{"id":30616,"date":"2025-04-20T22:56:13","date_gmt":"2025-04-20T14:56:13","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/30616.html"},"modified":"2025-04-20T22:56:13","modified_gmt":"2025-04-20T14:56:13","slug":"%e5%9f%ba%e4%ba%8ebm1684%e7%9a%84ai%e8%be%b9%e7%bc%98%e6%9c%8d%e5%8a%a1%e5%99%a8-%e6%a8%a1%e5%9e%8b%e8%bd%ac%e6%8d%a2%ef%bc%8c%e5%a4%a7%e6%a8%a1%e5%9e%8b%e4%b8%80%e4%bd%93%e6%9c%ba","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/30616.html","title":{"rendered":"\u57fa\u4e8eBM1684\u7684AI\u8fb9\u7f18\u670d\u52a1\u5668-\u6a21\u578b\u8f6c\u6362\uff0c\u5927\u6a21\u578b\u4e00\u4f53\u673a"},"content":{"rendered":"<h4>\u4ecb\u7ecd<\/h4>\n<p>\u6211\u4eec\u5c5e\u4e8eSoC\u6a21\u5f0f&#xff0c;\u5373\u6211\u4eec\u5728x86\u4e3b\u673a\u4e0a\u57fa\u4e8etpu-nntc\u548clibsophon\u5b8c\u6210\u6a21\u578b\u7684\u7f16\u8bd1\u91cf\u5316\u4e0e\u7a0b\u5e8f\u7684\u4ea4\u53c9\u7f16\u8bd1&#xff0c;\u90e8\u7f72\u65f6\u5c06\u7f16\u8bd1\u597d\u7684\u7a0b\u5e8f\u62f7\u8d1d\u81f3SoC\u5e73\u53f0&#xff08;1684\u5f00\u53d1\u677f\/SE\u5fae\u670d\u52a1\u5668\/SM\u6a21\u7ec4&#xff09;\u4e2d\u6267\u884c\u3002<\/p>\n<p>\u6ce8&#xff1a;\u4ee5\u4e0b\u90fd\u662f\u5728Ubuntu20.04\u7cfb\u7edf\u4e0a\u64cd\u4f5c\u7684&#xff0c;\u5f53\u7136Ubuntu18\u548c22\u4e5f\u662f\u53ef\u4ee5\u7684&#xff0c;\u56e0\u4e3a\u6211\u4eec\u4e3b\u8981\u662f\u7528\u7684\u5b98\u65b9\u00a0docker\u00a0\u73af\u5883\u8fdb\u884c\u914d\u7f6e\u3002<\/p>\n<h4>\u51c6\u5907\u5de5\u4f5c<\/h4>\n<h5>\u5b89\u88c5docker<\/h5>\n<p>\u9996\u5148\u5b89\u88c5docker<\/p>\n<p># \u66f4\u65b0\u4e00\u4e0b\u5e93<br \/>\nsudo apt-get update<br \/>\nsudo apt-gefat upgrade<br \/>\n# \u5b89\u88c5 docker<br \/>\nsudo apt-get install docker.io<br \/>\n# docker\u547d\u4ee4\u514droot\u6743\u9650\u6267\u884c<br \/>\n# \u521b\u5efadocker\u7528\u6237\u7ec4&#xff0c;\u82e5\u5df2\u6709docker\u7ec4\u4f1a\u62a5\u9519&#xff0c;\u6ca1\u5173\u7cfb\u53ef\u5ffd\u7565<br \/>\nsudo groupadd docker<br \/>\n# \u5c06\u5f53\u524d\u7528\u6237\u52a0\u5165docker\u7ec4<br \/>\nsudo gpasswd -a ${USER} docker<br \/>\n# \u91cd\u542fdocker\u670d\u52a1<br \/>\nsudo service docker restart<br \/>\n# \u5207\u6362\u5f53\u524d\u4f1a\u8bdd\u5230\u65b0group\u6216\u91cd\u65b0\u767b\u5f55\u91cd\u542fX\u4f1a\u8bdd<br \/>\nnewgrp docker  <\/p>\n<p>\u6211\u5df2\u7ecf\u88c5docker\u4e86&#xff0c;\u8fd9\u4e00\u6b65\u6ca1\u6709\u6d4b\u8bd5&#xff0c;\u82e5\u6709\u95ee\u9898\u8bf7\u95ee\u767e\u5ea6\u3002<\/p>\n<h5>\u4e0b\u8f7dSDK<\/h5>\n<p>\u5728\u7b97\u80fd\u5b98\u7f51\u4e0a&#xff0c;\u8d44\u6599\u4e0b\u8f7d\u91cc\u4e0b\u8f7d\u76f8\u5173sdk&#xff1a;\u6280\u672f\u8d44\u6599<\/p>\n<p>\u57fa\u7840\u5de5\u5177\u5305\u5305\u62ec&#xff1a;<\/p>\n<ul>\n<li>tpu-nntc \u8d1f\u8d23\u5bf9\u7b2c\u4e09\u65b9\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u4e0b\u8bad\u7ec3\u5f97\u5230\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u8fdb\u884c\u79bb\u7ebf\u7f16\u8bd1\u548c\u4f18\u5316&#xff0c;\u751f\u6210\u6700\u7ec8\u8fd0\u884c\u65f6\u9700\u8981\u7684BModel\u3002\u76ee\u524d\u652f\u6301Caffe\u3001Darknet\u3001MXNet\u3001ONNX\u3001PyTorch\u3001PaddlePaddle\u3001TensorFlow\u7b49\u3002<\/li>\n<li>libsophon \u63d0\u4f9bBMCV\u3001BMRuntime\u3001BMLib\u7b49\u5e93&#xff0c;\u7528\u6765\u9a71\u52a8VPP\u3001TPU\u7b49\u786c\u4ef6&#xff0c;\u5b8c\u6210\u56fe\u50cf\u5904\u7406\u3001\u5f20\u91cf\u8fd0\u7b97\u3001\u6a21\u578b\u63a8\u7406\u7b49\u64cd\u4f5c&#xff0c;\u4f9b\u7528\u6237\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528\u5f00\u53d1\u3002<\/li>\n<li>sophon-mw \u5c01\u88c5\u4e86BM-OpenCV\u3001BM-FFmpeg\u7b49\u5e93&#xff0c;\u7528\u6765\u9a71\u52a8VPU\u3001JPU\u7b49\u786c\u4ef6&#xff0c;\u652f\u6301RTSP\u6d41\u3001GB28181\u6d41\u7684\u89e3\u6790&#xff0c;\u89c6\u9891\u56fe\u50cf\u7f16\u89e3\u7801\u52a0\u901f\u7b49&#xff0c;\u4f9b\u7528\u6237\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528\u5f00\u53d1\u3002<\/li>\n<li>sophon-sail \u63d0\u4f9b\u4e86\u652f\u6301Python\/C&#043;&#043;\u7684\u9ad8\u7ea7\u63a5\u53e3&#xff0c;\u662f\u5bf9BMRuntime\u3001BMCV\u3001BMDecoder\u3001BMLib\u7b49\u5e95\u5c42\u5e93\u63a5\u53e3\u7684\u5c01\u88c5&#xff0c;\u4f9b\u7528\u6237\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528\u5f00\u53d1\u3002<\/li>\n<\/ul>\n<p>\u53ef\u4ee5\u4e0b\u8f7d\u8fd9\u4e2aSDK<\/p>\n<p><img decoding=\"async\" alt=\"image-20230419114430498\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145607-68050b07090a8.png\" \/><\/p>\n<p>\u8fd9\u91cc\u9762\u5305\u542b\u4e86models\u91cc\u7684\u6240\u6709\u4ee3\u7801&#xff0c;\u5f53\u7136\u91cc\u9762\u5f88\u591a\u5305\u662f\u7528\u4e0d\u5230\u7684\u3002<\/p>\n<p><img decoding=\"async\" alt=\"image-20230419114506989\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145607-68050b076373d.png\" \/><\/p>\n<p>\u4e5f\u53ef\u4ee5\u53ea\u4e0b\u8f7d\u6211\u4eec\u9700\u8981\u7684sdk<\/p>\n<p>\u4e3b\u8981\u662f\u8fd9\u51e0\u4e2a&#xff1a;<\/p>\n<p>tpu-nntc<\/p>\n<p>libsophon<\/p>\n<p>sophon-mw<\/p>\n<p>sophon-demo<\/p>\n<p>sophon-img<\/p>\n<p>sophon-sail<\/p>\n<p>sophon-demo<\/p>\n<p>\u5206\u522bwget \u5230\u672c\u5730\u5c31\u884c&#xff0c;<\/p>\n<p># \u5148\u5efa\u4e2a\u5b58\u653e\u7684\u8def\u5f84<br \/>\nmkdir fugui<br \/>\n# \u5206\u522bwget \u5230\u672c\u5730\u5c31\u884c<br \/>\nwget https:\/\/sophon-file.sophon.cn\/sophon-prod-s3\/drive\/22\/11\/28\/10\/libsophon_20221027_214818.zip   https:\/\/sophon-file.sophon.cn\/sophon-prod-s3\/drive\/22\/11\/28\/11\/sophon-mw_20221027_183429.zip