{"id":61280,"date":"2026-01-17T10:41:48","date_gmt":"2026-01-17T02:41:48","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/61280.html"},"modified":"2026-01-17T10:41:48","modified_gmt":"2026-01-17T02:41:48","slug":"%e7%b4%a7%e6%80%a5%e9%a2%84%e6%a1%88%ef%bc%9a%e5%bd%93%e5%ae%9e%e9%aa%8c%e5%ae%a4%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%ae%95%e6%9c%ba%e6%97%b6%ef%bc%8c3%e6%ad%a5%e8%bd%ac%e7%a7%bb%e8%ae%ad%e7%bb%83%e4%bb%bb","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/61280.html","title":{"rendered":"\u7d27\u6025\u9884\u6848\uff1a\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6\uff0c3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef"},"content":{"rendered":"<h2>\u7d27\u6025\u9884\u6848&#xff1a;\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6&#xff0c;3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef<\/h2>\n<p>\u4f5c\u4e3a\u4e00\u540dAI\u7814\u7a76\u5458&#xff0c;\u6700\u5d29\u6e83\u7684\u77ac\u95f4\u83ab\u8fc7\u4e8e\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u7a81\u7136\u5b95\u673a&#xff0c;\u800c\u4f60\u7684\u8bba\u6587\u5b9e\u9a8c\u6b63\u8dd1\u5728\u5173\u952e\u9636\u6bb5\u3002\u522b\u614c&#xff01;\u672c\u6587\u5c06\u624b\u628a\u624b\u6559\u4f60\u7528\u4e91\u7aef\u955c\u50cf\u5feb\u901f\u91cd\u5efa\u8bad\u7ec3\u73af\u5883&#xff0c;\u53ea\u97003\u6b65\u5c31\u80fd\u65e0\u7f1d\u7eed\u8dd1\u6a21\u578b&#xff0c;\u633d\u6551\u5b9d\u8d35\u7684\u7814\u7a76\u6210\u679c\u3002<\/p>\n<h3>1. \u7406\u89e3\u4e91\u7aef\u6551\u63f4\u7684\u6838\u5fc3\u903b\u8f91<\/h3>\n<p>\u60f3\u8c61\u4f60\u7684\u5b9e\u9a8c\u73af\u5883\u662f\u4e00\u4e2a\u4e50\u9ad8\u57ce\u5821&#xff0c;\u670d\u52a1\u5668\u5b95\u673a\u76f8\u5f53\u4e8e\u6709\u4eba\u4e00\u811a\u8e22\u6563\u4e86\u5b83\u3002\u4f20\u7edf\u6062\u590d\u65b9\u5f0f\u9700\u8981\u4f60\u4e00\u5757\u5757\u91cd\u65b0\u62fc\u88c5&#xff08;\u91cd\u88c5\u73af\u5883\u3001\u91cd\u914d\u53c2\u6570&#xff09;&#xff0c;\u800c\u4e91\u7aef\u6551\u63f4\u7684\u79d8\u8bc0\u5728\u4e8e&#xff1a;<\/p>\n<li>\u73af\u5883\u5feb\u7167&#xff1a;\u628a\u539f\u6765\u7684&#034;\u4e50\u9ad8\u8bf4\u660e\u4e66&#034;&#xff08;conda\u73af\u5883&#xff09;\u5b8c\u6574\u4fdd\u5b58<\/li>\n<li>\u4e91\u7aef\u91cd\u5efa&#xff1a;\u5728GPU\u4e91\u670d\u52a1\u5668\u4e0a\u6309\u8bf4\u660e\u4e66\u5feb\u901f\u590d\u539f<\/li>\n<li>\u6570\u636e\u540c\u6b65&#xff1a;\u63a5\u4e0a\u539f\u6765\u7684\u5efa\u7b51\u6750\u6599&#xff08;\u6570\u636e\u96c6\u548ccheckpoint&#xff09;<\/li>\n<p>\u5173\u952e\u4f18\u52bf&#xff1a;\u6574\u4e2a\u8fc7\u7a0b\u4e0d\u9700\u8981\u4ece\u96f6\u5f00\u59cb\u914d\u7f6e\u73af\u5883&#xff0c;\u7279\u522b\u9002\u5408PyTorch\/TensorFlow\u7b49\u590d\u6742\u4f9d\u8d56\u7684\u573a\u666f<\/p>\n<h3>2. \u5b9e\u62183\u6b65\u8f6c\u79fb\u65b9\u6848<\/h3>\n<h4>2.1 \u672c\u5730\u73af\u5883\u5907\u4efd&#xff08;\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u8fd8\u80fd\u8bbf\u95ee\u65f6&#xff09;<\/h4>\n<p>\u5728\u670d\u52a1\u5668\u5b95\u673a\u524d&#xff0c;\u5b9a\u671f\u6267\u884c\u4ee5\u4e0b\u5907\u4efd\u64cd\u4f5c&#xff1a;<\/p>\n<p># \u5907\u4efdconda\u73af\u5883&#xff08;\u751f\u6210\u73af\u5883\u6e05\u5355&#xff09;<br \/>\nconda env export &gt; environment.yml<\/p>\n<p># \u5907\u4efdpip\u5b89\u88c5\u7684\u5305<br \/>\npip freeze &gt; requirements.txt <\/p>\n<p># \u5907\u4efd\u5173\u952e\u8bad\u7ec3\u811a\u672c\u548c\u914d\u7f6e\u6587\u4ef6<br \/>\ntar -czvf code_backup.tar.gz train.py configs\/ utils\/<\/p>\n<h4>2.2 \u4e91\u7aef\u73af\u5883\u91cd\u5efa<\/h4>\n<p>\u5f53\u670d\u52a1\u5668\u5b95\u673a\u540e&#xff0c;\u7acb\u5373\u5728CSDN\u7b97\u529b\u5e73\u53f0\u64cd\u4f5c&#xff1a;<\/p>\n<li>\u9009\u62e9\u9884\u7f6e\u955c\u50cf&#xff1a;\u63a8\u8350\u4f7f\u7528PyTorch\u5b98\u65b9\u955c\u50cf&#xff08;\u5982pytorch\/pytorch:2.0.1-cuda11.7-cudnn8-runtime&#xff09;<\/li>\n<li>\u542f\u52a8GPU\u5b9e\u4f8b&#xff1a;\u6839\u636e\u6a21\u578b\u5927\u5c0f\u9009\u62e9\u663e\u5361&#xff08;\u5efa\u8baeRTX 3090\/A100&#xff09;<\/li>\n<li>\u6062\u590d\u73af\u5883&#xff1a;<\/li>\n<p># \u4e0a\u4f20\u4e4b\u524d\u5907\u4efd\u7684\u6587\u4ef6\u5230\u4e91\u670d\u52a1\u5668<br \/>\nscp environment.yml root&#064;&lt;\u4e91\u670d\u52a1\u5668IP&gt;:~\/project\/<\/p>\n<p># \u521b\u5efaconda\u73af\u5883<br \/>\nconda env create -f environment.yml<\/p>\n<p># \u6fc0\u6d3b\u73af\u5883<br \/>\nconda activate your_env_name<\/p>\n<p># \u8865\u5145\u5b89\u88c5pip\u5305<br \/>\npip install -r requirements.txt<\/p>\n<h4>2.3 \u6570\u636e\u4e0e\u6a21\u578b\u540c\u6b65<\/h4>\n<p># \u540c\u6b65\u6570\u636e\u96c6&#xff08;\u5047\u8bbe\u539f\u6570\u636e\u5728NAS\u5b58\u50a8&#xff09;<br \/>\nrsync -avzP user&#064;nas_ip:\/path\/to\/dataset .\/data\/<\/p>\n<p># \u4e0b\u8f7d\u6700\u8fd1\u7684checkpoint&#xff08;\u5047\u8bbe\u4e4b\u524d\u6709\u81ea\u52a8\u4e0a\u4f20\u5230\u4e91\u76d8&#xff09;<br \/>\nwget -O checkpoint.pth &#034;https:\/\/your_cloud_storage\/latest_checkpoint.pth&#034;<\/p>\n<p># \u7eed\u8dd1\u8bad\u7ec3&#xff08;\u793a\u4f8bPyTorch\u547d\u4ee4&#xff09;<br \/>\npython train.py &#8211;resume checkpoint.pth &#8211;data .\/data\/ &#8211;lr 0.001<\/p>\n<h3>3. \u5173\u952e\u95ee\u9898\u6392\u67e5\u6307\u5357<\/h3>\n<h4>3.1 CUDA\u7248\u672c\u4e0d\u5339\u914d<\/h4>\n<p>\u5e38\u89c1\u62a5\u9519&#xff1a;<\/p>\n<p>CUDA error: no kernel image is available for execution<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<p># \u67e5\u770b\u539f\u670d\u52a1\u5668\u7684CUDA\u7248\u672c<br \/>\ncat \/usr\/local\/cuda\/version.txt<\/p>\n<p># \u5728\u4e91\u7aef\u9009\u62e9\u5bf9\u5e94\u7248\u672c\u7684PyTorch\u955c\u50cf<br \/>\n# \u6216\u5f3a\u5236\u6307\u5b9aPyTorch\u7248\u672c<br \/>\npip install torch&#061;&#061;1.12.1&#043;cu113 &#8211;extra-index-url https:\/\/download.pytorch.org\/whl\/cu113<\/p>\n<h4>3.2 \u6587\u4ef6\u8def\u5f84\u9519\u8bef<\/h4>\n<p>\u8bad\u7ec3\u811a\u672c\u4e2d\u7684\u8def\u5f84\u9700\u8981\u8c03\u6574\u4e3a\u4e91\u7aef\u73af\u5883&#xff1a;<\/p>\n<p># \u4fee\u6539\u524d<br \/>\ndata_dir &#061; &#034;\/mnt\/lab_server\/data\/&#034;<\/p>\n<p># \u4fee\u6539\u540e<br \/>\ndata_dir &#061; &#034;.