![\"Dell_XPS_Laptop_Front-Desktop.png\"](\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657cf89337434c4406bb62e2\/1-0.png\" "\\"\\"")
<\/p>\n\u6682\u4e14\u4e0d\u8c08\u8fd9\u4e00\u6bb5\u5bf9\u4e8eAI\u7814\u7a76\u7684\u53f0\u8bcd\uff0c\u636e\u8bf4\u662fMicrosoft\u548cOpenAI\u63d0\u4f9b\u4e86Minecraft\u7684Python\u6a21\u5757\u4f9b\u6211\u4eec\u4f7f\u7528\uff0c\u6240\u4ee5\u6211\u5c1d\u8bd5\u4e86\u4e00\u4e0b\u3002<\/p>\n
\uff08\u5047\u5982\u4e07\u4e00\u6709\u4eba\u4e0d\u7406\u89e3\u4e0a\u9762\u90a3\u53e5\u8bdd\u7684\u610f\u601d\uff0c\u5c31\u4e0d\u8981\u60f3\u7740\u514d\u8d39\u73a9\u6211\u7684\u4e16\u754c\u4e86\uff0c\u8001\u8001\u5b9e\u5b9e\u4e70\u8f6f\u4ef6\u5427\u3002\uff09<\/p>\n
\u9a6c\u6d1b 2018\u5e74<\/p>\n
\u7a0d\u5fae\u8dd1\u9898\u4e00\u4e0b\uff0c\u542c\u8bf4\u6709\u4e00\u4e2a\u4ee5\uff08\u5047\u8bbe\u4e3a\u57fa\u7840\u7684\uff09\u6df1\u5c42\u5f3a\u5316\u5b66\u4e60AI\u4e3a\u53c2\u8003\u7684Minecraft\u7ade\u8d5b\uff0c\u51a0\u519b\u5956\u91d1\u636e\u8bf4\u662f100\u4e07\u65e5\u5143\u3002<\/p>\n
![\"marlo.png\"](\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657cf89337434c4406bb62e2\/7-0.png\" "\\"\\"")
<\/p>\n\u6211\u51b3\u5b9a\u5c1d\u8bd5\u6311\u6218\u8fd9\u4e2a\uff0c\u5c31\u7b97\u53ea\u662f\u8bd5\u4e00\u8bd5\u3002<\/p>\n
\u5927\u81f4\u6765\u8bf4\uff0c\u6709\u4e00\u79cd\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n
\u5065\u8eab\u623f\uff08OpenAI\uff09<- malmo <- marlo\uff08\u2190\u6211\u60f3\u8981\u8fd9\u4e2a\uff01\uff09\n\n
\u4e0b\u9762\u662f\u4e09\u4e2a\u5b58\u50a8\u5e93\u7684\u94fe\u63a5\uff1a<\/p>\n
– OpenAI\u7684gym\u5b58\u50a8\u5e93\uff1ahttps:\/\/github.com\/openai\/gym
\n– \u5fae\u8f6f\u7684malmo\u5b58\u50a8\u5e93\uff1ahttps:\/\/github.com\/Microsoft\/malmo
\n– crowdAI\u7684marLo\u5b58\u50a8\u5e93\uff1ahttps:\/\/github.com\/crowdAI\/marLo<\/p>\n
\u662f\u7684\u3002<\/p>\n
\uff08\u6211\u8bd5\u56fe\u5b89\u88c5malmo\u5374\u4e0d\u7406\u89e3\u8fd9\u4e2a\uff0c\u7ed3\u679c\u641e\u7838\u4e86\uff09<\/p>\n
\u73af\u5883\u5efa\u7acb<\/p>\n
\u5982\u679c\u53ea\u4f9d\u7167 https:\/\/github.com\/crowdAI\/marLo \uff0c\u90a3\u5c31\u597d\u4e86\u3002
\n\u56e0\u4e3aanaconda\u4f3c\u4e4e\u662f\u63a8\u8350\u7684\uff0c\u6240\u4ee5\u6211\u9009\u62e9\u4e86pyenv\u00d7anaconda\u7684\u65b9\u5f0f\u3002
\n\u975e\u5e38\u7b80\u5355\uff0c\u800c\u4e14\u8fd8\u80fd\u5728Minecraft\u4e2d\u73a9\u5f97\u5f88\u6b63\u5e38\uff0c\u6211\u611f\u5230\u5f88\u60ca\u8bb6\u3002<\/p>\n
\u5f00\u53d1\u73af\u5883<\/p>\n\nubuntu18.04
\nGeForce GTX 1060
\ncuda9.0
\ncudnn7
