{"id":13849,"date":"2024-11-15T22:02:51","date_gmt":"2024-11-15T14:02:51","guid":{"rendered":"https:\/\/fwq.ai\/blog\/13849\/"},"modified":"2024-11-15T22:02:51","modified_gmt":"2024-11-15T14:02:51","slug":"%e4%bd%bf%e7%94%a8docker%e5%ae%89%e8%a3%85deep-learning-ami%e7%9a%84%e6%95%99%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/13849\/","title":{"rendered":"\u4f7f\u7528Docker\u5b89\u88c5Deep Learning AMI\u7684\u6559\u7a0b"},"content":{"rendered":"<h1 id=\"%e4%bd%bf%e7%94%a8docker%e5%ae%89%e8%a3%85deep-learning-ami%e7%9a%84%e6%95%99%e7%a8%8b-obGxwcuCfO\">\u4f7f\u7528Docker\u5b89\u88c5Deep Learning AMI\u7684\u6559\u7a0b<\/h1>\n<p>\u6df1\u5ea6\u5b66\u4e60\uff08Deep Learning\uff09\u662f\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e2a\u91cd\u8981\u5206\u652f\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u56fe\u50cf\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u9886\u57df\u3002\u4e3a\u4e86\u65b9\u4fbf\u5f00\u53d1\u8005\u548c\u7814\u7a76\u4eba\u5458\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u5b9e\u9a8c\uff0cAmazon Web Services\uff08AWS\uff09\u63d0\u4f9b\u4e86\u6df1\u5ea6\u5b66\u4e60AMI\uff08Amazon Machine Image\uff09\u3002\u672c\u6587\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528Docker\u5728\u672c\u5730\u6216\u4e91\u670d\u52a1\u5668\u4e0a\u5b89\u88c5\u548c\u914d\u7f6e\u6df1\u5ea6\u5b66\u4e60AMI\u3002<\/p>\n<h2 id=\"%e4%bb%80%e4%b9%88%e6%98%afdocker%ef%bc%9f-obGxwcuCfO\">\u4ec0\u4e48\u662fDocker\uff1f<\/h2>\n<p>Docker\u662f\u4e00\u79cd\u5f00\u6e90\u7684\u5bb9\u5668\u5316\u5e73\u53f0\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5c06\u5e94\u7528\u7a0b\u5e8f\u53ca\u5176\u4f9d\u8d56\u9879\u6253\u5305\u5230\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u5bb9\u5668\u4e2d\u3002Docker\u5bb9\u5668\u53ef\u4ee5\u5728\u4efb\u4f55\u652f\u6301Docker\u7684\u73af\u5883\u4e2d\u8fd0\u884c\uff0c\u786e\u4fdd\u5e94\u7528\u7a0b\u5e8f\u5728\u4e0d\u540c\u73af\u5883\u4e2d\u7684\u4e00\u81f4\u6027\u3002\u4f7f\u7528Docker\u53ef\u4ee5\u7b80\u5316\u6df1\u5ea6\u5b66\u4e60\u73af\u5883\u7684\u914d\u7f6e\uff0c\u907f\u514d\u56e0\u73af\u5883\u4e0d\u4e00\u81f4\u800c\u5bfc\u81f4\u7684\u95ee\u9898\u3002<\/p>\n<h2 id=\"%e5%87%86%e5%a4%87%e5%b7%a5%e4%bd%9c-obGxwcuCfO\">\u51c6\u5907\u5de5\u4f5c<\/h2>\n<p>\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u8bf7\u786e\u4fdd\u60a8\u5df2\u7ecf\u5b89\u88c5\u4e86\u4ee5\u4e0b\u8f6f\u4ef6\uff1a<\/p>\n<ul>\n<li>Docker\uff1a\u53ef\u4ee5\u4ece<a href=\"https:\/\/www.docker.com\/get-started\">Docker\u5b98\u7f51<\/a>\u4e0b\u8f7d\u5e76\u5b89\u88c5\u3002<\/li>\n<li>AWS\u8d26\u6237\uff1a\u5982\u679c\u60a8\u8fd8\u6ca1\u6709AWS\u8d26\u6237\uff0c\u8bf7\u8bbf\u95ee<a href=\"https:\/\/aws.amazon.com\/\">AWS\u5b98\u7f51<\/a>\u6ce8\u518c\u3002<\/li>\n<\/ul>\n<h2 