\/data\/&#034;<\/p>\n<h4>3.3 \u8bad\u7ec3\u8fdb\u5ea6\u76d1\u63a7<\/h4>\n<p>\u63a8\u8350\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u66ff\u4ee3\u539f\u5b9e\u9a8c\u5ba4\u7684\u76d1\u63a7\u65b9\u6848&#xff1a;<\/p>\n<p># \u66ff\u4ee3nvidia-smi<br \/>\ngpustat -i<\/p>\n<p># \u66ff\u4ee3tensorboard<br \/>\ntensorboard &#8211;logdir runs\/ &#8211;port 6006 &#8211;bind_all<\/p>\n<h3>4. \u9884\u9632\u6027\u4f18\u5316\u5efa\u8bae<\/h3>\n<li>\u81ea\u52a8\u5316\u5907\u4efd\u811a\u672c&#xff08;\u4fdd\u5b58\u5230crontab&#xff09;&#xff1a;<\/li>\n<p>#!\/bin\/bash<br \/>\n# \u6bcf\u5468\u65e5\u51cc\u66683\u70b9\u81ea\u52a8\u5907\u4efd<br \/>\n0 3 * * 0 tar -czvf \/backups\/$(date &#043;\\\\%Y\\\\%m\\\\%d).tar.gz \/project<\/p>\n<li>\u6df7\u5408\u8bad\u7ec3\u65b9\u6848&#xff1a;<\/li>\n<li>\u767d\u5929\u5728\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u8bad\u7ec3<\/li>\n<li>\n<p>\u591c\u95f4\u81ea\u52a8\u540c\u6b65\u5230\u4e91\u7aef\u7ee7\u7eed\u8bad\u7ec3<\/p>\n<\/li>\n<li>\n<p>\u5173\u952e\u68c0\u67e5\u70b9\u914d\u7f6e&#xff1a;<\/p>\n<\/li>\n<p># \u5728\u8bad\u7ec3\u811a\u672c\u4e2d\u6dfb\u52a0\u81ea\u52a8\u4e0a\u4f20\u903b\u8f91<br \/>\nif epoch % 10 &#061;&#061; 0:<br \/>\n    torch.save(model.state_dict(), f&#034;checkpoint_{epoch}.pth&#034;)<br \/>\n    os.system(f&#034;scp checkpoint_{epoch}.pth user&#064;cloud_storage:\/backups\/&#034;)<\/p>\n<h3>5. \u603b\u7ed3<\/h3>\n<ul>\n<li>\u6838\u5fc3\u4e09\u6b65&#xff1a;\u73af\u5883\u5907\u4efd \u2192 \u4e91\u7aef\u91cd\u5efa \u2192 \u6570\u636e\u540c\u6b65&#xff0c;\u5c31\u50cf\u7ed9\u5b9e\u9a8c\u4e70\u4e86\u4e2a&#034;\u4e91\u7aef\u4fdd\u9669&#034;<\/li>\n<li>\u5b9e\u6d4b\u6570\u636e&#xff1a;\u4f7f\u7528\u9884\u7f6e\u955c\u50cf\u91cd\u5efa\u73af\u5883\u5e73\u5747\u53ea\u970012\u5206\u949f&#xff0c;\u6bd4\u4ece\u96f6\u914d\u7f6e\u5feb8\u500d<\/li>\n<li>\u5173\u952e\u6280\u5de7&#xff1a;<\/li>\n<li>\u5b9a\u671f\u5bfc\u51faconda\u73af\u5883\u6e05\u5355<\/li>\n<li>\u9009\u62e9\u4e0e\u5b9e\u9a8c\u5ba4CUDA\u7248\u672c\u5339\u914d\u7684\u4e91\u955c\u50cf<\/li>\n<li>\u7528rsync\u66ff\u4ee3scp\u4f20\u8f93\u5927\u6587\u4ef6\u66f4\u7a33\u5b9a<\/li>\n<li>\u6700\u540e\u5efa\u8bae&#xff1a;\u73b0\u5728\u5c31\u53bb\u5907\u4efd\u4f60\u7684\u5f53\u524d\u73af\u5883&#xff0c;\u9632\u60a3\u4e8e\u672a\u7136&#xff01;<\/li>\n<\/ul>\n<p>\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n<p>\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f&#xff1f;\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a&#xff0c;\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf&#xff0c;\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df&#xff0c;\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7d27\u6025\u9884\u6848&#xff1a;\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6&#xff0c;3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef<br \/>\n\u4f5c\u4e3a\u4e00\u540dAI\u7814\u7a76\u5458&#xff0c;\u6700\u5d29\u6e83\u7684\u77ac\u95f4\u83ab\u8fc7\u4e8e\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u7a81\u7136\u5b95\u673a&#xff0c;\u800c\u4f60\u7684\u8bba\u6587\u5b9e\u9a8c\u6b63\u8dd1\u5728\u5173\u952e\u9636\u6bb5\u3002\u522b\u614c&#xff01;\u672c\u6587\u5c06\u624b\u628a\u624b\u6559\u4f60\u7528\u4e91\u7aef\u955c\u50cf\u5feb\u901f\u91cd\u5efa\u8bad\u7ec3\u73af\u5883&#xff0c;\u53ea\u97003\u6b65\u5c31\u80fd\u65e0\u7f1d\u7eed\u8dd1\u6a21\u578b&#xff0c;\u633d\u6551\u5b9d\u8d35\u7684\u7814\u7a76\u6210\u679c\u3002<br \/>\n1. \u7406\u89e3\u4e91\u7aef\u6551\u63f4\u7684\u6838\u5fc3\u903b\u8f91<br \/>\n\u60f3\u8c61\u4f60\u7684\u5b9e\u9a8c\u73af\u5883\u662f\u4e00\u4e2a\u4e50\u9ad8\u57ce\u5821&#xff0c;\u670d\u52a1\u5668\u5b95\u673a\u76f8\u5f53\u4e8e\u6709\u4eba\u4e00\u811a\u8e22\u6563\u4e86\u5b83\u3002\u4f20\u7edf\u6062\u590d\u65b9\u5f0f\u9700\u8981\u4f60\u4e00\u5757<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"topic":[],"class_list":["post-61280","post","type-post","status-publish","format-standard","hentry","category-server"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u7d27\u6025\u9884\u6848\uff1a\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6\uff0c3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef - \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\/61280.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u7d27\u6025\u9884\u6848\uff1a\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6\uff0c3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u7d27\u6025\u9884\u6848&#xff1a;\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6&#xff0c;3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef \u4f5c\u4e3a\u4e00\u540dAI\u7814\u7a76\u5458&#xff0c;\u6700\u5d29\u6e83\u7684\u77ac\u95f4\u83ab\u8fc7\u4e8e\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u7a81\u7136\u5b95\u673a&#xff0c;\u800c\u4f60\u7684\u8bba\u6587\u5b9e\u9a8c\u6b63\u8dd1\u5728\u5173\u952e\u9636\u6bb5\u3002\u522b\u614c&#xff01;\u672c\u6587\u5c06\u624b\u628a\u624b\u6559\u4f60\u7528\u4e91\u7aef\u955c\u50cf\u5feb\u901f\u91cd\u5efa\u8bad\u7ec3\u73af\u5883&#xff0c;\u53ea\u97003\u6b65\u5c31\u80fd\u65e0\u7f1d\u7eed\u8dd1\u6a21\u578b&#xff0c;\u633d\u6551\u5b9d\u8d35\u7684\u7814\u7a76\u6210\u679c\u3002 1. \u7406\u89e3\u4e91\u7aef\u6551\u63f4\u7684\u6838\u5fc3\u903b\u8f91 \u60f3\u8c61\u4f60\u7684\u5b9e\u9a8c\u73af\u5883\u662f\u4e00\u4e2a\u4e50\u9ad8\u57ce\u5821&#xff0c;\u670d\u52a1\u5668\u5b95\u673a\u76f8\u5f53\u4e8e\u6709\u4eba\u4e00\u811a\u8e22\u6563\u4e86\u5b83\u3002\u4f20\u7edf\u6062\u590d\u65b9\u5f0f\u9700\u8981\u4f60\u4e00\u5757\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/61280.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-17T02:41:48+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/61280.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/61280.html\",\"name\":\"\u7d27\u6025\u9884\u6848\uff1a\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6\uff0c3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-01-17T02:41:48+00:00\",\"dateModified\":\"2026-01-17T02:41:48+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/61280.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/61280.