{"id":12012,"date":"2024-11-15T12:33:30","date_gmt":"2024-11-15T04:33:30","guid":{"rendered":"https:\/\/fwq.ai\/blog\/12012\/"},"modified":"2024-11-15T12:33:30","modified_gmt":"2024-11-15T04:33:30","slug":"docker%e5%9c%a8%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8%ef%bc%9a%e5%a6%82%e4%bd%95%e6%90%ad%e5%bb%baai%e7%8e%af%e5%a2%83%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/12012\/","title":{"rendered":"Docker\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\uff1a\u5982\u4f55\u642d\u5efaAI\u73af\u5883\uff1f"},"content":{"rendered":"<h1 id=\"docker%e5%9c%a8%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8%ef%bc%9a%e5%a6%82%e4%bd%95%e6%90%ad%e5%bb%baai%e7%8e%af%e5%a2%83%ef%bc%9f-uNORkxmvMX\">Docker\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\uff1a\u5982\u4f55\u642d\u5efaAI\u73af\u5883\uff1f<\/h1>\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u548c\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u6784\u5efa\u548c\u7ba1\u7406\u590d\u6742\u7684AI\u73af\u5883\u53d8\u5f97\u6108\u53d1\u91cd\u8981\u3002Docker\u4f5c\u4e3a\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u5bb9\u5668\u5316\u6280\u672f\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u3001\u7075\u6d3b\u7684\u65b9\u5f0f\u6765\u642d\u5efa\u548c\u7ba1\u7406\u673a\u5668\u5b66\u4e60\u73af\u5883\u3002\u672c\u6587\u5c06\u63a2\u8ba8Docker\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\uff0c\u5e76\u63d0\u4f9b\u642d\u5efaAI\u73af\u5883\u7684\u5177\u4f53\u6b65\u9aa4\u3002<\/p>\n<h2 id=\"%e4%bb%80%e4%b9%88%e6%98%afdocker%ef%bc%9f-uNORkxmvMX\">\u4ec0\u4e48\u662fDocker\uff1f<\/h2>\n<p>Docker\u662f\u4e00\u79cd\u5f00\u6e90\u5e73\u53f0\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5c06\u5e94\u7528\u7a0b\u5e8f\u53ca\u5176\u4f9d\u8d56\u9879\u6253\u5305\u5230\u4e00\u4e2a\u79f0\u4e3a\u201c\u5bb9\u5668\u201d\u7684\u6807\u51c6\u5316\u5355\u5143\u4e2d\u3002\u5bb9\u5668\u53ef\u4ee5\u5728\u4efb\u4f55\u652f\u6301Docker\u7684\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u8fd0\u884c\uff0c\u786e\u4fdd\u4e86\u5e94\u7528\u7a0b\u5e8f\u5728\u4e0d\u540c\u73af\u5883\u4e2d\u7684\u4e00\u81f4\u6027\u3002\u8fd9\u79cd\u7279\u6027\u4f7f\u5f97Docker\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<h2 