\n\uff08\u4e0b\u624b\u306bdocker\u3068\u304b\u4f7f\u3046\u65b9\u6cd5\u3092\u63a1\u7528\u3059\u308b\u3068gpu\u5468\u308a\u3068\u30b2\u30fc\u30e0\u753b\u9762\u306e\u63cf\u753b\u5468\u308a\u304c\u9762\u5012\u306a\u306e\u3067\u305d\u3053\u3089\u3078\u3093\u306b\u306f\u6ce8\u610f\u3057\u307e\u3057\u305f\uff09
\npyenv\u74b0\u5883\u69cb\u7bc9\u6e08\u307f\n<\/ul>\n\u5b89\u88c5<\/p>\n
\u6211\u4f7f\u7528pyenv\u800c\u4e0d\u662fGUI\u7684Anaconda\u6765\u4f7f\u7528Anaconda\uff0c\u6240\u4ee5\u7a0d\u5fae\u505a\u4e86\u4e00\u4e9b\u8c03\u6574\u3002<\/p>\n
$ <\/span>pyenv install <\/span>anaconda3-5.2.0 # \u6700\u65b0\u7248\u306eanaconda3<\/span>\r\n$ <\/span>pyenv local <\/span>anaconda3-5.2.0\r\n$ <\/span>echo<\/span> \". \/home\/nama\/.pyenv\/versions\/anaconda3-5.2.0\/etc\/profile.d\/conda.sh\"<\/span> >><\/span> ~\/.zshrc # \u3042\u308b\u3044\u306f ~\/.bashrc\u7b49<\/span>\r\n$ <\/span>source<\/span> ~\/.zshrc\r\n$ <\/span>conda create python<\/span>=<\/span>3.6 --name<\/span> marlo\r\n$ <\/span>conda config --add<\/span> channels conda-forge\r\n$ <\/span>conda activate marlo\r\n$ <\/span>conda install<\/span> -c<\/span> crowdai malmo\r\n$ <\/span>pip install<\/span> -U<\/span> marlo\r\n$ <\/span>python -c<\/span> \"import marlo\"<\/span> # \u30a8\u30e9\u30fc\u304c\u51fa\u306a\u3044\u304b\u78ba\u8a8d\u3002<\/span>\r\n$ <\/span>python -c<\/span> \"from marlo import MalmoPython\"<\/span> # \u30a8\u30e9\u30fc\u304c\u51fa\u306a\u3044\u304b\u78ba\u8a8d\u3002<\/span>\r\n<\/code><\/pre>\n\u4ee5\u4e0a<\/p>\n
\nSingle Agent Example<\/p>\n
\u307e\u305a\u30de\u30a4\u30af\u30e9\u3092\u8d77\u52d5\u3057\u3066\u3001python\u304b\u3089\u305d\u308c\u3092\u64cd\u4f5c\u3059\u308b\u3002<\/p>\n
\u542f\u52a8\u6211\u7684\u4e16\u754c<\/p>\n$MALMO_MINECRAFT_ROOT<\/span>\/launchClient.sh -port<\/span> 10000\r\n<\/code><\/pre>\n\u597d\u50cfAnaconda\u81ea\u52a8\u4e3a\u6211\u8bbe\u7f6e\u4e86\u73af\u5883\u53d8\u91cf”MALMO_MINECRAFT_ROOT”\u3002\u5c3d\u7ba1\u542f\u52a8\u9700\u8981\u51e0\u5341\u79d2\u5e76\u51fa\u73b0\u4e86Java\u7684\u4e00\u4e9b\u8b66\u544a\uff0c\u4f46\u5b83\u8fd8\u662f\u80fd\u8fd0\u884c\uff0c\u6240\u4ee5\u53ef\u4ee5\u7b97\u662f\u597d\u7684\u3002<\/p>\n
\n ![\"Screenshot](\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657cf89337434c4406bb62e2\/30-0.png\" "\\"\\"")
<\/p>\n\u3061\u306a\u307f\u306b\u3001
\n\u666e\u901a\u306b\u30b2\u30fc\u30e0\u753b\u9762\u3092\u30de\u30a6\u30b9\u3067\u64cd\u4f5c\u3059\u308c\u3070\u3001\u666e\u901a\u306b\u30de\u30a4\u30af\u30e9\u304c\u3067\u304d\u307e\u3057\u305f\uff08\u5408\u6cd5\u7121\u6599\u30de\u30a4\u30af\u30e9ktkr\uff09
\n\u5229\u7528\u898f\u7d04\u306f\u5b88\u308a\u307e\u3057\u3087\u3046\u3002<\/p>\n
