{"id":16963,"date":"2022-08-19T10:00:00","date_gmt":"2022-08-19T02:00:00","guid":{"rendered":"https:\/\/www.circuspi.com\/?p=16963"},"modified":"2022-12-13T10:54:00","modified_gmt":"2022-12-13T02:54:00","slug":"recomputer-yolov5-installation-testing","status":"publish","type":"post","link":"https:\/\/www.circuspi.com\/index.php\/2022\/08\/19\/recomputer-yolov5-installation-testing\/","title":{"rendered":"reComputer Jetson \u904b\u884c YOLOv5 \u6559\u5b78\u5168\u653b\u7565 1 &#8211; \u5b89\u88dd\u8207\u6e2c\u8a66"},"content":{"rendered":"\n<p><style>\n\/* ###\u5be6\u9a57\u4e0b\u4e00\u5217### *\/\n\na:link {color:#0695e4\n;}    \/* \u8a2d\u5b9a\u5c1a\u672a\u9ede\u95b1\u904e\u7684\u9023\u7d50\u6a23\u5f0f *\/\na:visited {color:#0695e4\n;} \/* \u8a2d\u5b9a\u904e\u53bb\u66fe\u7d93\u95b1\u904e\u7684\u9023\u7d50 *\/\na:hover {color:#0695e4\n;}   \/* \u8a2d\u5b9a\u6ed1\u9f20\u6e38\u6a19\u6307\u5728\u9023\u7d50\u4f4d\u7f6e\u4e0a\u7684\u6a23\u5f0f *\/\na:active {color:#0000BB;}  \/* \u8a2d\u5b9a\u4e0a\u9ede\u64ca\u904e\u7684\u9023\u7d50\u6a23\u5f0f *\/\n<\/style><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"526\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/1000x526-3.jpg\" alt=\"\" class=\"wp-image-17261\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u524d\u8a00<\/h2>\n\n\n\n<p>\u5982\u4f55\u5c07 AI \u6a21\u578b\u90e8\u5c6c\u5230\u9069\u5408\u7684\u88dd\u7f6e\u4e0a\u4e26\u767c\u63ee\u6700\u5927\u6548\u80fd\uff0c\u4e00\u76f4\u90fd\u662f\u8fd1\u671f\u6d41\u884c\u7684\u8a71\u984c\u3002\u96a8\u8457\u5c0f\u578b\u55ae\u677f\u96fb\u8166\u4e0d\u65b7\u63a8\u9673\u51fa\u65b0\uff0c\u795e\u7d93\u7db2\u8def\u6846\u67b6\u7684\u652f\u63f4\u5ea6\u8d8a\u4f86\u8d8a\u5ee3\uff0c\u8981\u5c07\u5e38\u898b\u7684\u5206\u985e\u6a21\u578b\u3001\u7269\u4ef6\u5075\u6e2c\u6a21\u578b\u3001\u8a9e\u610f\u5206\u5272\u6a21\u578b&#8230;&#8230;\u7b49\uff0c\u653e\u5230 <a href=\"https:\/\/www.icshop.com.tw\/product_list.php?1074\" target=\"_blank\" rel=\"noreferrer noopener\">Raspberry Pi<\/a>\u3001<a href=\"https:\/\/www.icshop.com.tw\/product_list.php?2163\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA Jetson<\/a> \u7cfb\u5217\u6216\u5176\u4ed6\u642d\u8f09 Intel \u8655\u7406\u5668\u7684\u96fb\u8166\uff0c\u5df2\u4e0d\u518d\u662f\u56f0\u96e3\u4e8b\u3002<\/p>\n\n\n\n<p>\u7576\u7136\uff0c\u4e0d\u540c\u7684\u6838\u5fc3\u3001\u4e0d\u4e00\u6a23\u7684\u6846\u67b6\u3001\u751a\u81f3\u662f\u7cfb\u7d71\u4e0d\u540c\u8207\u7248\u672c\u5dee\u7570\uff0c\u5728\u5b89\u88dd\u74b0\u5883\u6642\u5fc5\u7136\u4e0d\u76e1\u76f8\u540c\uff0c\u9019\u5f80\u5f80\u4e5f\u662f\u8b93\u65b0\u624b\u9000\u537b\u7684\u539f\u56e0\u3002\u539f\u5148\u5728 PC \u4e0a\u8dd1\u5f97\u597d\u597d\u7684\u6a21\u578b\uff0c\u4e00\u65e6\u60f3\u79fb\u690d\u5230\u624b\u4e0a\u7684\u55ae\u677f\u96fb\u8166\uff0c\u5c31\u662f\u60e1\u5922\u7684\u958b\u59cb\uff01\u5e38\u5e38\u505c\u5728\u74b0\u5883\u5efa\u7f6e\u7684\u90e8\u4efd\uff0c\u597d\u4e0d\u5bb9\u6613\u82b1\u4e86\u5927\u628a\u6642\u9593\u8a13\u7df4\u6a21\u578b\uff0c\u537b\u5361\u5728\u9019\u88e1\uff0c\u597d\u8b93\u4eba\u7070\u5fc3\uff01\u0ca5_\u0ca5<\/p>\n\n\n\n<p>\u7b46\u8005\u7279\u5730\u6311\u9078\u4e86\u5927\u5bb6\u8fd1\u5e7e\u5e74\u6700\u559c\u611b\u7684 <a href=\"https:\/\/www.icshop.com.tw\/product_list.php?2163\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA Jetson<\/a> \u7cfb\u5217\uff0c\u4ee5\u6700\u591a\u4eba\u64c1\u6709\u7684 Jetson Nano 4GB \u505a\u793a\u7bc4\uff0c\u6587\u7ae0\u4e2d\u7b46\u8005\u5c07\u4f7f\u7528 <a href=\"https:\/\/www.seeedstudio.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Seeed<\/a> \u63a8\u51fa\u7684<a href=\"https:\/\/www.icshop.com.tw\/product_list.php?header_search=reComputer\" target=\"_blank\" rel=\"noreferrer noopener\">reComputer Jetson<\/a> \u7cfb\u5217\u7684 J1010 (\u6838\u5fc3\u5c31\u662f Jetson Nano 4GB )\uff0c\u8b80\u8005\u4f7f\u7528\u539f\u5ee0 Jetson Nano Developer Kit 4GB \u4e5f\u884c\u3002\u6a21\u578b\u9078\u7528\u7121\u4eba\u4e0d\u77e5\u7121\u4eba\u4e0d\u66c9\u7684 <a href=\"https:\/\/pytorch.org\/hub\/ultralytics_yolov5\/\" target=\"_blank\" rel=\"noreferrer noopener\">YOLOv5<\/a> \u6a21\u578b\u3002\u96d6\u7136\u843d\u7b46\u6642\u6211\u5011\u7684\u53f0\u7063\u4e4b\u5149 