id=\"docker%e5%9c%a8%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e4%b8%ad%e7%9a%84%e4%bc%98%e5%8a%bf-uNORkxmvMX\">Docker\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u4f18\u52bf<\/h2>\n<ul>\n<li><strong>\u73af\u5883\u4e00\u81f4\u6027\uff1a<\/strong>\u4f7f\u7528Docker\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u786e\u4fdd\u5728\u672c\u5730\u3001\u6d4b\u8bd5\u548c\u751f\u4ea7\u73af\u5883\u4e2d\u4f7f\u7528\u76f8\u540c\u7684\u914d\u7f6e\uff0c\u51cf\u5c11\u4e86\u201c\u5728\u6211\u673a\u5668\u4e0a\u53ef\u4ee5\u8fd0\u884c\u201d\u7684\u95ee\u9898\u3002<\/li>\n<li><strong>\u4f9d\u8d56\u7ba1\u7406\uff1a<\/strong>Docker\u5bb9\u5668\u53ef\u4ee5\u5305\u542b\u6240\u6709\u5fc5\u8981\u7684\u5e93\u548c\u4f9d\u8d56\u9879\uff0c\u907f\u514d\u4e86\u56e0\u4f9d\u8d56\u7248\u672c\u4e0d\u4e00\u81f4\u800c\u5bfc\u81f4\u7684\u95ee\u9898\u3002<\/li>\n<li><strong>\u53ef\u79fb\u690d\u6027\uff1a<\/strong>Docker\u5bb9\u5668\u53ef\u4ee5\u5728\u4efb\u4f55\u652f\u6301Docker\u7684\u73af\u5883\u4e2d\u8fd0\u884c\uff0c\u65b9\u4fbf\u4e86\u6a21\u578b\u7684\u5171\u4eab\u548c\u90e8\u7f72\u3002<\/li>\n<li><strong>\u8d44\u6e90\u9694\u79bb\uff1a<\/strong>\u4e0d\u540c\u7684\u673a\u5668\u5b66\u4e60\u9879\u76ee\u53ef\u4ee5\u5728\u72ec\u7acb\u7684\u5bb9\u5668\u4e2d\u8fd0\u884c\uff0c\u907f\u514d\u4e86\u8d44\u6e90\u51b2\u7a81\u3002<\/li>\n<\/ul>\n<h2 id=\"%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8docker%e6%90%ad%e5%bb%ba%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e7%8e%af%e5%a2%83-uNORkxmvMX\">\u5982\u4f55\u4f7f\u7528Docker\u642d\u5efa\u673a\u5668\u5b66\u4e60\u73af\u5883<\/h2>\n<p>\u4ee5\u4e0b\u662f\u4f7f\u7528Docker\u642d\u5efa\u673a\u5668\u5b66\u4e60\u73af\u5883\u7684\u57fa\u672c\u6b65\u9aa4\uff1a<\/p>\n<h3 id=\"%e6%ad%a5%e9%aa%a41%ef%bc%9a%e5%ae%89%e8%a3%85docker-uNORkxmvMX\">\u6b65\u9aa41\uff1a\u5b89\u88c5Docker<\/h3>\n<p>\u9996\u5148\uff0c\u60a8\u9700\u8981\u5728\u60a8\u7684\u8ba1\u7b97\u673a\u4e0a\u5b89\u88c5Docker\u3002\u53ef\u4ee5\u8bbf\u95ee<a href=\"https:\/\/docs.docker.com\/get-docker\/\">Docker\u5b98\u65b9\u7f51\u7ad9<\/a>\uff0c\u6839\u636e\u60a8\u7684\u64cd\u4f5c\u7cfb\u7edf\u9009\u62e9\u5408\u9002\u7684\u5b89\u88c5\u5305\u8fdb\u884c\u5b89\u88c5\u3002<\/p>\n<h3 id=\"%e6%ad%a5%e9%aa%a42%ef%bc%9a%e5%88%9b%e5%bb%badockerfile-uNORkxmvMX\">\u6b65\u9aa42\uff1a\u521b\u5efaDockerfile<\/h3>\n<p>Dockerfile\u662f\u4e00\u4e2a\u6587\u672c\u6587\u4ef6\uff0c\u5305\u542b\u4e86\u6784\u5efaDocker\u955c\u50cf\u6240\u9700\u7684\u6240\u6709\u547d\u4ee4\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684Dockerfile\u793a\u4f8b\uff0c\u7528\u4e8e\u521b\u5efa\u4e00\u4e2aPython\u673a\u5668\u5b66\u4e60\u73af\u5883\uff1a<\/p>\n<pre><code>FROM python:3.8-slim\n\n# \u8bbe\u7f6e\u5de5\u4f5c\u76ee\u5f55\nWORKDIR \/app\n\n# \u590d\u5236requirements.txt\u6587\u4ef6\nCOPY requirements.txt .