\u4e00\u5f00\u59cb\uff0c\u6211\u4e0d\u592a\u4e86\u89e3\u89c6\u91ce\u7684\u64cd\u4f5c\u65b9\u5f0f\uff0c\u4f46\u662f\u5f53\u6211\u70b9\u51fb\u6e38\u620f\u7a97\u53e3\u5e76\u6309\u4e0bEnter\u952e\u65f6\uff0c\u5c31\u53ef\u4ee5\u4f7f\u7528\u9f20\u6807\u6307\u9488\u6765\u64cd\u4f5c\u89c6\u91ce\u3002\u518d\u6b21\u6309\u4e0bEnter\u952e\u53ef\u4ee5\u6062\u590d\u9f20\u6807\u7684\u64cd\u4f5c\u3002<\/p>\n
\u4ee3\u7406\u4eba\u7684\u52a8\u4f5c.<\/p>\n#!\/usr\/bin\/env python\r\n# $MALMO_MINECRAFT_ROOT\/launchClient.sh -port 10000\r\n<\/span>\r\nimport<\/span> marlo<\/span>\r\nclient_pool<\/span> =<\/span> [(<\/span>'127.0.0.1'<\/span>,<\/span> 10000<\/span>)]<\/span>\r\njoin_tokens<\/span> =<\/span> marlo<\/span>.<\/span>make<\/span>(<\/span>'MarLo-MazeRunner-v0'<\/span>,<\/span>\r\n params<\/span>=<\/span>{<\/span>\r\n \"client_pool\"<\/span>:<\/span> client_pool<\/span>\r\n })<\/span>\r\n# As this is a single agent scenario,\r\n# there will just be a single token\r\n<\/span>assert<\/span> len<\/span>(<\/span>join_tokens<\/span>)<\/span> ==<\/span> 1<\/span>\r\njoin_token<\/span> =<\/span> join_tokens<\/span>[<\/span>0<\/span>]<\/span>\r\n\r\nenv<\/span> =<\/span> marlo<\/span>.<\/span>init<\/span>(<\/span>join_token<\/span>)<\/span>\r\n\r\nobservation<\/span> =<\/span> env<\/span>.<\/span>reset<\/span>()<\/span>\r\n\r\ndone<\/span> =<\/span> False<\/span>\r\nwhile<\/span> not<\/span> done<\/span>:<\/span>\r\n _action<\/span> =<\/span> env<\/span>.<\/span>action_space<\/span>.<\/span>sample<\/span>()<\/span>\r\n obs<\/span>,<\/span> reward<\/span>,<\/span> done<\/span>,<\/span> info<\/span> =<\/span> env<\/span>.<\/span>step<\/span>(<\/span>_action<\/span>)<\/span>\r\n print<\/span>(<\/span>\"reward:\"<\/span>,<\/span> reward<\/span>)<\/span>\r\n print<\/span>(<\/span>\"done:\"<\/span>,<\/span> done<\/span>)<\/span>\r\n print<\/span>(<\/span>\"info\"<\/span>,<\/span> info<\/span>)<\/span>\r\nenv<\/span>.<\/span>close<\/span>()<\/span>\r\n<\/code><\/pre>\n\u4e00\u65e6\u6267\u884c\uff0c<\/p>\n
2\r\n{}\r\nreward: 0\r\ndone: False\r\ninfo {'has_mission_begun': True, 'is_mission_running': True, 'number_of_video_frames_since_last_state': 3, 'number_of_rewards_since_last_state': 0, 'number_of_observations_since_last_state': 1, 'mission_control_messages': ['<?xml version=\"1.0\" encoding=\"UTF-8\"?><ping\/>'], 'observation': {'yawDelta': -0.5, 'nextSubgoal': {'XPos': 43.5, 'YPos': 227.0, 'ZPos': 1.5, 'description': 'MazeSubpoint_2'}}}\r\nreward: 0\r\ndone: False\r\ninfo {'has_mission_begun': True, 'is_mission_running': True, 'number_of_video_frames_since_last_state': 3, 'number_of_rewards_since_last_state': 0, 'number_of_observations_since_last_state': 1, 'mission_control_messages': [], 'observation': {'yawDelta': -0.5, 