{"id":27136,"date":"2025-04-19T18:26:21","date_gmt":"2025-04-19T10:26:21","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/27136.html"},"modified":"2025-04-19T18:26:21","modified_gmt":"2025-04-19T10:26:21","slug":"%e3%80%90%e5%b0%8f%e7%99%bd%e6%97%a5%e8%ae%b0%e3%80%91%e6%9c%ac%e5%9c%b0%e7%8e%af%e5%a2%83%e7%a7%bb%e5%88%b0%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8a%ef%bc%88dockerconda%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/27136.html","title":{"rendered":"\u3010\u5c0f\u767d\u65e5\u8bb0\u3011\u672c\u5730\u73af\u5883\u79fb\u5230\u670d\u52a1\u5668\u4e0a\uff08docker+conda\uff09"},"content":{"rendered":"<p>\u95ee\u9898\u63cf\u8ff0&#xff1a;\u672c\u5730anaconda\u914d\u597d\u4e86\u67d0\u4ee3\u7801\u6240\u9700\u73af\u5883&#xff0c;\u9700\u8981\u628a\u4ee3\u7801\u653e\u5230\u670d\u52a1\u5668\u4e0a\u8dd1\u3002<\/p>\n<p>\u7b56\u7565&#xff1a;\u670d\u52a1\u5668\u4e0a\u5df2\u6709docker&#xff08;\u548cnvidia-docker&#xff09;&#xff0c;\u8003\u8651\u5c06\u672c\u5730\u73af\u5883\u914d\u7f6e\u4e3a\u955c\u50cf&#xff0c;\u4e0a\u4f20\u5230\u670d\u52a1\u5668\u540e\u52a0\u8f7d\u955c\u50cf&#xff0c;\u7528\u5bb9\u5668\u8dd1\u4ee3\u7801<\/p>\n<p>\u7701\u6d41&#xff1a;\u4e0d\u53ef\u907f\u514d\u5730\u91cd\u65b0\u201c\u914d\u4e86\u4e00\u904d\u73af\u5883\u201d(\u5b89\u88c5\u76f8\u5e94\u7684\u5305)<\/p>\n<p>\u3010\u6700\u7ec8\u6210\u529f\u7684\u6d41\u7a0b\u3011<\/p>\n<ul>\n<li>\n<p>0-\u51c6\u5907requirements.txt<\/p>\n<ul>\n<li>pip freeze &gt; requirements.txt \u4ece\u672c\u5730\u76f8\u5e94\u7684anaconda\u73af\u5883\u4e2d\u5bfc\u51farequirements.txt\u5907\u7528<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>1-\u4ece\u4e91\u7aef\u62c9\u53d6\u542banaconda\u7684\u955c\u50cf<\/p>\n<ul>\n<li>\u66f4\u5e38\u89c1\u7684\u60c5\u51b5\u662f\u9996\u5148\u4e0b\u8f7d\u542b\u5bf9\u5e94\u7248\u672cpytorch\u7684\u955c\u50cf&#xff0c;\u7528\u6765\u8dd1\u6df1\u5ea6\u5b66\u4e60\u4ee3\u7801&#xff0c;\u53c2\u8003&#xff1a;\u301010\u5206\u949f\u5b66\u4f1aDocker\u7684\u5b89\u88c5\u548c\u4f7f\u7528_docker\u5b89\u88c5-CSDN\u535a\u5ba2\u3011\u30105 DIY\u4e00\u4e2a\u81ea\u5df1\u7684pytorch\u955c\u50cf\u3011<\/li>\n<li>docker pull continuumio\/anaconda3\n<ul>\n<li>\u6211\u7528 docker search \u5176\u5b9e\u6ca1\u6709\u641c\u5230&#xff0c;\u4f46\u3010&#xff08;\u672c\u4eba\u81ea\u7528&#xff09;\u5c06\u672c\u5730\u7684anaconda\u73af\u5883\u5c01\u88c5\u5230docker\u4e2d\u5e76\u5bfc\u51fa\u4e3a\u538b\u7f29\u5305_anaconda3\u73af\u5883\u8fc1\u79fb\u5230docker-CSDN\u535a\u5ba2\u3011\u548c\u3010\u5b66\u4e60\u8bb0\u5f55:docker \u4e0b\u90e8\u7f72anaconda &#8211; \u77e5\u4e4e (zhihu.com)\u3011\u91cc\u7ed9\u51fa\u7684\u90fd\u662f\u8fd9\u4e2a\u955c\u50cf&#xff0c;\u6700\u540e\u6211\u4e5fpull\u6210\u529f\u4e86<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>2-\u5728\u542banaconda\u7684\u955c\u50cf\u4e0a\u6784\u5efa\u5bb9\u5668<\/p>\n<ul>\n<li>docker images \u67e5\u770b\u5f53\u524d\u6709\u54ea\u4e9b\u955c\u50cf<\/li>\n<li>docker run &#8211;name test240912 -idt continuumio\/anaconda3 \u6784\u5efa\u540d\u4e3atest240912\u7684\u5bb9\u5668<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>3-\u8fdb\u5165\u5bb9\u5668&#xff0c;\u5728\u5bb9\u5668\u4e2d\u521b\u5efa\u6307\u5b9apython\u7248\u672c\u7684\u865a\u62df\u73af\u5883<\/p>\n<ul>\n<li>docker ps\u67e5\u770b\u5f53\u524d\u6b63\u5728\u8fd0\u884c\u7684\u5bb9\u5668&#xff0c;docker ps -a\u67e5\u770b\u6240\u6709\u5bb9\u5668&#xff08;\u5305\u62ec\u6ca1\u5728\u8fd0\u884c\u7684&#xff09;<\/li>\n<li>docker exec -it test240912 \/bin\/bash \u8fdb\u5165\u5bb9\u5668test240912&#xff0c;\u547d\u4ee4\u884c\u63a7\u5236&#xff08;bash&#xff09;<\/li>\n<li>\u8fdb\u5165\u5bb9\u5668\u540e\u53ef\u4ee5\u7528conda env list\u67e5\u770bconda\u914d\u7f6e\u662f\u5426\u6b63\u786e&#xff0c;\u8f93\u51fa\u201cbase\u201d\u73af\u5883\u5373\u4e3a\u6b63\u5e38<\/li>\n<li>conda create &#8211;name my_new_env python&#061;3.8 \u521b\u5efa\u4e00\u4e2apython\u7248\u672c3.8\u7684\u865a\u62df\u73af\u5883&#xff0c;\u540d\u4e3amy_new_env<\/li>\n<li>conda activate my_new_env \u6fc0\u6d3bmy_new_env\u73af\u5883<\/li>\n<li>\u53c2\u8003\u4e8b\u5148\u51c6\u5907\u7684requirements.txt&#xff0c;pip install {\u5305\u540d} \u6216 conda install {\u5305\u540d}\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u4e0d\u76f4\u63a5pip install -r requirements.txt&#xff1f;\u56e0\u4e3a\u6211\u6ca1\u6210\u529f<\/li>\n<li>\u5982\u679c\u60f3\u5c1d\u8bd5\u76f4\u63a5pip install \u6240\u6709\u5305&#xff0c;\u9700\u8981\u5148\u5c06requirements.txt\u590d\u5236\u5230\u5bb9\u5668\u4e2d<\/li>\n<li>docker cp \/path\/to\/local\/requirements.txt test240912:\/path\/to\/where\/you\/like<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>4-\u5728\u5bb9\u5668\u4e2d\u914d\u597d\u73af\u5883\u540e&#xff0c;\u5c06\u5bb9\u5668\u4fdd\u5b58\u4e3a\u65b0\u7684\u955c\u50cf<\/p>\n<ul>\n<li>docker commit -m&#061;\u2018\u5bf9\u955c\u50cf\u7684\u63cf\u8ff0\u2019 -a&#061;\u2018\u4f5c\u8005\u2019 {\u5f53\u524d\u5bb9\u5668\u540d} {\u65b0\u955c\u50cf\u7684\u547d\u540d}<\/li>\n<li>\u4f8b\u5982 docker commit -m&#061;\u2018\u5bf9\u955c\u50cf\u7684\u63cf\u8ff0\u2019 -a&#061;\u2018\u4f5c\u8005\u2019 test240912 new_image:v1<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>5-\u5c06\u955c\u50cf\u4fdd\u5b58\u4e3atar\u6587\u4ef6<\/p>\n<ul>\n<li>docker save new_image:v1 -o new_image.tar<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>6-\u5c06tar\u6587\u4ef6\u4f20\u5230\u670d\u52a1\u5668\u4e0a&#xff0c;\u5e76\u52a0\u8f7d\u4e3a\u955c\u50cf<\/p>\n<ul>\n<li>docker