id=\"%e6%ad%a5%e9%aa%a4%e4%b8%80%ef%bc%9a%e6%8b%89%e5%8f%96%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0ami%e9%95%9c%e5%83%8f-obGxwcuCfO\">\u6b65\u9aa4\u4e00\uff1a\u62c9\u53d6\u6df1\u5ea6\u5b66\u4e60AMI\u955c\u50cf<\/h2>\n<p>\u9996\u5148\uff0c\u60a8\u9700\u8981\u4eceAWS Marketplace\u83b7\u53d6\u6df1\u5ea6\u5b66\u4e60AMI\u7684Docker\u955c\u50cf\u3002\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u62c9\u53d6\u955c\u50cf\uff1a<\/p>\n<pre><code>docker pull amazon\/dlami<\/code><\/pre>\n<p>\u6b64\u547d\u4ee4\u5c06\u4eceDocker Hub\u4e0b\u8f7d\u6700\u65b0\u7684\u6df1\u5ea6\u5b66\u4e60AMI\u955c\u50cf\u3002<\/p>\n<h2 id=\"%e6%ad%a5%e9%aa%a4%e4%ba%8c%ef%bc%9a%e8%bf%90%e8%a1%8cdocker%e5%ae%b9%e5%99%a8-obGxwcuCfO\">\u6b65\u9aa4\u4e8c\uff1a\u8fd0\u884cDocker\u5bb9\u5668<\/h2>\n<p>\u4e0b\u8f7d\u5b8c\u6210\u540e\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8Docker\u5bb9\u5668\uff1a<\/p>\n<pre><code>docker run --gpus all -it amazon\/dlami<\/code><\/pre>\n<p>\u6b64\u547d\u4ee4\u5c06\u542f\u52a8\u4e00\u4e2a\u652f\u6301GPU\u7684\u4ea4\u4e92\u5f0f\u5bb9\u5668\u3002\u5982\u679c\u60a8\u7684\u673a\u5668\u6ca1\u6709GPU\uff0c\u53ef\u4ee5\u7701\u7565\u201c&#8211;gpus all\u201d\u9009\u9879\u3002<\/p>\n<h2 id=\"%e6%ad%a5%e9%aa%a4%e4%b8%89%ef%bc%9a%e9%aa%8c%e8%af%81%e5%ae%89%e8%a3%85-obGxwcuCfO\">\u6b65\u9aa4\u4e09\uff1a\u9a8c\u8bc1\u5b89\u88c5<\/h2>\n<p>\u8fdb\u5165\u5bb9\u5668\u540e\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u9a8c\u8bc1\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7684\u5b89\u88c5\u60c5\u51b5\uff1a<\/p>\n<pre><code>python -c \"import tensorflow as tf; print(tf.__version__)\"<\/code><\/pre>\n<p>\u5982\u679cTensorFlow\u5b89\u88c5\u6210\u529f\uff0c\u60a8\u5c06\u770b\u5230\u5176\u7248\u672c\u53f7\u3002\u60a8\u4e5f\u53ef\u4ee5\u4f7f\u7528\u7c7b\u4f3c\u7684\u547d\u4ee4\u68c0\u67e5PyTorch\u7b49\u5176\u4ed6\u6846\u67b6\u3002<\/p>\n<h2 id=\"%e6%ad%a5%e9%aa%a4%e5%9b%9b%ef%bc%9a%e4%bd%bf%e7%94%a8%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e6%a1%86%e6%9e%b6-obGxwcuCfO\">\u6b65\u9aa4\u56db\uff1a\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6<\/h2>\n<p>\u73b0\u5728\uff0c\u60a8\u53ef\u4ee5\u5728Docker\u5bb9\u5668\u4e2d\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u8fdb\u884c\u5f00\u53d1\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684TensorFlow\u793a\u4f8b\uff1a<\/p>\n<pre><code>import tensorflow as tf\n\n# \u521b\u5efa\u4e00\u4e2a\u5e38\u91cf\nhello = tf.constant('Hello, TensorFlow!')\n# \u542f\u52a8\u4e00\u4e2a\u4f1a\u8bdd\nsess = tf.Session()\nprint(sess.run(hello))<\/code><\/pre>\n<p>\u8fd0\u884c\u4e0a\u8ff0\u4ee3\u7801\uff0c\u60a8\u5e94\u8be5\u4f1a\u770b\u5230\u201cHello, TensorFlow!