https:\/\/sophon-file.sophon.cn\/sophon-prod-s3\/drive\/22\/11\/28\/15\/sophon-demo_20221027_181652.zip https:\/\/sophon-file.sophon.cn\/sophon-prod-s3\/drive\/22\/11\/28\/15\/sophon-img_20221027_215835.zip https:\/\/sophon-file.sophon.cn\/sophon-prod-s3\/drive\/22\/11\/28\/15\/sophon-sail_20221026_200216.zip https:\/\/sophon-file.sophon.cn\/sophon-prod-s3\/drive\/22\/11\/28\/15\/sophon-demo_20221027_181652.zip<\/p>\n<h5>\u914d\u7f6e\u73af\u5883<\/h5>\n<p>\u88c5\u4e0a\u89e3\u538b\u7f29\u5de5\u5177<\/p>\n<p>sudo apt-get install unzip<\/p>\n<p>\u5148\u628a\u8fd9\u51e0\u4e2a\u538b\u7f29\u6587\u4ef6\u89e3\u538b\u4e86<\/p>\n<p>unzip \\\\*.zip<\/p>\n<p>\u521b\u5efadocker\u5bb9\u5668&#xff1a;<\/p>\n<p>#\u5982\u679c\u5f53\u524d\u7cfb\u7edf\u6ca1\u6709\u5bf9\u5e94\u7684\u955c\u50cf&#xff0c;\u4f1a\u81ea\u52a8\u4ecedocker hub\u4e0a\u4e0b\u8f7d&#xff1b;\u6b64\u5904\u5c06tpu-nntc\u7684\u4e0a\u4e00\u7ea7\u76ee\u5f55\u6620\u5c04\u5230docker\u5185\u7684\/workspace\u76ee\u5f55&#xff1b;\u8fd9\u91cc\u7528\u4e868001\u52308001\u7aef\u53e3\u7684\u6620\u5c04&#xff08;\u4f7f\u7528ufw\u53ef\u89c6\u5316\u5de5\u5177\u4f1a\u7528\u5230\u7aef\u53e3\u53f7&#xff09;\u3002\u5982\u679c\u7aef\u53e3\u5df2\u88ab\u5360\u7528&#xff0c;\u8bf7\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u66f4\u6362\u4e3a\u5176\u4ed6\u672a\u5360\u7528\u7684\u7aef\u53e3\u3002<br \/>\n:~\/fugui# docker run -v $PWD\/:\/workspace  -it sophgo\/tpuc_dev:latest<\/p>\n<p>\u8fdb\u5165 tpu-nntc&#xff0c;\u89e3\u538b\u7f29\u5305<\/p>\n<p>root&#064;39d67fa4c7bb:\/workspace\/fugui\/tpu-nntc_20221028_200521# tar -zxvf  tpu-nntc_v3.1.3-242ef2f9-221028.tar.gz<\/p>\n<p>\u8fdb\u5165tpu-nntc_v3.1.3-242ef2f9-221028 \u8fd0\u884c\u4e00\u4e0b\u547d\u4ee4\u521d\u59cb\u5316\u8f6f\u4ef6\u73af\u5883<\/p>\n<p>source scripts\/envsetup.sh<\/p>\n<p><img decoding=\"async\" alt=\"image-20230419153738140\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145608-68050b0804e7e.png\" \/><\/p>\n<p>\u5728\u4e0b\u8f7dtensorflow\u65f6\u6bd4\u8f83\u6162&#xff0c;\u6211\u4eec\u90fd\u662f\u7528pytorch&#xff0c;\u76f4\u63a5ctrl c\u8df3\u8fc7&#xff0c;\u4e0d\u88c5\u4ed6\u4e86\u3002<\/p>\n<h4>yolov5<\/h4>\n<p>\u8fd9\u91cc\u5c31\u4e0d\u6f14\u793a\u5b98\u65b9\u6a21\u578b\u4e86&#xff0c;\u76f4\u63a5\u7528\u6211\u4eec\u81ea\u5df1\u8bad\u7ec3\u7684\u6a21\u578b\u8fdb\u884c\u91cf\u5316\u63a8\u7406\u3002<\/p>\n<p>\u6ce8\u610f&#xff1a;\u8fd9\u91cc\u5fc5\u987b\u7528yolov5 