YOLOv7 \u5df2\u554f\u4e16\uff0c\u4f46\u7b46\u8005\u5c1a\u672a\u53c3\u900f\u5176\u4e2d\u7684\u5967\u79d8\uff0c\u5c31\u4e0d\u5728\u6b64\u8aa4\u4eba\u5b50\u5f1f\u4e86\u3002<\/p>\n\n\n\n<p>YOLOv5 \u7684\u5b98\u65b9\u6587\u4ef6\u76f8\u7576\u5b8c\u6574\uff0c\u5c0d\u65bc\u5404\u6846\u67b6\u7684\u652f\u63f4\u4e5f\u662f\u6578\u4e00\u6578\u4e8c\uff0c\u4e00\u500b export.py \u6587\u4ef6\u7121\u75db\u8f49\u63db\u5404\u7a2e\u683c\u5f0f\uff0c\u53ef\u8aaa\u662f\u8fd1\u5e7e\u5e74\u7b46\u8005\u4f7f\u7528\u8d77\u4f86\u6700\u7121\u75db\u7684\u6a21\u578b\uff0c\u8aa0\u646f\u63a8\u85a6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u76ee\u6a19<\/h2>\n\n\n\n<p>\u5168\u653b\u7565\u7cfb\u5217\u5206\u6210\u4e09\u500b\u90e8\u4efd\uff0c\u672c\u7bc7\u6587\u7ae0\u5c07\u4ecb\u7d39\u5982\u4f55\u5728 reComputer J1010 \u5b89\u88dd YOLOv5 \u904b\u884c\u7684\u74b0\u5883\u3002\u7b2c\u4e8c\u7bc7\u5247\u662f\u5b78\u7fd2\u4f7f\u7528\u81ea\u5df1\u60f3\u8981\u8fa8\u8b58\u7684\u8cc7\u6599\uff0c\u4e00\u6b65\u6b65\u8a13\u7df4\u4e00\u500b\u81ea\u5df1\u7684 YOLOv5 \u6a21\u578b\u3002\u7b2c\u4e09\u7bc7\u6559\u5927\u5bb6\u767c\u63ee NVIDIA GPU \u7684\u512a\u52e2\uff0c\u4f7f\u7528 TensorRT \u9032\u4e00\u6b65\u52a0\u901f\u6a21\u578b\u63a8\u8ad6\u7684\u901f\u5ea6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5b89\u88dd YOLOv5 \u904b\u884c\u7684\u74b0\u5883<\/h2>\n\n\n\n<p>\u5b89\u88dd\u7cfb\u7d71\u8ddf\u4f7f\u7528\u8005\u8cc7\u8a0a\u8a2d\u7f6e\u7684\u90e8\u4efd\uff0c\u5c31\u4e0d\u591a\u4f5c\u4ecb\u7d39\u4e86\u3002\u7b46\u8005\u7684 Jetson Nano \u74b0\u5883\uff0c\u662f\u4f7f\u7528 <a href=\"https:\/\/www.nvidia.com\/zh-tw\/\" target=\"_blank\" rel=\"noreferrer noopener\">NVIDIA<\/a> \u63d0\u4f9b\u6620\u50cf\u6a94\u5b89\u88dd\u7684 <a href=\"https:\/\/releases.ubuntu.com\/18.04\/\" target=\"_blank\" rel=\"noreferrer noopener\">Ubuntu 18.04<\/a>\uff0cJetPack \u7684\u7248\u672c\u662f 4.6\uff0c\u7d93\u5be6\u6e2c\u904e\u5982\u679c JetPack \u7684\u7248\u672c\u662f 4.6.1 \u4e5f\u662f\u6c92\u554f\u984c\u7684\u5466\u3002<\/p>\n\n\n\n<p>\u82e5\u60a8\u8ddf\u7b46\u8005\u4e00\u6a23\u662f\u4f7f\u7528 reComputer J1010 \u6216\u662f reComputer J1020\uff0c\u51fa\u5ee0\u6642\u5176\u5167\u5efa\u7684 EMMC \u6240\u5b89\u88dd\u7684\u7cfb\u7d71\u5c31\u662f Ubuntu 18.04\uff0cJetPack \u7684\u7248\u672c\u662f 4.6\uff0c\u4f46 EMMC \u7684\u5bb9\u91cf\u53ea\u6709 16GB\uff0c\u6263\u9664\u7cfb\u7d71\u4fdd\u5b88\u8a08\u7b97\u5927\u6982\u4e5f\u53ea\u5269 2GB\uff0c\u5efa\u8b70\u53ef\u4ee5\u900f\u904e 32\u300164GB \u7684 USB\u96a8\u8eab\u789f\u64f4\u5145\uff0c\u4e26\u5c07\u7cfb\u7d71\u79fb\u81f3\u96a8\u8eab\u789f\u958b\u6a5f\u3002\u76f8\u95dc\u4f5c\u6cd5\u53ef\u4ee5\u53c3\u8003\u300c<a href=\"https:\/\/www.circuspi.com\/index.php\/2022\/07\/08\/recomputer-jetson-storage\/\" target=\"_blank\" rel=\"noreferrer noopener\">reComputer Jetson \u7cfb\u5217-\u64f4\u5145\u5132\u5b58\u7a7a\u9593<\/a>\u300d<\/p>\n\n\n\n<p>\u5efa\u8b70\u64f4\u5145\u5f8c\u518d\u4f86\u9032\u884c\u4ee5\u4e0b\u7684\u64cd\u4f5c\uff0c\u82e5\u60a8\u662f\u4f7f\u7528 Jetson Nano Developer Kit\uff0c\u539f\u5148\u4f7f\u7528\u7684 SD \u5361\u5bb9\u91cf\u5920\u5927\u7684\u8a71\u5c31\u6c92\u554f\u984c\u3002\u8acb\u914d\u7f6e\u96fb\u8166\u87a2\u5e55\uff0c\u9375\u76e4\u6ed1\u9f20\u8207\u7db2\u8def\uff0c\u4e26\u6e96\u5099\u4e00\u500b\u7db2\u8def\u651d\u5f71\u6a5f(\u62cd\u651d\u7167\u7247\u8207\u9304\u88fd\u5f71\u50cf\u4f7f\u7528)\uff0c\u4e00\u5207\u6e96\u5099\u5c31\u7dd2\u5f8c\uff0c\u5c31\u8b93\u6211\u5011\u958b\u59cb\u5427\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u8a2d\u7f6e Swap \u7a7a\u9593<\/h3>\n\n\n\n<p>\u5efa\u7acb Swap \u865b\u64ec\u8a18\u61b6\u9ad4\u5132\u5b58\u7a7a\u9593\uff0c\u4e3b\u8981\u662f\u7528\u4f86\u8f14\u52a9\u5be6\u9ad4\u8a18\u61b6\u9ad4\u7684\u4e0d\u8db3\uff0c\u96d6\u7136\u8aaa\u662f\u8f14\u52a9\uff0c\u4f46\u5b83\u4e26\u4e0d\u80fd\u53d6\u4ee3\u5be6\u9ad4\u8a18\u61b6\u9ad4\uff0c\u901f\u5ea6\u4e0a\u4e5f\u8f03\u6162\u3002\u4f46\u7576\u8a18\u61b6\u9ad4\u4e0d\u8db3\u6642\uff0c\u53ef\u4ee5\u591a\u591a\u5c11\u5c11\u5e6b\u4e0a\u9ede\u5fd9\u3002<\/p>\n\n\n\n<p>\u8acb\u6253\u958b\u7d42\u7aef\u6a5f\uff0c\u4f9d\u5e8f\u8f38\u5165\u4e0b\u65b9\u6307\u4ee4\uff0c\u8f38\u5165\u4e00\u884c\u5c31\u6309\u4e00\u4e0b