{"id":77008,"date":"2026-02-23T19:42:06","date_gmt":"2026-02-23T11:42:06","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/77008.html"},"modified":"2026-02-23T19:42:06","modified_gmt":"2026-02-23T11:42:06","slug":"%e5%ae%87%e6%a0%91h1%e4%ba%ba%e5%bd%a2%e6%9c%ba%e5%99%a8%e4%ba%ba%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e6%8e%a7%e5%88%b6rl%e4%be%8b%e7%a8%8b%e5%a4%8d%e7%8e%b0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/77008.html","title":{"rendered":"\u5b87\u6811H1\u4eba\u5f62\u673a\u5668\u4eba\u5f3a\u5316\u5b66\u4e60\u63a7\u5236RL\u4f8b\u7a0b\u590d\u73b0"},"content":{"rendered":"<h2>Unitree RL GYM<\/h2>\n<p>Unitree RL GYM \u662f\u4e00\u4e2a\u57fa\u4e8e Unitree \u673a\u5668\u4eba\u5e73\u53f0\u548cIsaac Gym\u4eff\u771f\u7684\u5f3a\u5316\u5b66\u4e60\u793a\u4f8b\u4ed3\u5e93&#xff0c;\u652f\u6301\u591a\u79cd Unitree \u673a\u5668\u4eba\u578b\u53f7&#xff08;\u5982 Go2\u3001H1\u3001H1_2 \u548c G1&#xff09;\u3002<\/p>\n<p> \u901a\u8fc7\u5f3a\u5316\u5b66\u4e60&#xff08;Reinforcement Learning&#xff09;\u6280\u672f\u5b9e\u73b0\u673a\u5668\u4eba\u7684\u8fd0\u52a8\u63a7\u5236&#xff0c;\u6db5\u76d6\u4ece\u4eff\u771f\u8bad\u7ec3\u5230\u5b9e\u7269\u90e8\u7f72\u7684\u5168\u6d41\u7a0b&#xff0c;\u5305\u62ec&#xff1a;<\/p>\n<p>\u8bad\u7ec3&#xff08;Train&#xff09;&#xff1a;\u5728\u4eff\u771f\u73af\u5883\u4e2d\u8bad\u7ec3\u673a\u5668\u4eba\u7b56\u7565\u3002 \u64ad\u653e&#xff08;Play&#xff09;&#xff1a;\u9a8c\u8bc1\u8bad\u7ec3\u6548\u679c\u3002 \u4eff\u771f\u5230\u4eff\u771f&#xff08;Sim2Sim&#xff09;&#xff1a;\u5c06\u7b56\u7565\u8fc1\u79fb\u5230\u5176\u4ed6\u4eff\u771f\u5668&#xff08;\u5982 Mujoco&#xff09;\u3002 \u4eff\u771f\u5230\u5b9e\u7269&#xff08;Sim2Real&#xff09;&#xff1a;\u5c06\u7b56\u7565\u90e8\u7f72\u5230\u771f\u5b9e\u673a\u5668\u4eba\u3002<\/p>\n<\/p>\n<p>\u63a5\u4e0b\u6765\u5c06\u6309\u7167\u5b98\u65b9\u5f00\u6e90\u6587\u6863&#xff0c;\u4ee5\u5b87\u6811H1\u4e3a\u4f8b\u8fdb\u884c\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u548c\u63a8\u7406&#xff0c;\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u9009H1\u8fd9\u4e48\u8001\u7684\u673a\u578b\u7740\u624b&#xff0c;\u800c\u4e0d\u662f\u66f4\u52a0\u6d41\u884c\u7684G1\u3001H2\u4eba\u5f62\u673a\u5668\u4eba&#xff0c;\u5c31\u662f\u56e0\u4e3aH1\u5173\u8282\u81ea\u7531\u5ea6\u5c11\u6574\u673a\u7ed3\u6784\u7b80\u5355&#xff0c;\u4ee5\u540e\u51c6\u5907\u4f7f\u7528python\u7814\u7a76\u5b87\u6811H1\u4eba\u5f62\u673a\u5668\u4eba\u5168\u8eab\u8fd0\u52a8\u5b66\u3002<\/p>\n<h3 