{"id":23008,"date":"2025-04-19T06:48:21","date_gmt":"2025-04-18T22:48:21","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/23008.html"},"modified":"2025-04-19T06:48:21","modified_gmt":"2025-04-18T22:48:21","slug":"%e3%80%90%e9%a1%b9%e7%9b%ae%e5%ae%9e%e8%ae%ad3%e3%80%91%e6%89%8b%e6%8a%8a%e6%89%8b%e6%95%99%e4%bd%a0%e4%bd%bf%e7%94%a8-yolov5-%e6%a8%a1%e5%9e%8b%e6%a3%80%e6%b5%8b%ef%bc%9a%e6%9c%8d%e5%8a%a1%e5%99%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/23008.html","title":{"rendered":"\u3010\u9879\u76ee\u5b9e\u8bad3\u3011\u624b\u628a\u624b\u6559\u4f60\u4f7f\u7528 YOLOv5 \u6a21\u578b\u68c0\u6d4b\uff1a\u670d\u52a1\u5668\u79df\u7528\u3001\u73af\u5883\u914d\u7f6e\u3001\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u3001\u6a21\u578b\u7684\u8bad\u7ec3\u4e0e\u6d4b\u8bd5\uff08\u5168\u7f51\u6700\u5168\u7684\u64cd\u4f5c\u6307\u5bfc\uff09"},"content":{"rendered":"<h2 id=\"%E5%89%8D%E8%A8%80\">\u524d\u8a00<\/h2>\n<p>\u6587\u7ae0\u6027\u8d28&#xff1a;\u5b9e\u64cd\u7b14\u8bb0 &#x1f4d6;<\/p>\n<p>\u4ee3\u7801\u6765\u6e90&#xff1a;GitHub &#8211; ultralytics\/yolov5: YOLOv5 &#x1f680; in PyTorch &gt; ONNX &gt; CoreML &gt; TFLite<\/p>\n<p>\u4e3b\u8981\u5185\u5bb9&#xff1a;\u672c\u6587\u8be6\u7ec6\u8bb0\u5f55\u4e86\u5982\u4f55\u501f\u52a9 Tabby \u56fe\u5f62\u754c\u9762\u5de5\u5177\u5728 AutoDL \u8fdc\u7a0b\u670d\u52a1\u5668\u4e0a\u914d\u7f6e YOLOv5 \u6240\u9700\u7684\u9879\u76ee\u73af\u5883&#xff0c;\u5e76\u4e14\u6210\u529f\u8fd0\u884c YOLOv5 \u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u548c\u6d4b\u8bd5&#xff0c;\u8fdb\u800c\u5b9e\u73b0\u5bf9\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u7684\u76ee\u6807\u68c0\u6d4b\u5904\u7406\u3002<\/p>\n<p>\u51b7\u77e5\u8bc6&#043;1&#xff1a;\u5c0f\u4f19\u4f34\u4eec\u4e0d\u7ecf\u610f\u7684\u00a0\u70b9\u8d5e\u00a0&#x1f44d;&#x1f3fb; \u4e0e\u00a0\u6536\u85cf\u00a0\u2728 \u53ef\u4ee5\u8ba9\u4f5c\u8005\u66f4\u6709\u521b\u4f5c\u52a8\u529b&#xff01;\u00a0<\/p>\n<\/p>\n<h2>Prepare<\/h2>\n<p>\u5728\u8fd0\u884c YOLOv5 \u4ee3\u7801\u524d&#xff0c;\u6211\u4eec\u8981\u5148\u5728 AutoDL \u5e73\u53f0\u79df\u7528\u5408\u9002\u7684\u8fdc\u7a0b\u670d\u52a1\u5668&#xff0c;\u5e76\u501f\u52a9 Tabby \u56fe\u5f62\u5316\u754c\u9762\u4e0a\u4f20\u4ee3\u7801\u548c\u914d\u7f6e\u73af\u5883\u3002<\/p>\n<ul>\n<li>AutoDL \u5b98\u7f51&#xff1a;AutoDL \u7b97\u529b\u4e91 | \u5f39\u6027\u3001\u597d\u7528\u3001\u7701\u94b1\u3002<\/li>\n<li>Tabby \u5de5\u5177&#xff1a;Tabby &#8211; a terminal for a more modern age<\/li>\n<\/ul>\n<p>\u501f\u52a9 Tabby \u56fe\u5f62\u754c\u9762\u5728 Autodl \u8fdc\u7a0b\u670d\u52a1\u5668\u4e0a&#xff0c;\u6839\u636e Github \u5b98\u7f51\u4e2d\u63d0\u4f9b\u7684 YOLOv5\u00a0\u6d41\u7a0b\u8fdb\u884c\u914d\u7f6e&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224807-6802d6a73635e.png\" \/><\/p>\n<p>\u4ee3\u7801\u94fe\u63a5&#xff1a;GitHub &#8211; ultralytics\/yolov5: YOLOv5 &#x1f680; in PyTorch &gt; ONNX &gt; CoreML &gt; TFLite<\/p>\n<\/p>\n<h3>1\u3001AutoDL \u79df\u7528\u8fdc\u7a0b\u670d\u52a1\u5668<\/h3>\n<p>\u5728 AutoDL \u5b98\u7f51\u7684\u3010\u7b97\u529b\u5e02\u573a\u3011\u6309\u7167\u81ea\u8eab\u9700\u6c42\u79df\u7528\u5408\u9002\u7684 GPU &#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224807-6802d6a7c730d.png\" \/><\/p>\n<p>\u3010\u8bf4\u660e\u3011\u7531\u4e8e Github \u9879\u76ee\u4e2d\u63d0\u5230 ultralytics \u7684\u5b89\u88c5\u73af\u5883\u9700\u8981<span style=\"color:#be191c\"><span style=\"background-color:#fef2f0\">\u00a0Python &gt;&#061; 3.8\u00a0<\/span><\/span>\u4e14<span style=\"color:#be191c\"><span style=\"background-color:#fef2f0\">\u00a0PyTorch &gt;&#061; 1.8\u00a0<\/span><\/span>&#xff0c;\u6545\u6309\u56fe\u8bbe\u7f6e\u955c\u50cf\u3002<\/p>\n<\/p>\n<h3>2\u3001Tabby \u8bbe\u7f6e SSH \u63a5\u53e3<\/h3>\n<h4>&#xff08;1&#xff09;\u83b7\u53d6 SSH \u767b\u5f55<\/h4>\n<p>\u5728 Tabby \u8bbe\u7f6e SSH \u63a5\u53e3\u524d&#xff0c;\u9700\u8981\u786e\u4fdd\u79df\u7528\u7684 GPU \u5904\u4e8e\u8fd0\u884c\u72b6\u6001&#xff0c;\u8fd8\u8981\u83b7\u53d6 SSH \u767b\u5f55\u6240\u9700\u7684\u6307\u4ee4\u4e0e\u5bc6\u7801\u3002<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224808-6802d6a862a6d.png\" \/><\/p>\n<\/p>\n<h4>&#xff08;2&#xff09;\u914d\u7f6e SSH \u767b\u5f55<\/h4>\n<p>\u6253\u5f00 Tabby \u5de5\u5177\u7684\u8bbe\u7f6e\u680f&#xff0c;\u5728 Profiles &amp; connections \u4e2d\u53ef\u4ee5\u65b0\u5efa SSH Connection\u00a0&#xff1a;\u00a0<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224809-6802d6a900801.png\" \/><\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224809-6802d6a99eb82.png\" \/><\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224810-6802d6aa49284.png\" \/><\/p>\n<\/p>\n<h4>&#xff08;3&#xff09;\u8fd0\u884c SSH \u767b\u5f55<\/h4>\n<p>\u914d\u7f6e SSH \u63a5\u53e3\u7684 Host \u3001Port \u3001Username \u3001Password \u548c\u63a5\u53e3\u540d\u79f0\u540e&#xff0c;\u6211\u4eec\u5c31\u53ef\u4ee5\u70b9\u51fb\u8fd0\u884c\u00a0<span style=\"background-color:#cccccc\"> \u25b6\u00a0<\/span>\u00a0\u6309\u94ae\u5566&#xff01;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224810-6802d6aae9d75.png\" \/><\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224811-6802d6ab966d1.png\" \/><\/p>\n<\/p>\n<h3>3\u3001Tabby \u4e0a\u4f20\u9879\u76ee\u4ee3\u7801<\/h3>\n<p>\u8fd9\u91cc\u6211\u4eec\u4ecb\u7ecd\u4e86\u4e24\u79cd\u5c06\u9879\u76ee\u4ee3\u7801\u4e0a\u4f20\u5230\u8fdc\u7a0b\u670d\u52a1\u5668\u7684\u65b9\u5f0f&#xff0c;\u6211\u66f4\u63a8\u8350\u7b2c\u4e00\u79cd\u65b9\u5f0f&#xff0c;\u56e0\u4e3a\u7b2c\u4e8c\u79cd\u65b9\u5f0f\u8d39\u65f6\u66f4\u957f&#xff08;\u53ef\u80fd\u6211\u7684\u95ee\u9898&#xff09;\u3002<\/p>\n<h4>&#xff08;1&#xff09;\u624b\u52a8\u4e0a\u4f20\u9879\u76ee\u4ee3\u7801<\/h4>\n<p>\u5c06 Github \u63d0\u4f9b\u7684 YOLOv5 \u76f8\u5173\u4ee3\u7801\u4e0a\u4f20\u81f3 Tabby \u7684 \/root\/autodl-tmp \u76ee\u5f55&#xff0c;\u5e76\u501f\u52a9<span style=\"color:#be191c\"><span style=\"background-color:#fef2f0\"> unzip <\/span><\/span>\u547d\u4ee4\u8fdb\u884c\u89e3\u538b\u3002<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224812-6802d6ac41ca4.png\" \/><\/p>\n<\/p>\n<h4>&#xff08;2&#xff09;Git \u514b\u9686\u9879\u76ee\u4ee3\u7801<\/h4>\n<p>\u6267\u884c\u547d\u4ee4&#xff1a;git clone https:\/\/github.com\/ultralytics\/yolov5<\/p>\n<p>git clone https:\/\/github.com\/ultralytics\/yolov5  # clone <\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224812-6802d6aceea68.png\" \/><\/p>\n<p>\u9047\u5230\u95ee\u9898&#xff1a;fatal: unable to access &#039;https:\/\/github.com\/ultralytics\/yolov5\/&#039;: GnuTLS recv error (-54): Error in the pull function. \u00a0<\/p>\n<p>\u5373\u4f7f\u6211\u6839\u636e\u7f51\u4e0a\u7684\u5efa\u8bae\u5c06\u547d\u4ee4\u6539\u4e3a<span style=\"color:#be191c\"><span style=\"background-color:#fef2f0\">\u00a0git clone git:\/\/github.com\/ultralytics\/yolov5 <\/span><\/span>&#xff0c;\u4e5f\u672a\u80fd\u89e3\u51b3\u8be5\u95ee\u9898~\u00a0\u6b22\u8fce\u5927\u5bb6\u4e3a\u6211\u89e3\u60d1&#xff01;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224813-6802d6ad9d48f.png\" \/><\/p>\n<p>\u4e0d\u8fc7&#xff01;\u518d\u6b21\u5c1d\u8bd5\u6267\u884c<span style=\"color:#be191c\"><span style=\"background-color:#fef2f0\">\u00a0git clone https:\/\/github.com\/ultralytics\/yolov5 <\/span><\/span>\u547d\u4ee4\u65f6&#xff0c;\u5c45\u7136\u6210\u529f\u5566&#xff01;\u6211\u521d\u6b65\u8ba4\u4e3a\u662f\u7f51\u7edc\u95ee\u9898\u3002<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224814-6802d6ae4b1d5.png\" \/><\/p>\n<\/p>\n<h3>4\u3001Tabby \u914d\u7f6e\u9879\u76ee\u73af\u5883<\/h3>\n<p>\u8fdb\u5165\u8fdc\u7a0b\u670d\u52a1\u5668\u7ec8\u7aef\u547d\u4ee4\u7a97\u53e3\u540e&#xff0c;\u6211\u4eec\u9700\u8981\u5148\u66f4\u65b0 bashrc \u4e2d\u7684\u73af\u5883\u53d8\u91cf\u3002<\/p>\n<p>\u6267\u884c\u547d\u4ee4&#xff1a;conda init bash &amp;&amp; source \/root\/.bashrc<\/p>\n<p>conda init bash &amp;&amp; source \/root\/.bashrc <\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224814-6802d6aeed74e.png\" \/><\/p>\n<p>\u3010\u8bf4\u660e\u3011\u7531\u56fe\u53ef\u77e5&#xff0c;\u6211\u4eec\u5df2\u7ecf\u9ed8\u8ba4\u8fdb\u5165\u4e86 base \u73af\u5883&#xff0c;\u6211\u4eec\u53ef\u4ee5\u5728 base \u73af\u5883\u4e2d\u5b89\u88c5\u4f9d\u8d56&#xff0c;\u4e5f\u53ef\u4ee5\u65b0\u5efa\u865a\u62df\u73af\u5883\u6765\u5b89\u88c5\u4f9d\u8d56\u3002<\/p>\n<\/p>\n<h4>&#xff08;1&#xff09;\u65b0\u5efa conda \u73af\u5883<\/h4>\n<p>\u6267\u884c\u547d\u4ee4&#xff1a;conda create -n dehaze python&#061;3.8<\/p>\n<p>conda create -n dehaze python&#061;3.8 <\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224815-6802d6af9a223.png\" \/><\/p>\n<\/p>\n<h4>&#xff08;2&#xff09;\u6fc0\u6d3b conda \u73af\u5883<\/h4>\n<p>\u6267\u884c\u547d\u4ee4&#xff1a;conda activate dehaze<\/p>\n<p>conda activate