%ae%ad%e7%bb%83%e6%a8%a1%e5%9e%8b%ef%bc%88%e4%bb%a5yolov8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/41808.html","title":{"rendered":"AutoDL\u4e0a\u79df\u670d\u52a1\u5668\u540e\uff0c\u5982\u4f55\u4e0a\u4f20\u6570\u636e\u548c\u8bad\u7ec3\u6a21\u578b\uff08\u4ee5yolov8\u4e3e\u4f8b\uff09"},"content":{"rendered":"<p>\u8be5\u6587\u7ae0\u4e0d\u4f7f\u7528pycharm\u548cvscode&#xff0c;\u5728Jupyter\u4e0a\u76f4\u63a5\u8bad\u7ec3&#xff0c;\u8bad\u7ec3\u597d\u540e\u7684\u6a21\u578b\u53ef\u4ee5\u4e0b\u8f7d\u5230\u672c\u5730\u4e2d\u518d\u6253\u5f00pycharm\u4f7f\u7528&#xff0c;\u66f4\u52a0\u65b9\u4fbf&#xff01;&#xff01;&#xff01;<\/p>\n<p>\u9700\u8981\u4e0b\u8f7d\u7684\u8f6f\u4ef6\u53ea\u6709FileZilla<\/p>\n<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"%E4%B8%80%E3%80%81%E5%9C%A8FileZilla%E4%B8%AD%E4%B8%8A%E4%BC%A0%E6%96%87%E4%BB%B6-toc\" style=\"margin-left:80px\">\u4e00\u3001\u5728FileZilla\u4e2d\u4e0a\u4f20\u9879\u76ee\u6587\u4ef6<\/p>\n<p id=\"%E4%BA%8C%E3%80%81%E6%89%93%E5%BC%80JupyterLab%E8%AE%AD%E7%BB%83-toc\" style=\"margin-left:80px\">\u4e8c\u3001\u6253\u5f00JupyterLab\u8bad\u7ec3<\/p>\n<p id=\"1%E3%80%81%E7%8E%AF%E5%A2%83-toc\" style=\"margin-left:120px\">1\u3001\u73af\u5883<\/p>\n<p id=\"2%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86yaml%E6%96%87%E4%BB%B6%E7%BC%96%E5%86%99-toc\" style=\"margin-left:120px\">2\u3001\u6570\u636e\u96c6yaml\u6587\u4ef6\u7f16\u5199<\/p>\n<p id=\"3%E3%80%81%E8%AE%AD%E7%BB%83%E8%84%9A%E6%9C%AC%E7%BC%96%E5%86%99-toc\" style=\"margin-left:120px\">3\u3001\u8bad\u7ec3\u811a\u672c\u7f16\u5199<\/p>\n<p id=\"4%E3%80%81%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B-toc\" style=\"margin-left:120px\">4\u3001\u8bad\u7ec3\u6a21\u578b<\/p>\n<hr id=\"hr-toc\" \/>\n<h4 id=\"%E4%B8%80%E3%80%81%E5%9C%A8FileZilla%E4%B8%AD%E4%B8%8A%E4%BC%A0%E6%96%87%E4%BB%B6\">\u4e00\u3001\u5728FileZilla\u4e2d\u4e0a\u4f20\u9879\u76ee\u6587\u4ef6<\/h4>\n<p>\u5b89\u88c5\u540e\u542f\u52a8\u754c\u9762\u4e3a&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"960\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155046-68406b56e3718.png\" width=\"1205\" \/><\/p>\n<p>\u590d\u5236\u81ea\u5df1\u5b9e\u4f8b\u7684SSH\u6307\u4ee4&#xff0c;\u6bd4\u5982&#xff1a;ssh -p 50762 root&#064;region-2.autodl.com<\/p>\n<p>\u5728ssh -p 50762 root&#064;region-2.autodl.com\u547d\u4ee4\u4e2d&#xff0c; \u5404\u4e2a\u53c2\u6570\u7684\u542b\u4e49\u4e3a&#xff1a;<\/p>\n<p>\u7528\u6237\u540d&#xff1a;root<\/p>\n<p>HOST&#xff1a; region-2.autodl.com<\/p>\n<p>\u7aef\u53e3\u53f7&#xff1a;50762<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"433\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155047-68406b57611f0.png\" width=\"1818\" \/><\/p>\n<p>\u4ece[File] &#8211; [Site