id=\"heading-7\">H1\u5173\u8282\u5e8f\u53f7\u4e0e\u5173\u8282\u9650\u4f4d<\/h3>\n<table>\n<tr>\u5173\u8282\u5e8f\u53f7\u5173\u8282\u540d\u79f0\u9650\u4f4d<\/tr>\n<tbody>\n<tr>\n<td>8<\/td>\n<td>\u53f3\u817f\u504f\u822a\u7535\u673a<\/td>\n<td>-0.43~&#043;0.43\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>0<\/td>\n<td>\u53f3\u817f\u6eda\u52a8\u7535\u673a<\/td>\n<td>-0.43~&#043;0.43\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>1<\/td>\n<td>\u53f3\u817f\u4fef\u4ef0\u7535\u673a<\/td>\n<td>-3.14~&#043;2.53\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u53f3\u817f\u819d\u7535\u673a<\/td>\n<td>-0.26~&#043;2.05\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>11<\/td>\n<td>\u53f3\u817f\u8e1d\u7535\u673a<\/td>\n<td>-0.87~&#043;0.52\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>7<\/td>\n<td>\u5de6\u817f\u504f\u822a\u7535\u673a<\/td>\n<td>-0.43~&#043;0.43\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u5de6\u817f\u6eda\u52a8\u7535\u673a<\/td>\n<td>-0.43~&#043;0.43\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u5de6\u817f\u4fef\u4ef0\u7535\u673a<\/td>\n<td>-3.14~&#043;2.53\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>\u5de6\u817f\u819d\u7535\u673a<\/td>\n<td>-0.26~&#043;2.05\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>10<\/td>\n<td>\u5de6\u817f\u8e1d\u7535\u673a<\/td>\n<td>-0.87~&#043;0.52\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>6<\/td>\n<td>\u8eaf\u5e72\u504f\u822a\u7535\u673a<\/td>\n<td>-2.35~&#043;2.35\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>12<\/td>\n<td>\u53f3\u624b\u4fef\u4ef0\u7535\u673a<\/td>\n<td>-2.87~&#043;2.87\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>13<\/td>\n<td>\u53f3\u624b\u6eda\u52a8\u7535\u673a<\/td>\n<td>-3.11~&#043;0.34\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>14<\/td>\n<td>\u53f3\u624b\u504f\u822a\u7535\u673a<\/td>\n<td>-4.45~&#043;1.3\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>15<\/td>\n<td>\u53f3\u624b\u8098\u7535\u673a<\/td>\n<td>-1.25~&#043;2.61\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>16<\/td>\n<td>\u5de6\u624b\u4fef\u4ef0\u7535\u673a<\/td>\n<td>-2.87~&#043;2.87\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>17<\/td>\n<td>\u5de6\u624b\u6eda\u52a8\u7535\u673a<\/td>\n<td>-0.34~&#043;3.11\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>18<\/td>\n<td>\u5de6\u624b\u504f\u822a\u7535\u673a<\/td>\n<td>-1.3~&#043;4.45\u00a0rad<\/td>\n<\/tr>\n<tr>\n<td>19<\/td>\n<td>\u5de6\u624b\u8098\u7535\u673a<\/td>\n<td>-1.25~&#043;2.61\u00a0rad<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1498\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260223114157-699c3d0516c