\u201d\u7684\u8f93\u51fa\u3002<\/p>\n<h2 id=\"%e6%80%bb%e7%bb%93-obGxwcuCfO\">\u603b\u7ed3<\/h2>\n<p>\u901a\u8fc7\u4f7f\u7528Docker\u5b89\u88c5\u6df1\u5ea6\u5b66\u4e60AMI\uff0c\u60a8\u53ef\u4ee5\u5feb\u901f\u642d\u5efa\u4e00\u4e2a\u6df1\u5ea6\u5b66\u4e60\u73af\u5883\uff0c\u907f\u514d\u4e86\u7e41\u7410\u7684\u914d\u7f6e\u8fc7\u7a0b\u3002Docker\u7684\u5bb9\u5668\u5316\u7279\u6027\u4f7f\u5f97\u73af\u5883\u7684\u8fc1\u79fb\u548c\u7ba1\u7406\u53d8\u5f97\u66f4\u52a0\u7b80\u5355\u3002\u65e0\u8bba\u662f\u5728\u672c\u5730\u5f00\u53d1\u8fd8\u662f\u5728\u4e91\u670d\u52a1\u5668\u4e0a\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u5b9e\u9a8c\uff0cDocker\u90fd\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u7528\u7684\u5de5\u5177\u3002<\/p>\n<p>\u5982\u679c\u60a8\u9700\u8981\u9ad8\u6027\u80fd\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u7c73\u4e91\u63d0\u4f9b\u7684<a href=\"https:\/\/fwq.ai\">\u7f8e\u56fd\u4e91\u670d\u52a1\u5668<\/a>\uff0c\u4ee5\u6ee1\u8db3\u60a8\u7684\u6df1\u5ea6\u5b66\u4e60\u9700\u6c42\u3002\u7c73\u4e91\u7684\u670d\u52a1\u5305\u62ec<a href=\"https:\/\/fwq.ai\">\u7f8e\u56fdVPS<\/a>\u548c<a href=\"https:\/\/fwq.ai\">\u533f\u540d\u670d\u52a1\u5668<\/a>\uff0c\u4e3a\u60a8\u7684\u9879\u76ee\u63d0\u4f9b\u5f3a\u5927\u7684\u652f\u6301\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f7f\u7528Docker\u5b89\u88c5Deep Learning AMI\u7684\u6559\u7a0b \u6df1\u5ea6\u5b66\u4e60\uff08Deep Learning\uff09\u662f\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e2a\u91cd\u8981\u5206\u652f\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u56fe\u50cf\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u9886\u57df\u3002\u4e3a\u4e86\u65b9\u4fbf\u5f00\u53d1\u8005\u548c\u7814\u7a76\u4eba\u5458\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u5b9e\u9a8c\uff0cAmazon Web Services\uff08AWS\uff09\u63d0\u4f9b\u4e86\u6df1\u5ea6\u5b66\u4e60AMI\uff08Amazon Machine Image\uff09\u3002\u672c\u6587\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528Docker\u5728\u672c\u5730\u6216\u4e91\u670d\u52a1\u5668\u4e0a\u5b89\u88c5\u548c\u914d\u7f6e\u6df1\u5ea6\u5b66\u4e60AMI\u3002 \u4ec0\u4e48\u662fDocker\uff1f Docker\u662f\u4e00\u79cd\u5f00\u6e90\u7684\u5bb9\u5668\u5316\u5e73\u53f0\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5c06\u5e94\u7528\u7a0b\u5e8f\u53ca\u5176\u4f9d\u8d56\u9879\u6253\u5305\u5230\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u5bb9\u5668\u4e2d\u3002Docker\u5bb9\u5668\u53ef\u4ee5\u5728\u4efb\u4f55\u652f\u6301Docker\u7684\u73af\u5883\u4e2d\u8fd0\u884c\uff0c\u786e\u4fdd\u5e94\u7528\u7a0b\u5e8f\u5728\u4e0d\u540c\u73af\u5883\u4e2d\u7684\u4e00\u81f4\u6027\u3002\u4f7f\u7528Docker\u53ef\u4ee5\u7b80\u5316\u6df1\u5ea6\u5b66\u4e60\u73af\u5883\u7684\u914d\u7f6e\uff0c\u907f\u514d\u56e0\u73af\u5883\u4e0d\u4e00\u81f4\u800c\u5bfc\u81f4\u7684\u95ee\u9898\u3002 \u51c6\u5907\u5de5\u4f5c \u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u8bf7\u786e\u4fdd\u60a8\u5df2\u7ecf\u5b89\u88c5\u4e86\u4ee5\u4e0b\u8f6f\u4ef6\uff1a