v6.1\u7248\u672c<\/p>\n<p>\u5982\u4f55\u8bad\u7ec3\u5c31\u4e0d\u8bf4\u4e86&#xff0c;\u53c2\u8003&#xff1a;\u8fd9\u7bc7\u6587\u7ae0<\/p>\n<p>\u6700\u597d\u4f7f\u7528yolov5s\u8bad\u7ec3&#xff0c;\u7136\u540e\u5bf9\u8bad\u7ec3\u540e\u7684\u6a21\u578b\u8fdb\u884c\u8f6c\u6362\u3002\u6bd4\u5982\u6211\u8bad\u7ec3\u7684\u662f\u5b89\u5168\u5e3d\u68c0\u6d4b&#xff0c;\u73b0\u5728\u751f\u6210\u4e86best.pt\u8fd9\u4e2a\u6743\u91cd\u6587\u4ef6&#xff0c;\u4e3a\u4e86\u597d\u533a\u5206\u6211\u6539\u540d\u4e3aanquanmao.pt<\/p>\n<p>\u5c06\u4ed6\u653e\u5728\u4e86yolov5\u7684\u6839\u76ee\u5f55\u4e0b&#xff0c;\u7136\u540e\u4fee\u6539\u4e86models\u6587\u4ef6\u4e0b\u7684yolo.py\u4e2d\u7684forward\u51fd\u6570\u3002\u5c06return x if self.training else (torch.cat(z, 1), x)\u00a0\u4fee\u6539\u4e3a&#xff1a;<\/p>\n<p>return x if self.training else x<\/p>\n<p><img decoding=\"async\" alt=\"image-20230419155833459\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145608-68050b084373a.png\" \/><\/p>\n<p>\u7136\u540e\u8fd0\u884c<\/p>\n<p> python export.py &#8211;weight anquanmao.pt &#8211;include torchscript<\/p>\n<p>\u8fd9\u6837\u751f\u6210\u4e86\u00a0anquanmao.torchscript\u00a0\u6587\u4ef6<\/p>\n<p><img decoding=\"async\" alt=\"image-20230419160201616\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145608-68050b08a79dc.png\" \/><\/p>\n<p><img decoding=\"async\" alt=\"image-20230419160211412\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145608-68050b08f055b.png\" \/><\/p>\n<p>\u6253\u5f00\u8fd9\u4e2a\u6743\u91cd\u6587\u4ef6\u770b\u770b\u662f\u4e0d\u662f\u548c\u6211\u7684\u4e00\u6837&#xff0c;\u53ea\u8981\u662fyolov5 6.1\u5c31\u80af\u5b9a\u4e00\u6837\u3002<\/p>\n<p>\u4fee\u6539\u00a0anquanmao.torchscript\u00a0\u4e3a\u00a0anquanmao.torchscript.pt\u00a0&#xff08;\u5c31\u662f\u5728\u6700\u540e\u52a0\u4e2a.pt&#xff09;<\/p>\n<p>\u7136\u540e\u5c06\u8fd9\u4e2a\u6587\u4ef6\u62f7\u8d1d\u5230\u4f60\u7684x86\u670d\u52a1\u5668\u91cc&#xff0c;\u8def\u5f84\u4e3a&#xff1a;<\/p>\n<p>\/root\/fugui\/sophon-demo_20221027_181652\/sophon-demo_v0.1.0_b909566_20221027\/sample\/YOLOv5\/data<\/p>\n<p>\u7136\u540e\u627e\u4e9b\u4f60\u8bad\u7ec3\u7684\u56fe\u7247&#xff0c;\u4e5f\u5c31\u662f\u5b89\u5168\u5e3d&#xff0c;200\u5f20\u5de6\u53f3\u5c31\u884c<\/p>\n<p>\u540c\u6837\u4e0a\u4f20\u5230\u90a3\u4e2a\u6587\u4ef6\u5939\u91cc<\/p>\n<p><img decoding=\"async\" alt=\"image-20230419161259835\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145609-68050b096cdc7.png\" \/><\/p>\n<p>\u7136\u540e\u5c31\u53ef\u4ee5\u8fdb\u884c\u6a21\u578b\u8f6c\u6362\u4e86<\/p>\n<p># \u5148\u5907\u4efd\u4e00\u4e0b<br \/>\nroot&#064;39d67fa4c7bb:\/workspace\/fugui\/sophon-demo_20221027_181652\/sophon-demo_v0.1.0_b909566_20221027\/sample\/YOLOv5\/scripts# cp 2_2_gen_int8bmodel.sh 3_2_gen_int8bmodel.sh<br \/>\nvi cp 2_2_gen_int8bmodel.sh<\/p>\n<p>\u7136\u540e\u4fee\u6539\u91cc\u9762\u5185\u5bb9&#xff0c;200\u592a\u591a\u4e86&#xff0c;\u8f6c\u6362\u8d77\u6765\u592a\u6162\u4e86&#xff0c;50\u5c31\u591f\u4e86<\/p>\n<p><img