dehaze <\/p>\n<h4>&#xff08;3&#xff09;\u914d\u7f6e conda \u73af\u5883 \u2460<\/h4>\n<p>\u6267\u884c\u547d\u4ee4&#xff1a;conda install pytorch&#061;1.10.2 torchvision torchaudio cudatoolkit&#061;11.3 -c pytorch<\/p>\n<p>conda install pytorch&#061;1.10.2 torchvision torchaudio cudatoolkit&#061;11.3 -c pytorch <\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224816-6802d6b047536.png\" \/><\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224816-6802d6b0e97c4.png\" \/><\/p>\n<\/p>\n<h4>&#xff08;4&#xff09;\u914d\u7f6e conda \u73af\u5883 \u2461<\/h4>\n<p>\u6267\u884c\u547d\u4ee4&#xff1a;pip install -r requirements.txt<\/p>\n<p>pip install -r requirements.txt <\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224817-6802d6b1bb1f8.png\" \/><\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224818-6802d6b27af7d.png\" \/><\/p>\n<p>\u3010\u8bf4\u660e\u3011\u5728\u6839\u636e requirements.txt \u5b89\u88c5\u4f9d\u8d56\u524d&#xff0c;\u8981\u786e\u4fdd\u5f53\u524d\u8def\u5f84\u4e3a yolov5 \u7684\u6839\u76ee\u5f55&#xff0c;\u4f8b\u5982\u8fd9\u91cc\u662f<span style=\"color:#be191c\"><span style=\"background-color:#fef2f0\"> ~\/autodl-tmp\/yolov5 <\/span><\/span>\u3002<\/p>\n<\/p>\n<h2>Documentation<\/h2>\n<p>\u5728 Github \u63d0\u4f9b\u7684\u9879\u76ee\u4e2d&#xff0c;ultralytics \u5b98\u65b9\u63d0\u4f9b\u4e86\u00a0YOLOv5 Docs\u00a0\u6587\u6863\u6765\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u4f7f\u7528\u8be5\u6a21\u578b\u3002<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224819-6802d6b334ddf.png\" \/><\/p>\n<\/p>\n<h2>Download\u00a0<\/h2>\n<p>\u6211\u4eec\u53ef\u4ee5\u5728 Github \u63d0\u4f9b\u7684\u9879\u76ee\u4e2d\u4e0b\u8f7d\u9884\u8bad\u7ec3\u7684\u6743\u91cd\u6587\u4ef6&#xff0c;\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418224820-6802d6b400242.png\" \/><\/p>\n<\/p>\n<h2 id=\"yolov5-quickstart\">Quickstart<\/h2>\n<h3>1\u3001\u51c6\u5907\u5de5\u4f5c<\/h3>\n<p>\u2460 \u9488\u5bf9<span style=\"color:#be191c\"><span style=\"background-color:#fef2f0\"> python detect.py <\/span><\/span>\u547d\u4ee4&#xff0c;\u6211\u4eec\u6765\u5177\u4f53\u770b\u770b detect.py \u8fd9\u4e2a\u6587\u4ef6&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"2025-04-19mociwxq1wjz.png\" \/><\/p>\n<p>\u2461 \u6211\u4eec\u53ef\u4ee5\u5728\u00a0detect.py \u6587\u4ef6\u4e2d\u770b\u5230\u9ed8\u8ba4\u8bbe\u7f6e&#xff0c;\u9ed8\u8ba4\u4f7f\u7528\u9879\u76ee\u6839\u76ee\u5f55\u4e0b\u7684 yolov5s.pt \u6743\u91cd\u6587\u4ef6&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"2025-04-19on4eshgi14f.png\" \/><\/p>\n<p>\u2462 \u7531\u4e8e\u4e0b\u8f7d\u7684\u9879\u76ee\u4ee3\u7801\u4e2d\u5e76\u4e0d\u5305\u542b\u6743\u91cd\u6587\u4ef6&#xff0c;\u56e0\u6b64\u9700\u8981\u6211\u4eec\u81ea\u884c\u4e0a\u4f20\u00a0yolov5s.pt \u6743\u91cd\u6587\u4ef6&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"2025-04-193n0erbpwayw.png\" \/><\/p>\n<\/p>\n<h3>2\u3001\u5feb\u901f\u5f00\u59cb<\/h3>\n<p>\u00a0\u6267\u884c\u547d\u4ee4&#xff1a;python