load -i new_image.tar<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>7-\u5728\u670d\u52a1\u5668\u4e0a\u4f7f\u7528docker\u955c\u50cf<\/p>\n<ul>\n<li>nvidia-docker run &#8211;gpus all -idt -v \/path\/to\/local\/dir:\/path\/to\/dir\/in\/container &#8211;name container-on-server new_image:v1 \u521b\u5efa\u5bb9\u5668&#xff0c;-v\u5b9e\u73b0\u672c\u5730\u548c\u5bb9\u5668\u4e2d\u7684\u6587\u4ef6\u901a\u4fe1&#xff08;\u540c\u6b65&#xff09;\n<ul>\n<li>\u8981\u7528nvidia-docker\u547d\u4ee4&#xff0c;\u4e0d\u8981\u7528docker\u547d\u4ee4&#xff0c;\u5426\u5219\u65e0\u6cd5\u6b63\u5e38\u4f7f\u7528GPU<\/li>\n<\/ul>\n<\/li>\n<li>nvidia-docker exec -it container-on-server \/bin\/bash \u8fdb\u5165\u5bb9\u5668<\/li>\n<li>\u8fdb\u5165\u5bb9\u5668\u540e&#xff0c;conda activate \u76f8\u5e94\u73af\u5883&#xff0c;\u7ed3\u675f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1k\u6b21\uff0c\u70b9\u8d5e8\u6b21\uff0c\u6536\u85cf8\u6b21\u3002\u7b56\u7565\uff1a\u670d\u52a1\u5668\u4e0a\u5df2\u6709docker\uff08\u548cnvidia-docker\uff09\uff0c\u8003\u8651\u5c06\u672c\u5730\u73af\u5883\u914d\u7f6e\u4e3a\u955c\u50cf\uff0c\u4e0a\u4f20\u5230\u670d\u52a1\u5668\u540e\u52a0\u8f7d\u955c\u50cf\uff0c\u7528\u5bb9\u5668\u8dd1\u4ee3\u7801\u3002\u95ee\u9898\u63cf\u8ff0\uff1a\u672c\u5730anaconda\u914d\u597d\u4e86\u67d0\u4ee3\u7801\u6240\u9700\u73af\u5883\uff0c\u9700\u8981\u628a\u4ee3\u7801\u653e\u5230\u670d\u52a1\u5668\u4e0a\u8dd1\u30023-\u8fdb\u5165\u5bb9\u5668\uff0c\u5728\u5bb9\u5668\u4e2d\u521b\u5efa\u6307\u5b9apython\u7248\u672c\u7684\u865a\u62df\u73af\u5883\u30024-\u5728\u5bb9\u5668\u4e2d\u914d\u597d\u73af\u5883\u540e\uff0c\u5c06\u5bb9\u5668\u4fdd\u5b58\u4e3a\u65b0\u7684\u955c\u50cf\u30026-\u5c06tar\u6587\u4ef6\u4f20\u5230\u670d\u52a1\u5668\u4e0a\uff0c\u5e76\u52a0\u8f7d\u4e3a\u955c\u50cf\u30022-\u5728\u542banaconda\u7684\u955c\u50cf\u4e0a\u6784\u5efa\u5bb9\u5668\u30021-\u4ece\u4e91\u7aef\u62c9\u53d6\u542banaconda\u7684\u955c\u50cf\u30027-\u5728\u670d\u52a1\u5668\u4e0a\u4f7f\u7528docker\u955c\u50cf\u30025-\u5c06\u955c\u50cf\u4fdd\u5b58\u4e3atar\u6587\u4ef6\u3002_conda docker\u79fb\u690d<\/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":[88,27,43],"topic":[],"class_list":["post-27136","post","type-post","status-publish","format-standard","hentry","category-server","tag-conda","tag-docker","tag-43"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u3010\u5c0f\u767d\u65e5\u8bb0\u3011\u672c\u5730\u73af\u5883\u79fb\u5230\u670d\u52a1\u5668\u4e0a\uff08docker+conda\uff09 - \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\/27136.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" 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