13.png\" width=\"1698\" \/><\/h2>\n<p>\u4e00\u5171\u624d19\u4e2a\u81ea\u7531\u5ea6&#xff0c;\u4ee5\u5f80\u9047\u5230\u7684\u673a\u68b0\u81c2\u63a7\u5236\u4e5f\u89816-7\u4e2a\u81ea\u7531\u5ea6&#xff0c;\u8fd9\u6837\u590d\u6742\u5ea6\u4e0d\u4f1a\u592a\u9ad8&#xff0c;\u6bd5\u7adf\u4e1a\u4f59\u65f6\u95f4\u6709\u9650\u3002<\/p>\n<h2>\u73af\u5883\u51c6\u5907<\/h2>\n<h3>\u7cfb\u7edf&#xff1a;<\/h3>\n<p>ubuntu20&#xff0c;\u611f\u89c9\u662f\u76ee\u524d\u6700\u7a33\u5b9a\u5e38\u7528\u7684&#xff0c;\u6700\u597d\u4e0d\u8981\u7528\u865a\u62df\u673a<\/p>\n<h3>\u663e\u5361&#xff1a;<\/h3>\n<p>Nidia\u663e\u5361\u9a71\u52a8\u6211\u7684\u7248\u672c: 570.144<\/p>\n<p>\u7ec8\u7aef\u8f93\u5165\u6307\u4ee4\u67e5\u770b&#xff1a;nvidia-smi<\/p>\n<p>Mon Feb 23 13:46:02 2026<\/p>\n<p>&#043;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;&#043;<\/p>\n<p>| NVIDIA-SMI 570.144 Driver Version: 570.144 CUDA Version: 12.8 |<\/p>\n<\/p>\n<p>\u7ec8\u7aef\u8f93\u5165\u6307\u4ee4\u67e5\u770b&#xff1a;nvcc -V<\/p>\n<p>nvcc: NVIDIA (R) Cuda compiler driver<\/p>\n<p>Copyright (c) 2005-2025 NVIDIA Corporation<\/p>\n<p>Built on Fri_Feb_21_20:23:50_PST_2025<\/p>\n<p>Cuda compilation tools, release 12.8, V12.8.93<\/p>\n<p>Build cuda_12.8.r12.8\/compiler.35583870_0<\/p>\n<\/p>\n<p>NVIDIA \u7684\u9a71\u52a8\u5411\u540e\u517c\u5bb9&#xff0c;\u5b9e\u6d4b\u53ef\u7528&#xff0c;\u672c\u6765\u60f3\u6309\u7167\u5b98\u65b9\u6587\u6863\u8981\u6c42\u964d\u7ea7\u7684\u3002<\/p>\n<\/p>\n<h3>Anaconda:<\/h3>\n<p>conda create -n rl-h1 python&#061;3.8<\/p>\n<p># To activate this environment, use<\/p>\n<p>conda activate rl-h1<\/p>\n<p># To deactivate an active environment, use<\/p>\n<p>conda deactivate <\/p>\n<p>\u00a0 <\/p>\n<h2> \u5f00\u59cb\u5f3a\u5316\u5b66\u4e60\u63a7\u5236RL\u590d\u73b0<\/h2>\n<\/p>\n<p>\u6240\u6709\u7684\u5185\u5bb9\u5728\u5b98\u7f51\u90fd\u53ef\u4ee5\u627e\u5230&#xff1a;<\/p>\n<p>https:\/\/support.unitree.com\/home\/zh\/H1_developer\/RL_Control_Routine<\/p>\n<h3>\u4e0b\u8f7d Isaac Gym Preview 4 \u4eff\u771f\u5e73\u53f0<\/h3>\n<p>https:\/\/developer.nvidia.com\/isaac-gym<br \/>\n# current directory: isaacgym\/python<br \/>\npip install -e .<\/p>\n<p># current directory: isaacgym\/python\/examples<br \/>\npython 1080_balls_of_solitude.py <\/p>\n<h3>\u5b89\u88c5rsl_rl\u5e93<\/h3>\n<p>git config &#8211;global http.sslbackend gnutls<br \/>\ngit clone https:\/\/github.com\/leggedrobotics\/rsl_rl<br \/>\ncd rsl_rl<br \/>\ngit checkout v1.0.2<br \/>\npip install -e . <\/p>\n<p>\u82e5\u5b89\u88c5\u6210\u529f&#xff0c;\u53ef\u770b\u5230\u5982\u4e0b\u7a97\u53e3\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"955\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260223114158-699c3d062946e.png\" width=\"1620\" \/><\/p>\n<h3>\u6a21\u578b\u8bad\u7ec3<\/h3>\n<p># \u4e0b\u8f7d\u5b87\u6811\u5b98\u65b9\u793a\u4f8b\u4ee3\u7801<\/p>\n<p>git clone https:\/\/github.com\/unitreerobotics\/unitree_rl_gym.git<\/p>\n<p># \u4fee\u6539 legged_gym\/scripts\/train.py &#xff0c; legged_gym\/scripts\/play.py \u4e2d\u7684sys.path.append(&#034;\/home\/unitree\/h1\/legged_gym&#034;)<br \/>\n# \u4e3a\u81ea\u5df1\u7684\u8def\u5f84\u3002<br \/>\n# \u6fc0\u6d3b\u5f3a\u5316\u5b66\u4e60\u865a\u62df\u73af\u5883<\/p>\n<p>#\u6ce8\u610f\u5b98\u65b9\u6587\u6863\u6f0f\u4e86\u5b89\u88c5\u8fd9\u4e00\u6b65&#xff01;&#xff01;&#xff01;&#xff01;&#xff01;&#xff01;&#xff01;&#xff01;&#xff01;&#xff01;&#xff01;&#xff01;<br \/>\ncd unitree_rl_gym<br \/>\npip install -e .<\/p>\n<p>conda activate rl-h1<\/p>\n<p># \u5207\u6362\u5230 legged_gym\/scripts \u76ee\u5f55\u4e0b&#xff0c;\u6267\u884c\u8bad\u7ec3\u6307\u4ee4&#xff0c;\u5f00\u59cb\u8bad\u7ec3\u3002<\/p>\n<p>python3  train.py &#8211;task&#061;h1<\/p>\n<p># \u4fee\u6539 train.py \u6587\u4ef6\u4e2d\u7684 args.headless \u53c2\u6570&#xff0c;\u53ef\u5f00\u542f\u6216\u5173\u95ed\u53ef\u89c6\u5316\u754c\u9762\u3002 <\/p>\n<p>isaac_gym \u51fa\u73b0\u5982\u4e0b\u754c\u9762&#xff0c;\u5219\u8bad\u7ec3\u5f00\u59cb\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1442\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260223114159-699c3d070c0e8.png\" width=\"2562\" \/><\/p>\n<p>\u6211\u76843070\u663e\u5361\u53ea\u67098G\u663e\u5b58&#xff0c;\u9a6c\u4e0a\u5c31\u6ee1\u8f7d\u4e86&#xff0c;\u8bad\u7ec3\u8fc7\u7a0b\u9ed8\u8ba4\u8fed\u4ee310000\u6b21&#xff0c;\u5b9e\u5728\u592a\u6f2b\u957f\u4e86<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1408\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260223114201-699c3d09e6cfc.png\" width=\"2486\" \/><\/p>\n<p>\u786c\u4ef6\u8d44\u6e90\u6709\u9650&#xff0c;\u7b49\u4e0d\u4e86\u6539\u6210100\u6b21\u3002<\/p>\n<p>\u5728\/unitree_rl_gym\/legged_gym\/envs\/h1\/h1_config.py\u6587\u4ef6\u4e2d\u4fee\u6539<\/p>\n<p>max_iterations &#061; 100<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"1410\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260223114203-699c3d0b59145.png\" width=\"2485\" \/><\/p>\n<p>100\u6b21\u4e5f\u8dd1\u4e86\u5927\u6982\u534a\u5c0f\u65f6&#xff0c;\u5982\u679c\u9ed8\u8ba410000\u6b21\u90a3\u5c31\u662f50\u4e2a\u5c0f\u65f6&#xff0c;\u5373\u4f7f\u6587\u6863\u63a8\u8350\u76841500\u6b21\u4e5f\u89818\u5c0f\u65f6&#xff0c;\u7b49\u4e0d\u53ca&#xff0c;\u5148\u8dd1\u901a\u6d41\u7a0b<\/p>\n<h3>\u63a8\u7406<\/h3>\n<p>python