'nextSubgoal': {'XPos': 43.5, 'YPos': 227.0, 'ZPos': 1.5, 'description': 'MazeSubpoint_2'}}}\r\nreward: 0\r\ndone: False\r\ninfo {'has_mission_begun': True, 'is_mission_running': True, 'number_of_video_frames_since_last_state': 3, 'number_of_rewards_since_last_state': 0, 'number_of_observations_since_last_state': 1, 'mission_control_messages': [], 'observation': {'yawDelta': -0.5, 'nextSubgoal': {'XPos': 43.5, 'YPos': 227.0, 'ZPos': 1.5, 'description': 'MazeSubpoint_2'}}}\r\nreward: 0\r\n\uff1a\r\n\uff1a\r\n<\/code><\/pre>\n\u55ef\uff0c\u7531\u4e8e\u6211\u500b\u4eba\u504f\u597djupyter\uff0c<\/p>\n
pip install <\/span>jupyter\r\njupyter notebook\r\n<\/code><\/pre>\n\u8fd9\u6837\u7684\u611f\u89c9<\/p>\n
\n ![\"Screenshot](\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657cf89337434c4406bb62e2\/40-0.png\" "\\"\\"")
<\/p>\n\uff08\u4ee3\u7406\u4eba\u7684\u884c\u4e3a\u592a\u4e0d\u7a33\u5b9a\u4e86\uff01\uff09<\/p>\n
\u662f\u7684\u3002<\/p>\n
\u5c31\u662f\u8fd9\u6837\uff01<\/p>\n
(paraphrase: \u5c31\u662f\u8fd9\u4e48\u7b80\u5355\uff01)<\/p>\n
\u9700\u8981\u6ce8\u610f\u7684\u4e8b\u9879<\/p>\n\n\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306fconda activate marlo\u3092\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u3057\u304bminecraft\u3092\u8d77\u52d5\u3067\u304d\u306a\u3055\u305d\u3046
\njupyter\u3092\u4f7f\u3046\u3068\u304d\u306f\u3001conda activate marlo\u3092\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u3002\n<\/ul>\n\u6700\u540e<\/p>\n
\u5982\u679c\u6709\u4efb\u4f55\u4e0d\u6b63\u78ba\u4e4b\u5904\uff0c\u8bf7\u5728\u8bc4\u8bba\u4e2d\u544a\u8bc9\u6211\u3002<\/p>\n
\\def\\textlarge#1{%\r\n {\\rm\\Large #1}\r\n}\r\n\\def\\textsmall#1{%\r\n {\\rm\\scriptsize #1}\r\n}\r\n<\/code><\/pre>\n\uff08\u7136\u540e\u5c3d\u529b\u7528\u5c0f\u58f0\u8bf4\uff09
\n\u3000\u3000\u6211\u3000\u5f88\u3000\u559c\u3000\u6b22\u3000\u4f60<\/p>\n","protected":false},"excerpt":{"rendered":"
\u63a8\u8350\u7684\u662f\u5c06\u6e38\u620f\u673a\u8bbe\u4e3aLinux\u7cfb\u7edf\u7684\u673a\u5668\u3002 \u6211\u60f3\u6bcf\u6237\u5bb6\u5ead\u5927\u6982\u90fd\u4f1a\u6709\u4e00\u53f0\u3002 \u53ef\u80fd\u4e0d\u592a\u5e38\u542c\u5230\uff0c\u4f46\u5b83\u662f\u4e0d\u900a\u4e8e3DS\u548c […]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[227],"class_list":["post-27754","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-227"],"yoast_head":"\n