Enter\u3002\u904e\u7a0b\u4e2d\uff0c\u53ef\u80fd\u6703\u9700\u8981\u8f38\u5165\u5bc6\u78bc\uff0c\u8ce6\u4e88\u57f7\u884c\u6b0a\u9650\uff0c\u5bc6\u78bc\u8f38\u5165\u904e\u7a0b\u4e26\u4e0d\u6703\u986f\u793a\uff0c\u8f38\u5165\u5b8c\u7562\u8acb\u6309\u4e0b Enter \u7e7c\u7e8c\u57f7\u884c\u3002<\/p>\n\n\n\n<p>\u5168\u90e8\u8f38\u5165\u5b8c\u7562\u5c07\u53ef\u7372\u5f97\u984d\u5916 4GB \u7684\u865b\u64ec\u5132\u5b58\u7a7a\u9593\uff0c\u5982\u679c\u60f3\u8981\u66f4\u5927\uff0c\u53ef\u4ee5\u66f4\u63db\u7b2c\u4e00\u884c\u7684\u300c4G\u300d\u3002<\/p>\n\n\n\n<pre><span style=\"color: #ff0000;\">sudo<\/span> fallocate -l 4G \/var\/swapfile<br><span style=\"color: #ff0000;\">sudo chmod<\/span> <span style=\"color: #ff00ff;\">600<\/span> \/var\/swapfile<br><span style=\"color: #ff0000;\">sudo mkswap<\/span> \/var\/swapfile<br><span style=\"color: #ff0000;\">sudo swapon<\/span> \/var\/swapfile<br><span style=\"color: #ff0000;\">sudo bash<\/span> -c <span style=\"color: #339966;\">'echo \"\/var\/swapfile swap swap defaults 0 0\" &gt;&gt; \/etc\/fstab'<\/span><\/pre>\n\n\n\n<p>\u64cd\u4f5c\u5982\u4e0b\u5716\u6240\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"762\" height=\"500\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/01.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16987\"\/><\/figure><\/div>\n\n\n\n<p>\u8f38\u5165\u300cfree -m\u300d\u6307\u4ee4\u5c07\u53ef\u5bdf\u770b\u73fe\u6709\u7a7a\u9593\u914d\u7f6e\uff0c\u539f\u5148 Swap \u5df2\u6709\u4e00\u4e9b\u7a7a\u9593\uff0c\u518d\u52a0\u4e0a\u6211\u5011\u65b9\u624d\u914d\u7f6e\u7684 4G\uff0c\u5982\u4e0b\u5716\u6240\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"778\" height=\"505\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/02.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16988\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u53d6\u5f97\u5957\u4ef6\u66f4\u65b0\u6e05\u55ae<\/h3>\n\n\n\n<p>\u5728\u958b\u59cb\u5b89\u88dd\u5957\u4ef6\u4e4b\u524d\uff0c\u6211\u5011\u9700\u8981\u8f38\u5165\u4e0b\u5217\u6307\u4ee4\uff0c\u4e26\u6309\u4e0b Enter\uff0c\u9019\u500b\u6307\u4ee4\u6703\u53d6\u5f97\u9060\u7aef\u66f4\u65b0\u4f3a\u670d\u5668\u7684\u5957\u4ef6\u6a94\u6848\u6e05\u55ae\u3002<\/p>\n\n\n\n<pre><span style=\"color: #ff0000;\">sudo<\/span> <span style=\"color: #ff0000;\">apt<\/span> update<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"784\" height=\"504\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/03.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16989\"\/><\/figure><\/div>\n\n\n\n<p>\u53d6\u5f97\u9060\u7aef\u66f4\u65b0\u6e05\u55ae\uff0c\u904e\u7a0b\u4e26\u4e0d\u6703\u592a\u4e45\uff0c\u4e0d\u5230 20 \u79d2\u5373\u53ef\u5b8c\u6210\uff0c\u5b8c\u6210\u5f8c\u5982\u4e0b\u5716\u3002\u53ef\u4ee5\u770b\u5230\u8a0a\u606f\u4e2d\u6709\u63d0\u793a\u80fd\u66f4\u65b0\u7684\u5957\u4ef6\u6709 310 \u500b\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"782\" height=\"508\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/04.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16990\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u5b89\u88dd pip<\/h3>\n\n\n\n<p>\u63a5\u8457\u5b89\u88ddPython3\u7248\u672c\u7684\u8edf\u9ad4\u5305\u7ba1\u7406\u7cfb\u7d71\u300cpip\u300d\uff0c\u529f\u80fd\u662f\u5e6b\u6211\u5011\u7ba1\u7406 python3 \u76f8\u95dc\u7684\u5957\u4ef6\u5305\u8207\u5b89\u88dd\uff0c\u6211\u5011\u9700\u8981\u900f\u904e\u5b83\u5b89\u88dd\u57f7\u884c YOLOv5 \u6240\u9700\u8981\u7684\u5957\u4ef6\u3002<\/p>\n\n\n\n<pre><span style=\"color: #ff0000;\">sudo<\/span> <span style=\"color: #ff0000;\">apt<\/span> <span style=\"color: #ff0000;\">install<\/span> -y python3-pip<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"787\" height=\"514\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/05.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16991\"\/><\/figure><\/div>\n\n\n\n<p>\u4e00\u6a23\u662f\u8f38\u5165\u5f8c\u6309\u4e0b Enter \u9375\uff0c\u5b8c\u6210\u5f8c\u5982\u4e0b\u5716\u6240\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"785\" height=\"507\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/06.