play.py &#8211;task&#061;h1 <\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"955\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260223114204-699c3d0cbd008.png\" width=\"1620\" \/><\/p>\n<p>100\u6b21\u8bad\u7ec3\u7684\u6a21\u578b\u80fd\u529b\u8fd8\u662f\u4e1c\u5012\u897f\u6b6a\u7684&#xff0c;\u63a8\u8350\u76841500\u6b21\u5e94\u8be5\u662f\u5b98\u65b9\u5b9e\u6d4b\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684<\/p>\n<p>\u76f4\u63a5\u653e\u4e00\u4e2a\u5b98\u65b9\u89c6\u9891<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"451\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/02\/20260223114205-699c3d0dabaa3.gif\" width=\"778\" \/><\/p>\n<\/p>\n<h2>\u62a5\u9519\u5904\u7406<\/h2>\n<p>\u62a5\u9519&#xff1a;AttributeError: module &#039;distutils&#039; has no attribute &#039;version&#039;<\/p>\n<\/p>\n<p>\u8fd0\u884cpip show setuptools\u67e5\u770b<\/p>\n<p>Name: setuptools<\/p>\n<p>Version: 75.1.0<\/p>\n<\/p>\n<p>\u56e0\u4e3a setuptools\u7248\u672c\u8fc7\u9ad8&#xff0c;\u79fb\u9664\u4e86\u5bf9 distutils\u7684\u652f\u6301\u3002\u9700\u8981\u964d\u7ea7 setuptools\u5230\u517c\u5bb9\u7248\u672c\u3002<\/p>\n<p>pip install setuptools&#061;&#061;58.0.4<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Unitree RL GYM<br \/>\nUnitree RL GYM \u662f\u4e00\u4e2a\u57fa\u4e8e Unitree \u673a\u5668\u4eba\u5e73\u53f0\u548cIsaac Gym\u4eff\u771f\u7684\u5f3a\u5316\u5b66\u4e60\u793a\u4f8b\u4ed3\u5e93&#xff0c;\u652f\u6301\u591a\u79cd Unitree \u673a\u5668\u4eba\u578b\u53f7&#xff08;\u5982 Go2\u3001H1\u3001H1_2 \u548c G1&#xff09;\u3002 \u901a\u8fc7\u5f3a\u5316\u5b66\u4e60&#xff08;Reinforcement Learning&#xff09;\u6280\u672f\u5b9e\u73b0\u673a\u5668\u4eba\u7684\u8fd0\u52a8\u63a7\u5236&#xff0c;\u6db5\u76d6\u4ece\u4eff\u771f\u8bad\u7ec3\u5230\u5b9e\u7269\u90e8\u7f72\u7684\u5168\u6d41\u7a0b&#xff0c;\u5305\u62ec&#xff1a;<br \/>\n\u8bad\u7ec3&amp;#xff<\/p>\n","protected":false},"author":2,"featured_media":77001,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[6561,8418,632,3747,752,384],"topic":[],"class_list":["post-77008","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-6561","tag-h1","tag-isaac","tag-3747","tag-752","tag-384"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5b87\u6811H1\u4eba\u5f62\u673a\u5668\u4eba\u5f3a\u5316\u5b66\u4e60\u63a7\u5236RL\u4f8b\u7a0b\u590d\u73b0 - \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\/77008.html\" \/>\n<meta property=\"og:locale\" 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