\u7121\u6599\u3067Minecraft\u3092\u59cb\u3081\u308b\u3010OpenAI\u3011\u3010MARLO 2018\u3011 - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" content=\"\u5173\u4e8e\u7121\u6599\u3067Minecraft\u3092\u59cb\u3081\u308b\u3010OpenAI\u3011\u3010MARLO 2018\u3011\u7684\u6280\u672f\u6587\u7ae0\" \/>\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.silicloud.com\/zh\/blog\/\u7121\u6599\u3067minecraft\u3092\u59cb\u3081\u308b\u3010openai\u3011\u3010marlo-2018\u3011\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u7121\u6599\u3067Minecraft\u3092\u59cb\u3081\u308b\u3010OpenAI\u3011\u3010MARLO 2018\u3011\" \/>\n<meta property=\"og:description\" content=\"\u5173\u4e8e\u7121\u6599\u3067Minecraft\u3092\u59cb\u3081\u308b\u3010OpenAI\u3011\u3010MARLO 2018\u3011\u7684\u6280\u672f\u6587\u7ae0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u7121\u6599\u3067minecraft\u3092\u59cb\u3081\u308b\u3010openai\u3011\u3010marlo-2018\u3011\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2024-02-15T17:07:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-11T20:27:44+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657cf89337434c4406bb62e2\/1-0.png\" \/>\n<meta name=\"author\" content=\"\u79d1, \u9896\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u79d1, \u9896\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e7%84%a1%e6%96%99%e3%81%a7minecraft%e3%82%92%e5%a7%8b%e3%82%81%e3%82%8b%e3%80%90openai%e3%80%91%e3%80%90marlo-2018%e3%80%91\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e7%84%a1%e6%96%99%e3%81%a7minecraft%e3%82%92%e5%a7%8b%e3%82%81%e3%82%8b%e3%80%90openai%e3%80%91%e3%80%90marlo-2018%e3%80%91\/\",\"name\":\"\u7121\u6599\u3067Minecraft\u3092\u59cb\u3081\u308b\u3010OpenAI\u3011\u3010MARLO 2018\u3011 - 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\nGeForce GTX 1060
\ncuda9.0
\ncudnn7
\n\uff08\u4e0b\u624b\u306bdocker\u3068\u304b\u4f7f\u3046\u65b9\u6cd5\u3092\u63a1\u7528\u3059\u308b\u3068gpu\u5468\u308a\u3068\u30b2\u30fc\u30e0\u753b\u9762\u306e\u63cf\u753b\u5468\u308a\u304c\u9762\u5012\u306a\u306e\u3067\u305d\u3053\u3089\u3078\u3093\u306b\u306f\u6ce8\u610f\u3057\u307e\u3057\u305f\uff09
\npyenv\u74b0\u5883\u69cb\u7bc9\u6e08\u307f\n<\/ul>\n
\u5b89\u88c5<\/p>\n
\u6211\u4f7f\u7528pyenv\u800c\u4e0d\u662fGUI\u7684Anaconda\u6765\u4f7f\u7528Anaconda\uff0c\u6240\u4ee5\u7a0d\u5fae\u505a\u4e86\u4e00\u4e9b\u8c03\u6574\u3002<\/p>\n
$ <\/span>pyenv install <\/span>anaconda3-5.2.0 # \u6700\u65b0\u7248\u306eanaconda3<\/span>\r\n$ <\/span>pyenv local <\/span>anaconda3-5.2.0\r\n$ <\/span>echo<\/span> \". \/home\/nama\/.pyenv\/versions\/anaconda3-5.2.0\/etc\/profile.d\/conda.sh\"<\/span> >><\/span> ~\/.zshrc # \u3042\u308b\u3044\u306f ~\/.bashrc\u7b49<\/span>\r\n$ <\/span>source<\/span> ~\/.zshrc\r\n$ <\/span>conda create python<\/span>=<\/span>3.6 --name<\/span> marlo\r\n$ <\/span>conda config --add<\/span> channels