detect.py<\/p>\n<p>python detect.py <\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"2025-04-19aa2mte4q3i5.png\" \/><\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"2025-04-19n2akvtnhjq3.png\" \/><\/p>\n<\/p>\n<h2>\u81ea\u5b9a\u4e49\u6570\u636e\u96c6 &#x1f388;\u00a0<\/h2>\n<p>\u5728\u51c6\u5907\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u65f6&#xff0c;\u9700\u8981\u5728\u9879\u76ee\u7684\u540c\u7ea7\u76ee\u5f55\u4e0b\u521b\u5efa\u00a0202406-data\u00a0\u6587\u4ef6\u5939&#xff0c;\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u5212\u5206\u540e\u7684\u6587\u4ef6\u5939\u6574\u4f53\u76ee\u5f55\u7ed3\u6784\u5982\u4e0b&#xff1a;<\/p>\n<p>202406-data<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0&#8211;\u00a0train<\/p>\n<p>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 &#8211; images&#xff08;\u8bad\u7ec3\u6570\u636e\u96c6\u9700\u8981\u7684\u56fe\u7247&#xff09;<\/p>\n<p>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 &#8211; labels&#xff08;\u8bad\u7ec3\u6570\u636e\u96c6\u9700\u8981\u7684\u6807\u6ce8\u6587\u4ef6&#xff09;<\/p>\n<p>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 &#8211; labels.cache&#xff08;\u7528\u4e8e\u4fdd\u5b58\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u7684\u7c7b\u522b\u6807\u7b7e&#xff09;<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0&#8211; val<\/p>\n<p>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 &#8211; images&#xff08;\u9a8c\u8bc1\u6570\u636e\u96c6\u9700\u8981\u7684\u56fe\u7247&#xff09;<\/p>\n<p>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 &#8211; labels&#xff08;\u9a8c\u8bc1\u6570\u636e\u96c6\u9700\u8981\u7684\u6807\u6ce8\u6587\u4ef6&#xff09;<\/p>\n<p>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 &#8211; labels.cache&#xff08;\u7528\u4e8e\u4fdd\u5b58\u9a8c\u8bc1\u6570\u636e\u96c6\u4e2d\u7684\u7c7b\u522b\u6807\u7b7e&#xff09;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"2025-04-19lahmixocuys.png\" \/><\/p>\n<\/p>\n<h2>Training \u2728<\/h2>\n<p>\u6267\u884c\u547d\u4ee4&#xff1a;python train.py &#8211;data data\/202406.yaml &#8211;epochs 30 &#8211;cfg models\/yolov5n.yaml &#8211;batch-size 16<\/p>\n<p>python train.py &#8211;data data\/202406.yaml &#8211;epochs 30 &#8211;cfg models\/yolov5n.yaml &#8211;batch-size 16 <\/p>\n<p>AttributeError: module &#039;distutils&#039; has no attribute &#039;version&#039;\u00a0<\/p>\n<p><span class=\"link-card-box\"><span class=\"link-title\">\u3010\u571f\u5806\u3011\u624b\u628a\u624b\u5e26\u4f60\u89e3\u51b3 YOLOv5 \u8fd0\u884c train.py \u6587\u4ef6\u65f6\u9047\u5230\u7684\u95ee\u9898 AttributeError: module \u2018distutils\u2018 &amp; RuntimeError &amp; &#8230;_yolov5\u4e2dtrain.py\u7684\u6587\u4ef6\u89e3\u7801\u9519\u8bef\u600e\u4e48\u6539-CSDN\u535a\u5ba2<\/span><span