decoding=\"async\" alt=\"image-20230419161524150\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145609-68050b0993c56.png\" \/><\/p>\n<p>\u4fee\u6539model_info.sh<\/p>\n<p>root&#064;39d67fa4c7bb:\/workspace\/fugui\/sophon-demo_20221027_181652\/sophon-demo_v0.1.0_b909566_20221027\/sample\/YOLOv5\/scripts# vi model_info.sh <\/p>\n<p>echo &#034;start fp32bmodel transform, platform: ${platform} &#8230;&#8230;&#034;<\/p>\n<p>root_dir&#061;$(cd &#096;dirname $BASH_SOURCE[0]&#096;\/..\/ &amp;&amp; pwd)<br \/>\nbuild_dir&#061;$root_dir\/build<br \/>\n# \u5c06\u8fd9\u91cc\u4fee\u6539\u4e3a\u6211\u4eec\u521a\u624d\u5b58\u653e\u7684.torchscript.pt\u6587\u4ef6\u5730\u5740<br \/>\nsrc_model_file&#061;${root_dir}\/data\/anquanmao.1_3output.torchscript.pt<br \/>\nsrc_model_name&#061;&#096;basename ${src_model_file}&#096;<br \/>\n# \u8fd9\u91cc\u4e5f\u4fee\u6539\u4e0b\u5427 yolov5s \u2014\u2014&gt; anquanmao<br \/>\ndst_model_prefix&#061;&#034;anquanmao&#034;<br \/>\ndst_model_postfix&#061;&#034;coco_v6.1_3output&#034;<br \/>\nfp32model_dir&#061;&#034;${root_dir}\/data\/models\/${platform}\/fp32model&#034;<br \/>\nint8model_dir&#061;&#034;${root_dir}\/data\/models\/${platform}\/int8model&#034;<br \/>\nlmdb_src_dir&#061;&#034;${root_dir}\/data\/images&#034;<br \/>\n# \u8fd9\u91cc\u4fee\u6539\u4e3a\u6211\u4eec\u4e0a\u4f20\u7684\u56fe\u7247\u5730\u5740<br \/>\nimage_src_dir&#061;&#034;${root_dir}\/data\/anquanmao&#034;<br \/>\n# lmdb_src_dir&#061;&#034;${build_dir}\/coco2017val\/coco\/images\/&#034;<br \/>\n#lmdb_dst_dir&#061;&#034;${build_dir}\/lmdb\/&#034;<br \/>\nimg_size&#061;${2:-640}<br \/>\nbatch_size&#061;${3:-1}<br \/>\niteration&#061;${4:-2}<br \/>\nimg_width&#061;640<br \/>\nimg_height&#061;640<\/p>\n<p>\u8fd0\u884c\u8f6c\u6362\u547d\u4ee4\u524d\u9700\u8981\u52a0\u4e0a\u6743\u9650&#xff0c;\u5426\u5219\u4e0d\u80fd\u6267\u884c<\/p>\n<p>root&#064;39d67fa4c7bb:\/workspace\/fugui\/sophon-demo_20221027_181652\/sophon-demo_v0.1.0_b909566_20221027\/sample\/YOLOv5\/scripts# sudo chmod 777 *<\/p>\n<p>\u7136\u540e\u6267\u884c\u8f6cint8bmodel\u6a21\u578b&#xff0c;\u8f6cFP32\u4e5f\u4e00\u6837<\/p>\n<p>root&#064;39d67fa4c7bb:\/workspace\/fugui\/sophon-demo_20221027_181652\/sophon-demo_v0.1.0_b909566_20221027\/sample\/YOLOv5\/scripts# .\/ 2_2_gen_int8bmodel.sh<\/p>\n<p>\u6027\u80fd\u4e0d\u597d\u7684\u673a\u5668\u4f1a\u975e\u5e38\u6162&#xff0c;\u7b49\u5f85\u5b8c\u6210\u5373\u53ef<\/p>\n<p>\u7f16\u8bd1yolov5 c&#043;&#043;\u7a0b\u5e8f<\/p>\n<p>\/workspace\/sophon-demo\/sample\/YOLOv5\/cpp\/yolov5_bmcv\/build#<br \/>\ncd cpp\/deepsort_bmcv<br \/>\nmkdir build &amp;&amp; cd build<br \/>\n# \u8bf7\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u4fee\u6539-DSDK\u7684\u8def\u5f84&#xff0c;\u9700\u4f7f\u7528\u7edd\u5bf9\u8def\u5f84<br \/>\ncmake -DTARGET_ARCH&#061;soc -DSDK&#061;\/workspace\/soc-sdk ..