conda-forge\r\n$ <\/span>conda activate marlo\r\n$ <\/span>conda install<\/span> -c<\/span> crowdai malmo\r\n$ <\/span>pip install<\/span> -U<\/span> marlo\r\n$ <\/span>python -c<\/span> \"import marlo\"<\/span> # \u30a8\u30e9\u30fc\u304c\u51fa\u306a\u3044\u304b\u78ba\u8a8d\u3002<\/span>\r\n$ <\/span>python -c<\/span> \"from marlo import MalmoPython\"<\/span> # \u30a8\u30e9\u30fc\u304c\u51fa\u306a\u3044\u304b\u78ba\u8a8d\u3002<\/span>\r\n<\/code><\/pre>\n\u4ee5\u4e0a<\/p>\n
\nSingle Agent Example<\/p>\n
\u307e\u305a\u30de\u30a4\u30af\u30e9\u3092\u8d77\u52d5\u3057\u3066\u3001python\u304b\u3089\u305d\u308c\u3092\u64cd\u4f5c\u3059\u308b\u3002<\/p>\n
\u542f\u52a8\u6211\u7684\u4e16\u754c<\/p>\n$MALMO_MINECRAFT_ROOT<\/span>\/launchClient.sh -port<\/span> 10000\r\n<\/code><\/pre>\n\u597d\u50cfAnaconda\u81ea\u52a8\u4e3a\u6211\u8bbe\u7f6e\u4e86\u73af\u5883\u53d8\u91cf”MALMO_MINECRAFT_ROOT”\u3002\u5c3d\u7ba1\u542f\u52a8\u9700\u8981\u51e0\u5341\u79d2\u5e76\u51fa\u73b0\u4e86Java\u7684\u4e00\u4e9b\u8b66\u544a\uff0c\u4f46\u5b83\u8fd8\u662f\u80fd\u8fd0\u884c\uff0c\u6240\u4ee5\u53ef\u4ee5\u7b97\u662f\u597d\u7684\u3002<\/p>\n
\n <\/p>\n\u3061\u306a\u307f\u306b\u3001
\n\u666e\u901a\u306b\u30b2\u30fc\u30e0\u753b\u9762\u3092\u30de\u30a6\u30b9\u3067\u64cd\u4f5c\u3059\u308c\u3070\u3001\u666e\u901a\u306b\u30de\u30a4\u30af\u30e9\u304c\u3067\u304d\u307e\u3057\u305f\uff08\u5408\u6cd5\u7121\u6599\u30de\u30a4\u30af\u30e9ktkr\uff09
\n\u5229\u7528\u898f\u7d04\u306f\u5b88\u308a\u307e\u3057\u3087\u3046\u3002<\/p>\n
\u4e00\u5f00\u59cb\uff0c\u6211\u4e0d\u592a\u4e86\u89e3\u89c6\u91ce\u7684\u64cd\u4f5c\u65b9\u5f0f\uff0c\u4f46\u662f\u5f53\u6211\u70b9\u51fb\u6e38\u620f\u7a97\u53e3\u5e76\u6309\u4e0bEnter\u952e\u65f6\uff0c\u5c31\u53ef\u4ee5\u4f7f\u7528\u9f20\u6807\u6307\u9488\u6765\u64cd\u4f5c\u89c6\u91ce\u3002\u518d\u6b21\u6309\u4e0bEnter\u952e\u53ef\u4ee5\u6062\u590d\u9f20\u6807\u7684\u64cd\u4f5c\u3002<\/p>\n
\u4ee3\u7406\u4eba\u7684\u52a8\u4f5c.<\/p>\n#!\/usr\/bin\/env python\r\n# $MALMO_MINECRAFT_ROOT\/launchClient.sh -port 10000\r\n<\/span>\r\nimport<\/span> marlo<\/span>\r\nclient_pool<\/span> =<\/span> [(<\/span>'127.0.0.1'<\/span>,<\/span> 10000<\/span>)]<\/span>\r\njoin_tokens<\/span> =<\/span> marlo<\/span>.<\/span>make<\/span>(<\/span>'MarLo-MazeRunner-v0'<\/span>,<\/span>\r\n params<\/span>=<\/span>{<\/span>\r\n \"client_pool\"<\/span>:<\/span> client_pool<\/span>\r\n })<\/span>\r\n# As this is a single agent scenario,\r\n# there will just be a single token\r\n<\/span>assert<\/span> len<\/span>(<\/span>join_tokens<\/span>)<\/span> ==<\/span> 1<\/span>\r\njoin_token<\/span> =<\/span> join_tokens<\/span>[<\/span>0<\/span>]<\/span>\r\n\r\nenv<\/span> =<\/span> marlo<\/span>.