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16992\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u66f4\u65b0 pip<\/h3>\n\n\n\n<p>\u5b89\u88dd\u5b8c\u7562\u5f8c\u70ba\u4e86\u78ba\u4fdd\u7248\u672c\u70ba\u6700\u65b0\uff0c\u6211\u5011\u53ef\u4ee5\u8f38\u5165\u4ee5\u4e0b\u6307\u4ee4\u66f4\u65b0 pip\uff0cpip \u7684\u7248\u672c\u5c07\u6703\u5de6\u53f3\u6211\u5011\u80fd\u5426\u4e0b\u8f09\u5230\u65b0\u7684\u5957\u4ef6\uff0c\u6240\u4ee5\u5efa\u8b70\u66f4\u65b0\u5230\u6700\u65b0\u3002<\/p>\n\n\n\n<pre>pip3 <span style=\"color: #ff0000;\">install <\/span>--upgrade pip<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"773\" height=\"507\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/07.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16993\"\/><\/figure><\/div>\n\n\n\n<p>\u66f4\u65b0\u5b8c\u6210\u5f8c\u5373\u53ef\u5728\u756b\u9762\u4e2d\u770b\u5230\u88dd\u597d\u7684\u7248\u672c\uff0c\u5982\u4e0b\u5716\u6240\u793a\uff0c\u66f4\u65b0\u5f8c\u7684\u7248\u672c\u662f\u300c21.3.1\u300d\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"791\" height=\"512\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/08.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16994\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">5. \u4e0b\u8f09 YOLOv5<\/h3>\n\n\n\n<p>\u900f\u904e\u300cgit\u300d\u5de5\u5177\uff0c\u6211\u5011\u5c07\u5f9e YOLOv5 \u5b98\u65b9 github \u4e0b\u8f09\u6240\u6709\u7a0b\u5f0f\u5230\u6211\u5011\u7684 Jetson Nano \u88e1\u3002<\/p>\n\n\n\n<pre><span style=\"color: #ff0000;\">git<\/span> clone https:\/\/github.com\/ultralytics\/yolov5<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"780\" height=\"504\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/09.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16995\"\/><\/figure><\/div>\n\n\n\n<p>\u4e0b\u8f09\u5b8c\u6210\uff0c\u5982\u4e0b\u5716\u6240\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"794\" height=\"516\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/10.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16996\"\/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">6. \u958b\u59cb\u5b89\u88dd YOLOv5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">6-1. \u79fb\u52d5\u8def\u5f91<\/h4>\n\n\n\n<p>\u9996\u5148\u6211\u5011\u5c07\u8def\u5f91\u79fb\u81f3\u65b9\u624d\u4e0b\u8f09\u7684\u300cyolov5\u300d\u8cc7\u6599\u593e\u5e95\u4e0b\uff0c\u900f\u904e\u4e0b\u5217\u6307\u4ee4\u53ef\u4ee5\u8b93\u6211\u5011\u79fb\u52d5\u5230\u76ee\u7684\u5730\u3002<\/p>\n\n\n\n<pre><span style=\"font-weight: 400; color: #ff0000;\">cd<\/span><span style=\"font-weight: 400;\"> yolov5<\/span><\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"804\" height=\"505\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/11.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16997\"\/><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">6-2. \u4fee\u6539\u5b89\u88dd\u6587\u4ef6<\/h4>\n\n\n\n<p>yolov5 \u8cc7\u6599\u593e\u5167\u6709\u500b\u300crequirements.txt\u300d\u6587\u4ef6\uff0c\u9019\u4efd\u6587\u4ef6\u5167\u6709\u5b89\u88dd YOLOv5 \u6240\u9700\u8981\u7684\u5168\u90e8\u5957\u4ef6\u6307\u4ee4\uff0c\u53ea\u8981\u900f\u904e pip \u5b89\u88dd\u57f7\u884c\u9019\u500b\u6587\u4ef6\uff0c\u5c31\u53ef\u4ee5\u5c07 YOLOv5 \u88dd\u597d\u3002\u4f46\u9019\u50c5\u9650\u5728 PC \u4e0a\uff0cJetson Nano \u9019\u908a\u4e26\u6c92\u6709\u8fa6\u6cd5\u9019\u6a23\u8655\u7406\uff0c\u6211\u5011\u9700\u8981\u4fee\u6539\u4e00\u4e9b\u9805\u76ee\u3002<\/p>\n\n\n\n<p>\u8acb\u8f38\u5165\u4e0b\u5217\u6307\u4ee4\u555f\u52d5\u6587\u5b57\u7de8\u8f2f\u5668\u300cgedit\u300d\u4f86\u4fee\u6539 requirements.txt \u6587\u4ef6\uff0c\u82e5\u60a8\u6709\u7fd2\u6163\u7684\u7de8\u8f2f\u5668\u5982 nano \u6216\u662f vi\uff0c\u5b9c\u53ef\u900f\u904e\u9019\u4e9b\u7de8\u8f2f\u5668\u4fee\u6539\u3002<\/p>\n\n\n\n<pre>gedit requirements.txt<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"793\" height=\"519\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/12.