<br \/>\nmake<\/p>\n<p>\u590d\u5236\u5230\u5f00\u53d1\u677f<\/p>\n<p>scp ..\/yolov5_bmcv.soc linaro&#064;192.168.17.153:\/data\/sophon-demo\/sample\/YOLOv5\/cpp\/yolov5_bmcv<\/p>\n<p>\u5f00\u53d1\u677f\u8fd0\u884c<\/p>\n<p>linaro&#064;bm1684:\/data\/sophon-demo\/sample\/YOLOv5\/cpp\/yolov5_bmcv$ .\/yolov5_bmcv_drawr.soc &#8211;input&#061;rtsp:\/\/admin:sangfor&#064;123&#064;192.168.17.253 &#8211;bmodel&#061;BM1684\/yolov5s_v6.1_3output_int8_1b.bmodel<\/p>\n<hr \/>\n<h4>\u76ee\u6807\u8ffd\u8e2a<\/h4>\n<p>\u6ce8&#xff1a;\u6240\u6709\u6a21\u578b\u8f6c\u6362\u90fd\u662f\u5728docker\u73af\u5883\u4e2d\u7684<\/p>\n<p>\u5148\u8fdb\u5165docker<\/p>\n<p>\u8fd9\u91cc\u6211\u4eec\u662f\u8981\u5728docker\u73af\u5883\u91cc\u7f16\u8bd1\u7684&#xff0c;\u6240\u4ee5\u5148\u8fdb\u5165docker<\/p>\n<p>:~\/tpu-nntc# docker run -v $PWD\/:\/workspace  -it sophgo\/tpuc_dev:latest<\/p>\n<p>\u521d\u59cb\u5316\u73af\u5883<\/p>\n<p>root&#064;2bb02a2e27d5:\/workspace\/tpu-nntc# source .\/scripts\/envsetup.sh<\/p>\n<p>docker\u91cc\u5b89\u88c5\u7f16\u8bd1\u5668<\/p>\n<p>root&#064;2bb02a2e27d5:\/workspace\/sophon-demo\/sample\/YOLOv5\/cpp\/yolov5_bmcv\/build# sudo apt-get install  gcc-aarch64-linux-gnu g&#043;&#043;-aarch64-linux-gnu libeigen3-dev<\/p>\n<p>\u672cC&#043;&#043;\u4f8b\u7a0b\u4f9d\u8d56Eigen&#xff0c;\u60a8\u9700\u8981\u5728\u7f16\u8bd1c&#043;&#043;\u7a0b\u5e8f\u7684\u673a\u5668\u4e0a\u8fd0\u884c\u5982\u4e0b\u547d\u4ee4\u5b89\u88c5&#xff1a;<\/p>\n<p>sudo apt install libeigen3-dev<\/p>\n<p>\u5148\u4e0b\u8f7d\u76f8\u5173\u6587\u4ef6&#xff0c;\u4e3b\u8981\u662f\u8ffd\u8e2a\u7684\u6d4b\u8bd5\u89c6\u9891&#xff0c;\u6d4b\u8bd5\u56fe\u7247&#xff0c;\u76ee\u6807\u8ffd\u8e2a\u7684\u6743\u91cd&#xff0c;\u76ee\u6807\u68c0\u6d4b\u7684\u6743\u91cd<\/p>\n<p># \u5b89\u88c5unzip&#xff0c;\u82e5\u5df2\u5b89\u88c5\u8bf7\u8df3\u8fc7<br \/>\nsudo apt install unzip<br \/>\nchmod -R &#043;x scripts\/<br \/>\n.\/scripts\/download.sh<\/p>\n<p>\u7136\u540e\u7f16\u8bd1c&#043;&#043;\u4ee3\u7801<\/p>\n<p>\/workspace\/sophon-demo\/sample\/DeepSORT\/cpp\/deepsort_bmcv\/build#<br \/>\ncd cpp\/deepsort_bmcv<br \/>\nmkdir build &amp;&amp; cd build<br \/>\n# \u8bf7\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u4fee\u6539-DSDK\u7684\u8def\u5f84&#xff0c;\u9700\u4f7f\u7528\u7edd\u5bf9\u8def\u5f84\u3002<br \/>\ncmake -DTARGET_ARCH&#061;soc -DSDK&#061;\/workspace\/soc-sdk ..<br \/>\nmake<\/p>\n<p>\u8fd9\u65f6\u4f1a\u751f\u6210deepsort_bmcv.soc\u6587\u4ef6&#xff0c;\u590d\u5236\u5230\u76d2\u5b50\u91cc<\/p>\n<p>:\/workspace\/sophon-demo\/sample\/DeepSORT\/cpp\/deepsort_bmcv# scp -r  deepsort_bmcv.soc linaro&#064;192.168.17.125:\/data\/yolo\/sophon-demo\/sample\/DeepSORT\/cpp<\/p>\n<p>\u6d4b\u8bd5\u89c6\u9891<\/p>\n<p>.