<\/span>init<\/span>(<\/span>join_token<\/span>)<\/span>\r\n\r\nobservation<\/span> =<\/span> env<\/span>.<\/span>reset<\/span>()<\/span>\r\n\r\ndone<\/span> =<\/span> False<\/span>\r\nwhile<\/span> not<\/span> done<\/span>:<\/span>\r\n _action<\/span> =<\/span> env<\/span>.<\/span>action_space<\/span>.<\/span>sample<\/span>()<\/span>\r\n obs<\/span>,<\/span> reward<\/span>,<\/span> done<\/span>,<\/span> info<\/span> =<\/span> env<\/span>.<\/span>step<\/span>(<\/span>_action<\/span>)<\/span>\r\n print<\/span>(<\/span>\"reward:\"<\/span>,<\/span> reward<\/span>)<\/span>\r\n print<\/span>(<\/span>\"done:\"<\/span>,<\/span> done<\/span>)<\/span>\r\n print<\/span>(<\/span>\"info\"<\/span>,<\/span> info<\/span>)<\/span>\r\nenv<\/span>.<\/span>close<\/span>()<\/span>\r\n<\/code><\/pre>\n\u4e00\u65e6\u6267\u884c\uff0c<\/p>\n
2\r\n{}\r\nreward: 0\r\ndone: False\r\ninfo {'has_mission_begun': True, 'is_mission_running': True, 'number_of_video_frames_since_last_state': 3, 'number_of_rewards_since_last_state': 0, 'number_of_observations_since_last_state': 1, 'mission_control_messages': ['<?xml version=\"1.0\" encoding=\"UTF-8\"?><ping\/>'], 'observation': {'yawDelta': -0.5, 'nextSubgoal': {'XPos': 43.5, 'YPos': 227.0, 'ZPos': 1.5, 'description': 'MazeSubpoint_2'}}}\r\nreward: 0\r\ndone: False\r\ninfo {'has_mission_begun': True, 'is_mission_running': True, 'number_of_video_frames_since_last_state': 3, 'number_of_rewards_since_last_state': 0, 'number_of_observations_since_last_state': 1, 'mission_control_messages': [], 'observation': {'yawDelta': -0.5, 'nextSubgoal': {'XPos': 43.5, 'YPos': 227.0, 'ZPos': 1.5, 'description': 'MazeSubpoint_2'}}}\r\nreward: 0\r\ndone: False\r\ninfo {'has_mission_begun': True, 'is_mission_running': True, 'number_of_video_frames_since_last_state': 3, 'number_of_rewards_since_last_state': 0, 'number_of_observations_since_last_state': 1, 'mission_control_messages': [], 'observation': {'yawDelta': -0.5, 'nextSubgoal': {'XPos': 43.5, 'YPos': 227.0, 'ZPos': 1.5, 'description': 'MazeSubpoint_2'}}}\r\nreward: 0\r\n\uff1a\r\n\uff1a\r\n<\/code><\/pre>\n\u55ef\uff0c\u7531\u4e8e\u6211\u500b\u4eba\u504f\u597djupyter\uff0c<\/p>\n
pip install <\/span>jupyter\r\njupyter notebook\r\n<\/code><\/pre>\n\u8fd9\u6837\u7684\u611f\u89c9<\/p>\n
\n <\/p>\n\uff08\u4ee3\u7406\u4eba\u7684\u884c\u4e3a\u592a\u4e0d\u7a33\u5b9a\u4e86\uff01\uff09<\/p>\n
\u662f\u7684\u3002<\/p>\n
\u5c31\u662f\u8fd9\u6837\uff01<\/p>\n
(paraphrase: \u5c31\u662f\u8fd9\u4e48\u7b80\u5355\uff01)<\/p>\n
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