\u00a0Manager]\u6253\u5f00\u4e0b\u9762\u7684\u5f39\u7a97&#xff0c;\u586b\u5199SSH\u4e2d\u7684\u7528\u6237\u540d\u3001HOST\u3001\u7aef\u53e3\u53f7\u548c\u5bc6\u7801<\/p>\n<p>\u6ce8\u610f&#xff1a;\u8981\u9009\u62e9SFTP\u534f\u8bae\u3002\u70b9\u51fbConnect&#xff08;\u8fde\u63a5&#xff09;&#xff0c;\u70b9ok\u53ef\u80fd\u4f1a\u51fa\u73b0\u6ca1\u6709\u670d\u52a1\u5668\u60c5\u51b5&#xff0c;\u4e00\u5b9a\u8981\u70b9\u8fde\u63a5<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"858\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155047-68406b57ba0fb.png\" width=\"1214\" \/><\/p>\n<p>\u4e00\u822c\u4e60\u60ef\u628a\u6587\u4ef6\u4e0a\u4f20\u5230\u5de6\u8fb9\u7684\/root\/autodl-tmp\u4e2d&#xff0c;\u7b49\u5f85\u4e0a\u4f20\u5b8c\u6210&#xff0c;\u5f53\u5217\u961f\u4e2d\u7684\u6587\u4ef6\u6ca1\u6709\u7684\u65f6\u5019\u8868\u793a\u4e0a\u4f20\u5b8c\u6210\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"895\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155048-68406b583be22.png\" width=\"1179\" \/><\/p>\n<h4 id=\"%E4%BA%8C%E3%80%81%E6%89%93%E5%BC%80JupyterLab%E8%AE%AD%E7%BB%83\">\u4e8c\u3001\u6253\u5f00JupyterLab\u8bad\u7ec3<\/h4>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"433\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155048-68406b58a5994.png\" width=\"1818\" \/><\/p>\n<h5 id=\"1%E3%80%81%E7%8E%AF%E5%A2%83\">1\u3001\u73af\u5883<\/h5>\n<p>\u70b9\u51fb\u7ec8\u7aef<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1175\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155048-68406b58eea40.png\" width=\"2163\" \/><\/p>\n<p>\u6211\u79df\u7528\u7684\u670d\u52a1\u5668\u662fRTX 4090&#xff0c;\u9009\u62e9\u7684\u955c\u50cf\u5982\u4e0b\u56fe&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"264\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155050-68406b5a65a7f.png\" width=\"1071\" \/><\/p>\n<p>\u91cc\u9762\u5df2\u7ecf\u6709\u76f8\u5173\u7684\u73af\u5883\u4e86&#xff0c;\u6bd4\u5982torch\u3001torchvision\u7b49&#xff0c;\u53ef\u4ee5\u5728\u7ec8\u7aef\u901a\u8fc7conda list\u67e5\u770b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1055\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155050-68406b5a8f74b.png\" width=\"908\" \/><\/p>\n<p>\u5982\u679c\u662f\u8bad\u7ec3yolo\u7684\u6a21\u578b&#xff0c;\u4e0d\u9700\u8981\u8fd0\u884c\u7b2c\u4e09\u65b9\u811a\u672c\u5b89\u88c5\u76f8\u5173\u4f9d\u8d56\u4e86&#xff0c;\u6bd4\u5982\u7b2c\u4e09\u65b9requirements.txt&#xff0c;\u53ea\u9700\u8981\u8fd0\u884c\u4e0b\u9762\u4ee3\u7801&#xff1a;<\/p>\n<p>pip install -i https:\/\/pypi.tuna.tsinghua.edu.cn\/simple ultralytics&#061;&#061;8.0.144 dill <\/p>\n<p>\u00a0<img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"29\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155051-68406b5b10da4.png\" width=\"1257\" \/><\/p>\n<p>\u7b49\u5f85\u5b89\u88c5\u7ed3\u675f\u3002<\/p>\n<h5 