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16998\"\/><\/figure><\/div>\n\n\n\n<p>\u9996\u5148\u662f\u4fee\u6539\u300cmatplotlib\u300d\u8207\u300cnumpy\u300d\u7684\u7248\u672c\uff0c\u539f\u5148\u53ea\u8981\u6c42\u8981\u5927\u904e\u591a\u5c11\u7248\u672c\u5373\u53ef\uff0c\u9019\u6a23\u7684\u8a2d\u5b9a\u6703\u8b93\u7cfb\u7d71\u5f9e\u6700\u65b0\u7684\u7248\u672c\u958b\u59cb\u5617\u8a66\u5b89\u88dd\uff0c\u4f46\u65b0\u7684\u7248\u672c\u6c92\u8fa6\u6cd5\u76f8\u5bb9 Jetson Nano\uff0c\u5c0e\u81f4\u5b89\u88dd\u6642\u56e0\u70ba\u65b0\u7248\u672c\u4e0d\u884c\uff0c\u7cfb\u7d71\u5c31\u6703\u964d\u7248\u5f8c\u7e7c\u7e8c\u5617\u8a66\u5b89\u88dd\uff0c\u964d\u7248\u5f8c\u4e0d\u884c\u5c31\u518d\u7e7c\u7e8c\u964d\u7248\uff0c\u76f4\u5230\u5c0d\u61c9\u5230\u7684\u7248\u672c\u652f\u63f4\u70ba\u6b62\uff0c\u904e\u7a0b\u4e2d\u76f8\u7576\u8017\u6642\u4e14\u7121\u610f\u7fa9\uff0c\u6240\u4ee5\u5728\u6b64\u6211\u5011\u76f4\u63a5\u6307\u5b9a\u5b83\u5011\u7684\u7248\u672c\u3002<\/p>\n\n\n\n<pre><span style=\"font-weight: 400; color: #ff9900;\">matplotlib<\/span><span style=\"font-weight: 400;\">==<\/span><span style=\"font-weight: 400; color: #ff0000;\">3.2.2<br><\/span><span style=\"font-weight: 400; color: #ff9900;\">numpy<\/span><span style=\"font-weight: 400;\">==<\/span><span style=\"font-weight: 400; color: #ff0000;\">1.19.4<\/span><\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"668\" height=\"366\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/13.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16985\"\/><\/figure><\/div>\n\n\n\n<p>\u63a5\u8457\u8a3b\u89e3\u6389\u300ctorch\u300d\u8207\u300ctorchvision\u300d\u7684\u5b89\u88dd\uff0c\u5728\u6307\u4ee4\u7684\u524d\u65b9\u52a0\u4e0a\u300c#\u300d\u5728 python \u88e1\u9762\u8868\u793a\u5ffd\u7565\u3002<\/p>\n\n\n\n<p>YOLOv5 \u4f7f\u7528\u7684\u795e\u7d93\u7db2\u8def\u6846\u67b6\u662f Pytorch\uff0c\u5728 Jetson Nano \u4e0a\u4e26\u6c92\u6709\u8fa6\u6cd5\u55ae\u7d14\u7528 pip \u5b89\u88dd\uff0c\u6240\u4ee5\u5c07\u5b83\u5011\u8a3b\u89e3\u6389\uff0c\u4e4b\u5f8c\u518d\u4f9d\u7167 Jetson Nano \u7684\u898f\u5247\u5b89\u88dd\u3002<\/p>\n\n\n\n<pre># torch&gt;=1.7.0&nbsp;<br># torchvision&gt;=0.8.1<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"653\" height=\"359\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/14.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16986\"\/><\/figure><\/div>\n\n\n\n<p>\u4fee\u6539\u5b8c\u7562\u5f8c\u8acb\u6309\u4e0b\u53f3\u4e0a\u89d2\u7684\u5132\u5b58\u6309\u9215\uff0c\u4e26\u95dc\u9589\u6587\u4ef6\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">6-3. \u55ae\u7368\u5b89\u88dd\u5fc5\u8981\u5957\u4ef6<\/h4>\n\n\n\n<p>\u5728\u5b89\u88dd requirements.txt \u6587\u4ef6\u4e4b\u524d\uff0c\u9700\u8981\u6436\u5148\u5b89\u88dd\u300clibfreetype6-dev\u300d\u9019\u500b\u5957\u4ef6\uff0c\u4ee5\u4fbf\u904e\u7a0b\u4e2d\u4e0d\u6703\u56e0\u70ba\u7f3a\u5c11\u76f8\u4f9d\u7684\u5957\u4ef6\u800c\u5931\u6557\uff0c\u8acb\u8f38\u5165\u4ee5\u4e0b\u6307\u4ee4\u5b89\u88dd\u3002<\/p>\n\n\n\n<pre><span style=\"font-weight: 400; color: #ff0000;\">sudo apt install <\/span><span style=\"font-weight: 400;\">-y libfreetype6-dev<\/span><\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"784\" height=\"492\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/15.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-16999\"\/><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>6-4. \u5b89\u88dd\u57f7\u884c<\/strong> requirements.txt<\/h4>\n\n\n\n<p>\u63a5\u8457\u5c31\u8b93\u6211\u5011\u4e0b\u6307\u4ee4\u555f\u52d5 requirements.txt \u6587\u4ef6\u9032\u884c\u5957\u4ef6\u7684\u5b89\u88dd\uff0c\u904e\u7a0b\u4e2d\u6703\u9700\u8981\u4e00\u6bb5\u6642\u9593\uff0c\u56e0\u70ba\u8981\u5b89\u88dd\u7684\u5957\u4ef6\u76f8\u7576\u591a\u3002<\/p>\n\n\n\n<pre><span style=\"font-weight: 400;\">pip3 <\/span><span style=\"font-weight: 400; color: #ff0000;\">install<\/span><span style=\"font-weight: 400;\"> -r requirements.txt<\/span><\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"801\" height=\"498\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/16.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17000\"\/><\/figure><\/div>\n\n\n\n<p>\u5b89\u88dd\u5b8c\u6210\u5f8c\u53ef\u80fd\u6703\u51fa\u73fe\u7d05\u8272\u5b57\u7684\u63d0\u793a\uff0c\u4e00\u65e6\u51fa\u73fe<span style=\"color:#cf2e2e\" class=\"tadv-color\"><strong>\u7d05\u5b57<\/strong><\/span>\u9700\u8981\u7279\u5225\u95b1\u8b80\uff0c\u67e5\u770b\u662f\u54ea\u908a\u6709\u554f\u984c\u4e26\u89e3\u6c7a\uff0c\u4f46\u9019\u908a\u63cf\u8ff0\u7684\u5167\u5bb9\u7121\u50b7\u5927\u96c5\uff0c\u4e14\u5fc5\u8981\u5957\u4ef6\u7686\u5b89\u88dd\u6210\u529f\uff0c\u6240\u4ee5\u53ef\u4ee5\u5ffd\u7565\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"804\" height=\"509\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/17.