\n\n# \u5b89\u88c5\u4f9d\u8d56\nRUN pip install --no-cache-dir -r requirements.txt\n\n# \u590d\u5236\u9879\u76ee\u6587\u4ef6\nCOPY . .\n\n# \u8bbe\u7f6e\u9ed8\u8ba4\u547d\u4ee4\nCMD [\"python\", \"your_script.py\"]<\/code><\/pre>\n<h3 id=\"%e6%ad%a5%e9%aa%a43%ef%bc%9a%e5%88%9b%e5%bb%barequirements-txt-uNORkxmvMX\">\u6b65\u9aa43\uff1a\u521b\u5efarequirements.txt<\/h3>\n<p>\u5728\u540c\u4e00\u76ee\u5f55\u4e0b\uff0c\u521b\u5efa\u4e00\u4e2a\u540d\u4e3arequirements.txt\u7684\u6587\u4ef6\uff0c\u5217\u51fa\u60a8\u9879\u76ee\u6240\u9700\u7684\u6240\u6709Python\u5e93\u3002\u4f8b\u5982\uff1a<\/p>\n<pre><code>numpy\npandas\nscikit-learn\ntensorflow\n<\/code><\/pre>\n<h3 id=\"%e6%ad%a5%e9%aa%a44%ef%bc%9a%e6%9e%84%e5%bb%badocker%e9%95%9c%e5%83%8f-uNORkxmvMX\">\u6b65\u9aa44\uff1a\u6784\u5efaDocker\u955c\u50cf<\/h3>\n<p>\u5728\u7ec8\u7aef\u4e2d\u5bfc\u822a\u5230Dockerfile\u6240\u5728\u7684\u76ee\u5f55\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u4ee5\u6784\u5efaDocker\u955c\u50cf\uff1a<\/p>\n<pre><code>docker build -t my_ml_env .<\/code><\/pre>\n<h3 id=\"%e6%ad%a5%e9%aa%a45%ef%bc%9a%e8%bf%90%e8%a1%8cdocker%e5%ae%b9%e5%99%a8-uNORkxmvMX\">\u6b65\u9aa45\uff1a\u8fd0\u884cDocker\u5bb9\u5668<\/h3>\n<p>\u6784\u5efa\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fd0\u884cDocker\u5bb9\u5668\uff1a<\/p>\n<pre><code>docker run -it my_ml_env<\/code><\/pre>\n<p>\u8fd9\u5c06\u542f\u52a8\u4e00\u4e2a\u4ea4\u4e92\u5f0f\u7ec8\u7aef\uff0c\u60a8\u53ef\u4ee5\u5728\u5176\u4e2d\u8fd0\u884c\u60a8\u7684\u673a\u5668\u5b66\u4e60\u4ee3\u7801\u3002<\/p>\n<h2 id=\"%e6%80%bb%e7%bb%93-uNORkxmvMX\">\u603b\u7ed3<\/h2>\n<p>Docker\u4e3a\u673a\u5668\u5b66\u4e60\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u3001\u7075\u6d3b\u7684\u73af\u5883\u7ba1\u7406\u65b9\u5f0f\u3002\u901a\u8fc7\u5bb9\u5668\u5316\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u8f7b\u677e\u5730\u521b\u5efa\u3001\u5171\u4eab\u548c\u90e8\u7f72\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u786e\u4fdd\u73af\u5883\u7684\u4e00\u81f4\u6027\u548c\u53ef\u79fb\u690d\u6027\u3002\u65e0\u8bba\u662f\u5728\u672c\u5730\u5f00\u53d1\u8fd8\u662f\u5728\u4e91\u7aef\u90e8\u7f72\uff0cDocker\u90fd\u80fd\u5e2e\u52a9\u60a8\u7b80\u5316\u5de5\u4f5c\u6d41\u7a0b\uff0c\u63d0\u9ad8\u751f\u4ea7\u529b\u3002<\/p>\n<p>\u5982\u679c\u60a8\u6b63\u5728\u5bfb\u627e\u9ad8\u6027\u80fd\u7684<a