\/deepsort_bmcv.soc &#8211;input&#061;rtsp:\/\/admin:sangfor&#064;123&#064;192.168.17.253 &#8211;bmodel_detector&#061;..\/..\/BM1684\/yolov5s_v6.1_3output_int8_1b.bmodel &#8211;bmodel_extractor&#061;..\/..\/BM1684\/extractor_fp32_1b.bmodel &#8211;dev_id&#061;0<\/p>\n<p>\u8fd0\u884c\u76f8\u5173\u4ee3\u7801&#xff0c;\u8fd9\u4e2a\u662f\u68c0\u6d4b\u56fe\u7247\u7684<\/p>\n<p>cd python<br \/>\npython3 deepsort_opencv.py &#8211;input ..\/datasets\/mot15_trainset\/ADL-Rundle-6\/img1 &#8211;bmodel_detector ..\/models\/BM1684\/yolov5s_v6.1_3output_int8_1b.bmodel &#8211;bmodel_extractor ..\/models\/BM1684\/extractor_fp32_1b.bmodel &#8211;dev_id&#061;0<\/p>\n<p>\u5bf9\u89c6\u9891\u8ffd\u8e2a<\/p>\n<p>python3 deepsort_opencv.py &#8211;input ..\/datasets\/test_car_person_1080P.mp4 &#8211;bmodel_detector ..\/models\/BM1684\/yolov5s_v6.1_3output_int8_1b.bmodel &#8211;bmodel_extractor ..\/models\/BM1684\/extractor_fp32_1b.bmodel &#8211;dev_id&#061;0<\/p>\n<p>\u5bf9\u672c\u5730\u6444\u50cf\u5934\u89c6\u9891\u8ffd\u8e2a<\/p>\n<p>python3 deepsort_opencv.py &#8211;input rtsp:\/\/admin:sangfor&#064;123&#064;192.168.17.253 &#8211;bmodel_detector ..\/models\/BM1684\/yolov5s_v6.1_3output_int8_1b.bmodel &#8211;bmodel_extractor ..\/models\/BM1684\/extractor_fp32_1b.bmodel &#8211;dev_id&#061;0<\/p>\n<h4>\u4eba\u4f53\u59ff\u6001\u4f30\u8ba1<\/h4>\n<p>python3 python\/openpose_opencv.py &#8211;input rtsp:\/\/admin:sangfor&#064;123&#064;192.168.17.253 &#8211;bmodel models\/BM1684\/pose_coco_fp32_1b.bmodel &#8211;dev_id 0<\/p>\n<hr \/>\n<p>\u751f\u6210\u7684\u6587\u4ef6\u4f1a\u653e\u5728sample\/YOLOv5\/data\/models\/BM1684\/int8model\/anquanmao_batch1\u91cc<\/p>\n<p>:~\/fugui\/sophon-demo_20221027_181652\/sophon-demo_v0.1.0_b909566_20221027\/sample\/YOLOv5\/data\/models\/BM1684\/int8model\/anquanmao_batch1# ls<br \/>\ncompilation.bmodel  input_ref_data.dat  io_info.dat  output_ref_data.dat<\/p>\n<p>\u7136\u540e\u5c06\u8f6c\u6362\u597d\u7684\u6a21\u578b\u63a8\u9001\u5230\u5f00\u53d1\u677f<\/p>\n<p>scp compilation.bmodel linaro&#064;{\u5f00\u53d1\u677fip\u5730\u5740}:\/data\/{\u4f60\u7684yolov5\u5b58\u653e\u8def\u5f84}<\/p>\n<h4>\u5f00\u53d1\u677f\u73af\u5883\u914d\u7f6e<\/h4>\n<p>\u642d\u5efa libsophon \u73af\u5883<\/p>\n<p>cd libsophon_&lt;date&gt;_&lt;hash&gt;<br \/>\n# \u5b89\u88c5\u4f9d\u8d56\u5e93&#xff0c;\u53ea\u9700\u8981\u6267\u884c\u4e00\u6b21<br \/>\nsudo apt install dkms libncurses5<br \/>\nsudo dpkg -i sophon-*.deb<br \/>\n# \u5728\u7ec8\u7aef\u6267\u884c\u5982\u4e0b\u547d\u4ee4&#xff0c;\u6216\u8005log