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17001\"\/><\/figure><\/div>\n\n\n\n<p><style>\n\/* ###\u5be6\u9a57\u4e0b\u4e00\u5217### *\/\n\na:link {color:#0695e4\n;}    \/* \u8a2d\u5b9a\u5c1a\u672a\u9ede\u95b1\u904e\u7684\u9023\u7d50\u6a23\u5f0f *\/\na:visited {color:#0695e4\n;} \/* \u8a2d\u5b9a\u904e\u53bb\u66fe\u7d93\u95b1\u904e\u7684\u9023\u7d50 *\/\na:hover {color:#0695e4\n;}   \/* \u8a2d\u5b9a\u6ed1\u9f20\u6e38\u6a19\u6307\u5728\u9023\u7d50\u4f4d\u7f6e\u4e0a\u7684\u6a23\u5f0f *\/\na:active {color:#0000BB;}  \/* \u8a2d\u5b9a\u4e0a\u9ede\u64ca\u904e\u7684\u9023\u7d50\u6a23\u5f0f *\/\n<\/style><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">7. \u5b89\u88dd Pytorch \u8207 Torchvision<\/h3>\n\n\n\n<p>\u63a5\u4e0b\u4f86\u6211\u5011\u5c07\u7528\u7b26\u5408 Jetson Nano \u7684\u65b9\u5f0f\u5b89\u88dd Pytorch \u8207 Torchvision\uff0c\u8b93\u6211\u5011\u4f9d\u7167\u4e0b\u5217\u6b65\u9a5f\u5b89\u88dd\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">7-1. \u5b89\u88dd Pytorch<\/h4>\n\n\n\n<p>\u9996\u5148\u6253\u958b\u4e00\u500b\u65b0\u7684\u7d42\u7aef\u6a5f\uff0c\u4e26\u8f38\u5165\u4ee5\u4e0b\u6307\u4ee4\u5b89\u88dd\u5fc5\u8981\u7684\u5957\u4ef6\u8edf\u9ad4\uff0c\u904e\u7a0b\u4e2d\u53ef\u80fd\u6703\u9700\u8981\u8f38\u5165\u5bc6\u78bc\uff0c\u8ce6\u4e88\u57f7\u884c\u6b0a\u9650\u3002<\/p>\n\n\n\n<pre><span style=\"font-weight: 400; color: #ff0000;\">sudo apt-get install<\/span><span style=\"font-weight: 400;\"> -y libopenblas-base libopenmpi-dev<\/span><\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"787\" height=\"514\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/18.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17002\"\/><\/figure><\/div>\n\n\n\n<p>\u63a5\u8457\u900f\u904e\u300cwget\u300d\u6307\u4ee4\u4e0b\u8f09\u9069\u5408 Jetson Nano \u7684 Pytorch \u5b89\u88dd\u6a94\u6848\u3002<\/p>\n\n\n\n<pre><span style=\"color: #ff0000;\">wget <\/span>https:\/\/nvidia.box.com\/shared\/static\/fjtbno0vpo676a25cgvuqc1wty0fkkg6.whl -O torch-1.10.0-cp36-cp36m-linux_aarch64.whl<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"804\" height=\"508\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/19.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17003\"\/><\/figure><\/div>\n\n\n\n<p>\u4e0b\u8f09\u5b8c\u7562\u5f8c\u5373\u53ef\u4f7f\u7528 pip \u6307\u4ee4\u5b89\u88dd Pytorch\u3002<\/p>\n\n\n\n<pre>pip3 <span style=\"color: #ff0000;\">install<\/span> torch-1.10.0-cp36-cp36m-linux_aarch64.whl<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"793\" height=\"511\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/20.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17004\"\/><\/figure><\/div>\n\n\n\n<p>\u5b89\u88dd\u5b8c\u7562\u5f8c\u5982\u4e0b\u5716\u6240\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"786\" height=\"502\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/21.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17005\"\/><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">7-2. \u5b89\u88dd Torchvision<\/h4>\n\n\n\n<p>\u8207\u5b89\u88dd Pytorch \u4e00\u6a23\uff0c\u5728\u5b89\u88dd\u4e3b\u8981\u5957\u4ef6\u4e4b\u524d\uff0c\u9700\u8981\u5b89\u88dd\u76f8\u4f9d\u7684\u5957\u4ef6\u3002<\/p>\n\n\n\n<pre><span style=\"color: #ff0000;\">sudo apt install<\/span> -y libjpeg-dev zlib1g-dev<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"788\" height=\"506\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/22.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17006\"\/><\/figure><\/div>\n\n\n\n<p>\u63a5\u8457\u4f7f\u7528\u300cgit\u300d\u6307\u4ee4\u4e0b\u8f09 Torchvision \u7684\u7a0b\u5f0f\u78bc\u3002<\/p>\n\n\n\n<pre><span style=\"color: #ff0000;\">git<\/span> clone --branch v0.9.0 https:\/\/github.com\/pytorch\/vision torchvision<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"786\" height=\"502\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/23.