id=\"2%E3%80%81%E6%95%B0%E6%8D%AE%E9%9B%86yaml%E6%96%87%E4%BB%B6%E7%BC%96%E5%86%99\">2\u3001\u6570\u636e\u96c6yaml\u6587\u4ef6\u7f16\u5199<\/h5>\n<p>\u6211\u4eec\u4e0a\u4f20\u7684\u6587\u4ef6\u5728autodl-tmp\u4e2d<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"446\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155051-68406b5b1d6e5.png\" width=\"617\" \/><\/p>\n<p>\u6211\u7684\u6570\u636e\u96c6&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"458\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155051-68406b5b365d5.png\" width=\"619\" \/><\/p>\n<p>\u7f16\u8f91\u6570\u636e\u96c6\u7684data.yaml\u6587\u4ef6&#xff1a;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"739\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155051-68406b5b4c173.png\" width=\"2029\" \/><\/p>\n<p>\u6ce8\u610f&#xff1a;\u56e0\u4e3adata.yaml\u4e2d\u8bad\u7ec3\u96c6\u548c\u9a8c\u8bc1\u96c6\u56fe\u7247\u8def\u5f84\u4e00\u76f4\u5230\/images&#xff0c;\u800c\u4e0d\u662f\u5230\/train\u6216\u8005\/val&#xff0c;\u5b83\u8bad\u7ec3\u7684\u65f6\u5019\u4f1a\u81ea\u52a8\u68c0\u6d4b\u5230images\u540c\u7ea7\u4e0b\u7684\u542b\u6709\u6807\u6ce8txt\u6587\u4ef6\u7684labels\u6587\u4ef6\u5939&#xff0c;\u6240\u4ee5\u8fd9\u91cc\u7684\u6587\u4ef6\u540d\u79f0\u4e00\u5b9a\u8981\u662flabels&#xff01;&#xff01;&#xff01;\u4e0d\u7136\u68c0\u6d4b\u4e0d\u5230\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"739\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155051-68406b5bd2afb.png\" width=\"2029\" \/><\/p>\n<h5 id=\"3%E3%80%81%E8%AE%AD%E7%BB%83%E8%84%9A%E6%9C%AC%E7%BC%96%E5%86%99\">3\u3001\u8bad\u7ec3\u811a\u672c\u7f16\u5199<\/h5>\n<p>\u7f16\u8f91\u8bad\u7ec3\u811a\u672c&#xff0c;\u4ee3\u7801&#xff1a;<\/p>\n<p># -*- coding:utf-8 -*-<br \/>\nfrom ultralytics import YOLO<br \/>\nimport os<\/p>\n<p>os.environ[&#034;KMP_DUPLICATE_LIB_OK&#034;] &#061; &#034;TRUE&#034;<\/p>\n<p>def main():<br \/>\n    mode &#061; &#034;train&#034;<br \/>\n    # \u53ef\u4ee5\u7528yolov8.yaml\u6587\u4ef6&#xff0c;\u4e5f\u53ef\u4ee5\u7528\u5b98\u65b9\u8bad\u7ec3\u597d\u7684\u6743\u91cd\u6587\u4ef6.pt\u7ed3\u5c3e<br \/>\n    model_path &#061; &#039;weights\/yolov8l.pt&#039;<br \/>\n    data_path &#061; &#034;data.yaml&#034;             #\u76f8\u5bf9\u8def\u5f84<br \/>\n    epoch &#061; 150<br \/>\n    batch &#061; 16    #\u672c\u5730\u8bad\u7ec3\u6539\u4e3a 1 \u6216 4<br \/>\n    workers &#061; 8   #\u672c\u5730\u6539\u4e3a0<br \/>\n    device &#061; &#034;&#034;<br \/>\n    model &#061; YOLO(model_path)<br \/>\n    if mode &#061;&#061; &#034;train&#034;:<br \/>\n        