class=\"link-desc\">\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.9k\u6b21&#xff0c;\u70b9\u8d5e21\u6b21&#xff0c;\u6536\u85cf34\u6b21\u3002\u8fd9\u7bc7\u6587\u7ae0\u8bb0\u5f55\u4e86\u4f5c\u8005\u5728\u8fd0\u884c YOLOv5 \u7684 train.py \u6587\u4ef6\u65f6\u9047\u5230\u7684\u4e00\u7cfb\u5217\u95ee\u9898\u4ee5\u53ca\u76f8\u5e94\u7684\u89e3\u51b3\u65b9\u5f0f&#xff0c;\u5305\u62ec torch \u7684\u7248\u672c\u95ee\u9898&#xff0c; AttributeError: module &#039;distutils&#039; has no attribute &#039;version \u548c unzip \u5931\u8d25\u7684\u95ee\u9898\u3002\u4f5c\u8005\u5c0f\u767d&#xff0c;\u8bf7\u591a\u5305\u6db5&#xff01;_yolov5\u4e2dtrain.py\u7684\u6587\u4ef6\u89e3\u7801\u9519\u8bef\u600e\u4e48\u6539<\/span><span class=\"link-link\"><img decoding=\"async\" class=\"link-link-icon\" src=\"2025-04-19j1fq0nabf3o.png\" \/>https:\/\/blog.csdn.net\/nanzhou520\/article\/details\/134675092?spm&#061;1001.2014.3001.5502<\/span><\/span><\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"2025-04-19sfepvocl2bn.png\" \/><\/p>\n<p>\u3010\u5f69\u86cb\u3011202406.yaml \u6570\u636e\u96c6\u914d\u7f6e\u6587\u4ef6&#xff1a;<\/p>\n<p>train: \/root\/autodl-tmp\/202406-data\/train<br \/>\nval: \/root\/autodl-tmp\/202406-data\/val<\/p>\n<p># number of classes<br \/>\nnc: 8<\/p>\n<p># class names<br \/>\nnames: [&#039;person&#039;, &#039;rider&#039;, &#039;car&#039;, &#039;truck&#039;, &#039;bus&#039;, &#039;train&#039;, &#039;motorcycle&#039;, &#039;bicycle&#039;] <\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"2025-04-19034imuu3000.png\" \/><\/p>\n<\/p>\n<h2 style=\"background-color:transparent\">Testing \u2728<\/h2>\n<p>\u6267\u884c\u547d\u4ee4&#xff1a;python detect.py &#8211;weights runs\/train\/exp\/weights\/best.pt\u00a0 &#8211;source ..\/202406-data\/val<\/p>\n<p>python detect.py &#8211;weights runs\/train\/exp\/weights\/best.pt\u00a0 &#8211;source ..\/202406-data\/val<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb985\u6b21\uff0c\u70b9\u8d5e30\u6b21\uff0c\u6536\u85cf17\u6b21\u3002\u672c\u6587\u8be6\u7ec6\u8bb0\u5f55\u4e86\u5982\u4f55\u501f\u52a9 Tabby \u56fe\u5f62\u754c\u9762\u5de5\u5177\u5728 AutoDL \u8fdc\u7a0b\u670d\u52a1\u5668\u4e0a\u914d\u7f6e YOLOv5 \u6240\u9700\u7684\u9879\u76ee\u73af\u5883\uff0c\u5e76\u4e14\u6210\u529f\u8fd0\u884c YOLOv5 \u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u548c\u6d4b\u8bd5\uff0c\u8fdb\u800c\u5b9e\u73b0\u5bf9\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u7684\u76ee\u6807\u68c0\u6d4b\u5904\u7406\u3002_\u79df\u670d\u52a1\u5668\u8bad\u7ec3yolov5\u6a21\u578b<\/p>\n","protected":false},"author":2,"featured_media":22988,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,152,156,50,1765,86],"topic":[],"class_list":["post-23008","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-python","tag-pytorch","tag-yolo","tag-50","tag-1765","tag-86"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ 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