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17007\"\/><\/figure><\/div>\n\n\n\n<p>\u900f\u904e\u300ccd\u300d\u6307\u4ee4\u79fb\u52d5\u5230\u525b\u525b\u4e0b\u8f09\u7684 torchvision \u8cc7\u6599\u593e\u5167\u3002<\/p>\n\n\n\n<pre><span style=\"color: #ff0000;\">cd<\/span> torchvision<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"799\" height=\"501\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/24.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17008\"\/><\/figure><\/div>\n\n\n\n<p>\u6700\u5f8c\u900f\u904e\u4e0b\u5217\u6307\u4ee4\u5b89\u88dd Torchvision\u3002<\/p>\n\n\n\n<pre><span style=\"color: #ff0000;\">sudo<\/span> python3 setup.py <span style=\"color: #ff0000;\">install<\/span><\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"803\" height=\"496\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/25.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17009\"\/><\/figure><\/div>\n\n\n\n<p>\u5b8c\u6210\u5f8c\u5982\u4e0b\u5716\u6240\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"508\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/26.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17010\"\/><\/figure><\/div>\n\n\n\n<p>\u7d93\u7531\u4e0a\u8ff0\u6b65\u9a5f\uff0c\u6240\u6709\u5957\u4ef6\u5c31\u90fd\u5b89\u88dd\u5b8c\u7562\u4e86\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u6e2c\u8a66\u5b89\u88dd\u7684 YOLOv5<\/h2>\n\n\n\n<p>\u9996\u5148\u6253\u958b\u65b0\u7684\u7d42\u7aef\u6a5f\uff0c\u5728 yolov5 \u7684\u8cc7\u6599\u593e\u5167\u9664\u4e86\u5b89\u88dd\u6587\u4ef6 requirements.txt \u4e4b\u5916\uff0c\u9084\u6709\u5b98\u65b9\u5df2\u7d93\u5beb\u597d\u7684\u7a0b\u5f0f\u53ef\u4ee5\u4f9b\u4f7f\u7528\u8005\u4f7f\u7528\uff0c\u73fe\u5728\u8b93\u6211\u5011\u900f\u904e\u6307\u4ee4\u9032\u5230\u300cyolov5\u300d\u8cc7\u6599\u593e\u5167\u3002<\/p>\n\n\n\n<pre><span style=\"color: #ff0000;\">cd<\/span> yolov5<\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"786\" height=\"494\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/27.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17011\"\/><\/figure><\/div>\n\n\n\n<p>\u8cc7\u6599\u593e\u5167\u6709\u4e00\u500b\u300cdetect.py\u300d\u7a0b\u5f0f\uff0c\u53ef\u4ee5\u8b93\u4f7f\u7528\u8005\u4f9d\u7167\u81ea\u5df1\u4f7f\u7528\u7684\u6a21\u578b\uff0c\u8207\u8981\u8fa8\u8b58\u7684\u4f86\u6e90\u505a\u8a2d\u5b9a\uff0c\u4e26\u5448\u73fe\u63a8\u8ad6\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<p>\u9996\u5148\u5c07\u6e96\u5099\u597d\u7684\u7db2\u8def\u651d\u5f71\u6a5f\u63d2\u4e0a Jetson Nano \u7684 USB \u63d2\u69fd\uff0c\u63a5\u8457\u8f38\u5165\u4ee5\u4e0b\u6307\u4ee4\uff1a<\/p>\n\n\n\n<pre>python3 detect.py --weights yolov5n6.pt --nosave --source <span style=\"color: #ff0000;\">0<\/span><\/pre>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"787\" height=\"501\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/28.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17012\"\/><\/figure><\/div>\n\n\n\n<p>\u610f\u601d\u662f\u4f7f\u7528 python3 \u57f7\u884c detect.py \u9019\u500b python \u6a94\u6848\uff0c\u5f8c\u65b9\u7684\u300c&#8211;weights yolov5n6.pt\u300d\u5247\u662f\u6307\u8a2d\u5b9a\u4f7f\u7528\u7684\u6a21\u578b\u70ba yolov5n6\uff0c\u300c&#8211;nosave\u300d\u5247\u662f\u4e0d\u5c07\u63a8\u8ad6\u7d50\u679c\u9304\u88fd\u4e0b\u4f86(\u82e5\u60f3\u4fdd\u5b58\u53ef\u4e0d\u8f38\u5165\u9019\u500b\u9078\u9805)\uff0c\u6700\u5f8c\u7684\u300c&#8211;source 0\u300d\u5247\u662f\u6307\u5b9a\u5f71\u50cf\u8cc7\u6599\u53d6\u81ea\u9023\u63a5\u5230\u300c\/dev\/video0\u300d\u7684\u7db2\u8def\u651d\u5f71\u6a5f\u3002<\/p>\n\n\n\n<p>\u56e0\u70ba\u6211\u5011\u7684 Jetson Nano \u5167\uff0c\u76ee\u524d\u4e26\u6c92\u6709 yolov5n6.pt \u9019\u500b\u6a21\u578b\uff0c\u6240\u4ee5\u7a0b\u5f0f\u6703\u5e6b\u6211\u5011\u4e0b\u8f09\u9810\u8a2d\u7684\u5b98\u65b9\u6a21\u578b\u4f86\u4f7f\u7528\uff0c\u5982\u4e0b\u5716\u6240\u793a\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"802\" height=\"500\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/29.