out\u518dlog in\u5f53\u524d\u7528\u6237\u540e\u5373\u53ef\u4f7f\u7528bm-smi\u7b49\u547d\u4ee4<br \/>\nsource \/etc\/profile<\/p>\n<p>python3 yolov5_new_1.py &#8211;input rtsp:\/\/admin:1111111a&#064;192.168.16.223 &#8211;bmodel yolov5s_v6.1_3output_fp32_1b.bmodel<\/p>\n<\/p>\n<p>&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;\u677f\u5361\u4ecb\u7ecd&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;&#061;<\/p>\n<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"489\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145609-68050b09ce350.png\" width=\"355\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"740\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145610-68050b0a0898d.png\" width=\"1171\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"739\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145610-68050b0a7bb7e.png\" width=\"985\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"584\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145610-68050b0acf3d0.png\" width=\"1200\" \/><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"920\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250420145611-68050b0b67ce4.png\" width=\"1200\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb945\u6b21\uff0c\u70b9\u8d5e20\u6b21\uff0c\u6536\u85cf25\u6b21\u3002\u6211\u4eec\u5c5e\u4e8eSoC\u6a21\u5f0f\uff0c\u5373\u6211\u4eec\u5728x86\u4e3b\u673a\u4e0a\u57fa\u4e8etpu-nntc\u548clibsophon\u5b8c\u6210\u6a21\u578b\u7684\u7f16\u8bd1\u91cf\u5316\u4e0e\u7a0b\u5e8f\u7684\u4ea4\u53c9\u7f16\u8bd1\uff0c\u90e8\u7f72\u65f6\u5c06\u7f16\u8bd1\u597d\u7684\u7a0b\u5e8f\u62f7\u8d1d\u81f3SoC\u5e73\u53f0\uff081684\u5f00\u53d1\u677f\/SE\u5fae\u670d\u52a1\u5668\/SM\u6a21\u7ec4\uff09\u4e2d\u6267\u884c\u3002\u6ce8\uff1a\u4ee5\u4e0b\u90fd\u662f\u5728Ubuntu20.04\u7cfb\u7edf\u4e0a\u64cd\u4f5c\u7684\uff0c\u5f53\u7136Ubuntu18\u548c22\u4e5f\u662f\u53ef\u4ee5\u7684\uff0c\u56e0\u4e3a\u6211\u4eec\u4e3b\u8981\u662f\u7528\u7684\u5b98\u65b9 docker \u73af\u5883\u8fdb\u884c\u914d\u7f6e\u3002_bm1684x deepseek<\/p>\n","protected":false},"author":2,"featured_media":30603,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[2463,50,2464,43,2465,44],"topic":[],"class_list":["post-30616","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-ai","tag-50","tag-2464","tag-43","tag-2465","tag-44"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u57fa\u4e8eBM1684\u7684AI\u8fb9\u7f18\u670d\u52a1\u5668-\u6a21\u578b\u8f6c\u6362\uff0c\u5927\u6a21\u578b\u4e00\u4f53\u673a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/30616.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" 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