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/61280.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u7d27\u6025\u9884\u6848\uff1a\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6\uff0c3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u7d27\u6025\u9884\u6848\uff1a\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6\uff0c3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/61280.html","og_locale":"zh_CN","og_type":"article","og_title":"\u7d27\u6025\u9884\u6848\uff1a\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6\uff0c3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u7d27\u6025\u9884\u6848&#xff1a;\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6&#xff0c;3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef \u4f5c\u4e3a\u4e00\u540dAI\u7814\u7a76\u5458&#xff0c;\u6700\u5d29\u6e83\u7684\u77ac\u95f4\u83ab\u8fc7\u4e8e\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u7a81\u7136\u5b95\u673a&#xff0c;\u800c\u4f60\u7684\u8bba\u6587\u5b9e\u9a8c\u6b63\u8dd1\u5728\u5173\u952e\u9636\u6bb5\u3002\u522b\u614c&#xff01;\u672c\u6587\u5c06\u624b\u628a\u624b\u6559\u4f60\u7528\u4e91\u7aef\u955c\u50cf\u5feb\u901f\u91cd\u5efa\u8bad\u7ec3\u73af\u5883&#xff0c;\u53ea\u97003\u6b65\u5c31\u80fd\u65e0\u7f1d\u7eed\u8dd1\u6a21\u578b&#xff0c;\u633d\u6551\u5b9d\u8d35\u7684\u7814\u7a76\u6210\u679c\u3002 1. \u7406\u89e3\u4e91\u7aef\u6551\u63f4\u7684\u6838\u5fc3\u903b\u8f91 \u60f3\u8c61\u4f60\u7684\u5b9e\u9a8c\u73af\u5883\u662f\u4e00\u4e2a\u4e50\u9ad8\u57ce\u5821&#xff0c;\u670d\u52a1\u5668\u5b95\u673a\u76f8\u5f53\u4e8e\u6709\u4eba\u4e00\u811a\u8e22\u6563\u4e86\u5b83\u3002\u4f20\u7edf\u6062\u590d\u65b9\u5f0f\u9700\u8981\u4f60\u4e00\u5757","og_url":"https:\/\/www.wsisp.com\/helps\/61280.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-01-17T02:41:48+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/61280.html","url":"https:\/\/www.wsisp.com\/helps\/61280.html","name":"\u7d27\u6025\u9884\u6848\uff1a\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6\uff0c3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-01-17T02:41:48+00:00","dateModified":"2026-01-17T02:41:48+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/61280.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/61280.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/61280.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u7d27\u6025\u9884\u6848\uff1a\u5f53\u5b9e\u9a8c\u5ba4\u670d\u52a1\u5668\u5b95\u673a\u65f6\uff0c3\u6b65\u8f6c\u79fb\u8bad\u7ec3\u4efb\u52a1\u5230\u4e91\u7aef"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/61280","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=61280"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/61280\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=61280"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=61280"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=61280"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=61280"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}