Docker\uff1a\u53ef\u4ee5\u4eceDocker\u5b98\u7f51\u4e0b\u8f7d\u5e76\u5b89\u88c5\u3002 AWS\u8d26\u6237\uff1a\u5982\u679c\u60a8\u8fd8\u6ca1\u6709AWS\u8d26\u6237\uff0c\u8bf7\u8bbf\u95eeAWS\u5b98\u7f51\u6ce8\u518c\u3002 \u6b65\u9aa4\u4e00\uff1a\u62c9\u53d6\u6df1\u5ea6\u5b66\u4e60AMI\u955c\u50cf \u9996\u5148\uff0c\u60a8\u9700\u8981\u4eceAWS Marketplace\u83b7\u53d6\u6df1\u5ea6\u5b66\u4e60AMI\u7684Docker\u955c\u50cf\u3002\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u62c9\u53d6\u955c\u50cf\uff1a docker pull amazon\/dlami \u6b64\u547d\u4ee4\u5c06\u4eceDocker Hub\u4e0b\u8f7d\u6700\u65b0\u7684\u6df1\u5ea6\u5b66\u4e60AMI\u955c\u50cf\u3002 \u6b65\u9aa4\u4e8c\uff1a\u8fd0\u884cDocker\u5bb9\u5668 \u4e0b\u8f7d\u5b8c\u6210\u540e\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8Docker\u5bb9\u5668\uff1a docker run &#8211;gpus all -it amazon\/dlami \u6b64\u547d\u4ee4\u5c06\u542f\u52a8\u4e00\u4e2a\u652f\u6301GPU\u7684\u4ea4\u4e92\u5f0f\u5bb9\u5668\u3002\u5982\u679c\u60a8\u7684\u673a\u5668\u6ca1\u6709GPU\uff0c\u53ef\u4ee5\u7701\u7565\u201c&#8211;gpus all\u201d\u9009\u9879\u3002 \u6b65\u9aa4\u4e09\uff1a\u9a8c\u8bc1\u5b89\u88c5 \u8fdb\u5165\u5bb9\u5668\u540e\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u9a8c\u8bc1\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u7684\u5b89\u88c5\u60c5\u51b5\uff1a python -c &#8220;import tensorflow as tf; print(tf.__version__)&#8221; \u5982\u679cTensorFlow\u5b89\u88c5\u6210\u529f\uff0c\u60a8\u5c06\u770b\u5230\u5176\u7248\u672c\u53f7\u3002\u60a8\u4e5f\u53ef\u4ee5\u4f7f\u7528\u7c7b\u4f3c\u7684\u547d\u4ee4\u68c0\u67e5PyTorch\u7b49\u5176\u4ed6\u6846\u67b6\u3002 \u6b65\u9aa4\u56db\uff1a\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6 \u73b0\u5728\uff0c\u60a8\u53ef\u4ee5\u5728Docker\u5bb9\u5668\u4e2d\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u8fdb\u884c\u5f00\u53d1\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684TensorFlow\u793a\u4f8b\uff1a import tensorflow as tf # \u521b\u5efa\u4e00\u4e2a\u5e38\u91cf hello = tf.constant(&#8216;Hello, TensorFlow!&#8217;) [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17],"tags":[],"class_list":["post-13849","post","type-post","status-publish","format-standard","hentry","category-docker"],"_links":{"self":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/13849","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/comments?post=13849"}],"version-history":[{"count":0,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/posts\/13849\/revisions"}],"wp:attachment":[{"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/media?parent=13849"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/categories?post=13849"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fwq.ai\/blog\/wp-json\/wp\/v2\/tags?post=13849"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}