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17013\"\/><\/figure><\/div>\n\n\n\n<p>\u57f7\u884c\u904e\u7a0b\u4e2d\u6703\u9700\u8981\u4e00\u6bb5\u6642\u9593\uff0c\u9664\u4e86\u4e0b\u8f09\u6a21\u578b\u4e4b\u5916\uff0c\u9084\u9700\u8981\u5c07\u6a21\u578b\u90e8\u5c6c\u5230 GPU \u4e0a\u3002<\/p>\n\n\n\n<p>\u5b8c\u6210\u5f8c\u6703\u5982\u4e0b\u5716\u6240\u793a\uff0c\u986f\u793a\u76ee\u524d\u651d\u5f71\u6a5f\u62cd\u651d\u7684\u756b\u9762\uff0c\u4e26\u9644\u52a0\u63a8\u8ad6\u7d50\u679c\u5230\u87a2\u5e55\u4e0a\uff0c\u7d42\u7aef\u6a5f\u4e5f\u6703\u540c\u6b65\u51fa\u73fe\u76ee\u524d\u8fa8\u8b58\u7684\u8cc7\u8a0a\u548c\u63a8\u8ad6\u901f\u5ea6\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/30.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17014\" width=\"824\" height=\"438\"\/><\/figure><\/div>\n\n\n\n<p>\u8981\u95dc\u9589\u7a0b\u5f0f\u7684\u8a71\u76f8\u7576\u7c21\u55ae\uff0c\u9ede\u9078\u62cd\u651d\u756b\u9762\u7684\u8996\u7a97\uff0c\u4e26\u760b\u72c2\u6309\u4e0b\u9375\u76e4\u4e0a\u7684\u300cQ\u9375\u300d\uff0c\u5f85\u8996\u7a97\u95dc\u9589\uff0c\u7a0b\u5f0f\u4e5f\u6703\u8ddf\u8457\u7d50\u675f\u3002\u6216\u662f\u9ede\u9078\u7d42\u7aef\u6a5f\u8996\u7a97\uff0c\u6309\u4e0b\u9375\u76e4\u4e0a\u7684\u300cCtrl + C\u9375\u300d\uff0c\u4e00\u6b21\u4e0d\u884c\u5c31\u6309\u7b2c\u4e8c\u6b21\uff0c\u6210\u529f\u7684\u8a71\u7a0b\u5f0f\u4e5f\u6703\u95dc\u9589\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"808\" height=\"496\" src=\"https:\/\/www.circuspi.com\/wp-content\/uploads\/2022\/08\/31.png\" alt=\"reComputer J1010 \u904b\u884c YOLOv5 \u5168\u653b\u7565 1 - \u5b89\u88dd\u8207\u6e2c\u8a66\" class=\"wp-image-17015\"\/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u7d50\u8a9e<\/h2>\n\n\n\n<p>\u7d93\u7531\u9019\u7bc7\u6587\u7ae0\uff0c\u5927\u5bb6\u662f\u5426\u6709\u6210\u529f\u5b89\u88dd\uff0c\u4e26\u4f7f\u7528<a href=\"https:\/\/www.icshop.com.tw\/product_list.php?header_search=%E7%B6%B2%E8%B7%AF%E6%94%9D%E5%BD%B1%E6%A9%9F\" target=\"_blank\" rel=\"noreferrer noopener\">\u7db2\u8def\u651d\u5f71\u6a5f<\/a>\u9ad4\u9a57 YOLOv5 \u6a21\u578b\u63a8\u8ad6\u7684\u5a01\u529b\u5462\uff1f\u73fe\u5728\u57f7\u884c\u7684\u6a21\u578b\uff0c\u662f\u5b98\u65b9\u7d93\u7531\u8457\u540d\u300c<a href=\"https:\/\/cocodataset.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">COCO dataset<\/a>\u300d\u6240\u8a13\u7df4\u7684\u6a21\u578b\uff0c\u5171\u53ef\u8fa8\u8b58 80 \u7a2e\u4e0d\u540c\u7684\u76ee\u6a19\u3002\u4e0b\u7bc7\u6587\u7ae0\uff0c\u5c07\u5e36\u5927\u5bb6\u5f9e\u8490\u96c6\u8cc7\u6599\u958b\u59cb\uff0c\u63a5\u8457\u4f7f\u7528\u65b9\u4fbf\u7684\u7dda\u4e0a\u5de5\u5177\uff0c\u6a19\u8a18\u60a8\u6240\u8981\u95dc\u6ce8\u7684\u76ee\u6a19\uff0c\u8207\u5efa\u7acb\u8cc7\u6599\u96c6\uff0c\u6700\u5f8c\u900f\u904e Google \u5f37\u5927\u7684\u8cc7\u6e90\u8a13\u7df4\u81ea\u5df1\u7684 YOLOv5 \u6a21\u578b\uff0c\u4e0d\u8981\u932f\u904e\u63a5\u4e0b\u4f86\u7cbe\u5f69\u7684\u5167\u5bb9\uff0c\u6211\u5011\u4e0b\u7bc7\u6587\u7ae0\u898b\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u7bc7\u6587\u7ae0\u5c07\u4ecb\u7d39\u5982\u4f55\u4f7f\u7528 Seeed \u63a8\u51fa\u7684reComputer Jetson \u7cfb\u5217\u7684 J1010 (\u6838\u5fc3\u5c31\u662f Jetson Nano 4GB ) \u5b89\u88dd YOLOv5 \u904b\u884c\u7684\u74b0\u5883\uff0c\u4e26\u4f7f\u7528\u7db2\u8def\u651d\u5f71\u6a5f\u9ad4\u9a57 YOLOv5 \u6a21\u578b\u63a8\u8ad6\u3002<\/p>\n","protected":false},"author":1,"featured_media":17262,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[286],"tags":[],"table_tags":[],"_links":{"self":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/16963"}],"collection":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/comments?post=16963"}],"version-history":[{"count":31,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/16963\/revisions"}],"predecessor-version":[{"id":18217,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/posts\/16963\/revisions\/18217"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media\/17262"}],"wp:attachment":[{"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/media?parent=16963"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/categories?post=16963"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/tags?post=16963"},{"taxonomy":"table_tags","embeddable":true,"href":"https:\/\/www.circuspi.com\/index.php\/wp-json\/wp\/v2\/table_tags?post=16963"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}