model.train(data&#061;data_path, epochs&#061;epoch, batch&#061;batch, workers&#061;workers, device&#061;device)  # \u8bad\u7ec3\u6a21\u578b<br \/>\n    else:<br \/>\n        model.val(data&#061;data_path, batch&#061;batch, workers&#061;workers, device&#061;device)<\/p>\n<p>if __name__ &#061;&#061; &#039;__main__&#039;:<br \/>\n    main()<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1107\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155052-68406b5c5adc2.png\" width=\"1877\" \/><\/p>\n<h5 id=\"4%E3%80%81%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B\">4\u3001\u8bad\u7ec3\u6a21\u578b<\/h5>\n<p>\u6253\u5f00\u7ec8\u7aef&#xff0c;cd\u5230\u9879\u76ee\u7684\u6587\u4ef6\u4e0b<\/p>\n<p>cd autodl-tmp\/<br \/>\ncd DroneViewDetection_v8\/  #\u5230\u9879\u76ee\u6587\u4ef6\u4e0b <\/p>\n<p>\u8fd0\u884c\u8bad\u7ec3\u811a\u672c&#xff0c;\u5f00\u59cb\u8bad\u7ec3<\/p>\n<p>python train_v8.py #\u8bad\u7ec3\u811a\u672c\u6587\u4ef6\u540d <\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"31\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155053-68406b5d32274.png\" width=\"1315\" \/><\/p>\n<p>\u7b49\u5f85\u8bad\u7ec3\u7ed3\u675f\u5c31\u597d\u4e86&#xff0c;\u8bad\u7ec3\u597d\u7684\u4e00\u4e9b\u8fc7\u7a0b\u6570\u636e\u548c\u6700\u7ec8\u6a21\u578b\u3001\u6700\u597d\u6a21\u578b\u4f1a\u4fdd\u5b58\u5230runs\/detect\u4e0b<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"241\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/06\/20250604155053-68406b5d4072d.png\" width=\"492\" \/><\/p>\n<p>\u540c\u65f6FileZilla\u4e2d\u4e5f\u4f1a\u540c\u6b65\u66f4\u65b0&#xff0c;\u6700\u540e\u5982\u679c\u9700\u8981\u5728pycharm\u4e2d\u5c55\u793a\u7ed3\u679c\u6216\u8005\u6dfb\u52a0\u56fe\u5f62\u5316\u754c\u9762&#xff0c;\u628a\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u4e0b\u8f7d\u5230\u672c\u5730\u4f7f\u7528\u5c31\u884c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb515\u6b21\uff0c\u70b9\u8d5e6\u6b21\uff0c\u6536\u85cf6\u6b21\u3002AutoDL\u4e0a\u79df\u670d\u52a1\u5668\u540e\u8bad\u7ec3\u6a21\u578b\uff0c\u8be5\u6587\u7ae0\u4e0d\u4f7f\u7528pycharm\u548cvscode\uff0c\u5728Jupyter\u4e0a\u76f4\u63a5\u8bad\u7ec3\uff0c\u8bad\u7ec3\u597d\u540e\u7684\u6a21\u578b\u53ef\u4ee5\u4e0b\u8f7d\u5230\u672c\u5730\u4e2d\u518d\u6253\u5f00pycharm\u4f7f\u7528\uff0c\u66f4\u52a0\u65b9\u4fbf\uff01\uff01\uff01\u9700\u8981\u4e0b\u8f7d\u7684\u8f6f\u4ef6\u53ea\u6709FileZilla\u3002_autodl\u4e0a\u4f20\u6587\u4ef6<\/p>\n","protected":false},"author":2,"featured_media":41792,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[156,1665],"topic":[],"class_list":["post-41808","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-yolo","tag-1665"],"yoast_head":"<!-- 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