href=\"https:\/\/fwq.ai\">\u4e91\u670d\u52a1\u5668<\/a>\u6765\u652f\u6301\u60a8\u7684\u673a\u5668\u5b66\u4e60\u9879\u76ee\uff0c\u7c73\u4e91\u63d0\u4f9b\u591a\u79cd\u89e3\u51b3\u65b9\u6848\uff0c\u5305\u62ec\u7f8e\u56fdVPS\u548c\u533f\u540d\u670d\u52a1\u5668\uff0c\u786e\u4fdd\u60a8\u7684\u6570\u636e\u5b89\u5168\u548c\u9690\u79c1\u4fdd\u62a4\u3002\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\uff0c\u8bf7\u8bbf\u95ee\u6211\u4eec\u7684<a href=\"https:\/\/fwq.ai\">\u7f51\u7ad9<\/a>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Docker\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\uff1a\u5982\u4f55\u642d\u5efaAI\u73af\u5883\uff1f \u968f\u7740\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u548c\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u6784\u5efa\u548c\u7ba1\u7406\u590d\u6742\u7684AI\u73af\u5883\u53d8\u5f97\u6108\u53d1\u91cd\u8981\u3002Docker\u4f5c\u4e3a\u4e00\u79cd\u8f7b\u91cf\u7ea7\u7684\u5bb9\u5668\u5316\u6280\u672f\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u6548\u3001\u7075\u6d3b\u7684\u65b9\u5f0f\u6765\u642d\u5efa\u548c\u7ba1\u7406\u673a\u5668\u5b66\u4e60\u73af\u5883\u3002\u672c\u6587\u5c06\u63a2\u8ba8Docker\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5e94\u7528\uff0c\u5e76\u63d0\u4f9b\u642d\u5efaAI\u73af\u5883\u7684\u5177\u4f53\u6b65\u9aa4\u3002 \u4ec0\u4e48\u662fDocker\uff1f Docker\u662f\u4e00\u79cd\u5f00\u6e90\u5e73\u53f0\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5c06\u5e94\u7528\u7a0b\u5e8f\u53ca\u5176\u4f9d\u8d56\u9879\u6253\u5305\u5230\u4e00\u4e2a\u79f0\u4e3a\u201c\u5bb9\u5668\u201d\u7684\u6807\u51c6\u5316\u5355\u5143\u4e2d\u3002\u5bb9\u5668\u53ef\u4ee5\u5728\u4efb\u4f55\u652f\u6301Docker\u7684\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u8fd0\u884c\uff0c\u786e\u4fdd\u4e86\u5e94\u7528\u7a0b\u5e8f\u5728\u4e0d\u540c\u73af\u5883\u4e2d\u7684\u4e00\u81f4\u6027\u3002\u8fd9\u79cd\u7279\u6027\u4f7f\u5f97Docker\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002 Docker\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u4f18\u52bf \u73af\u5883\u4e00\u81f4\u6027\uff1a\u4f7f\u7528Docker\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u786e\u4fdd\u5728\u672c\u5730\u3001\u6d4b\u8bd5\u548c\u751f\u4ea7\u73af\u5883\u4e2d\u4f7f\u7528\u76f8\u540c\u7684\u914d\u7f6e\uff0c\u51cf\u5c11\u4e86\u201c\u5728\u6211\u673a\u5668\u4e0a\u53ef\u4ee5\u8fd0\u884c\u201d\u7684\u95ee\u9898\u3002 \u4f9d\u8d56\u7ba1\u7406\uff1aDocker\u5bb9\u5668\u53ef\u4ee5\u5305\u542b\u6240\u6709\u5fc5\u8981\u7684\u5e93\u548c\u4f9d\u8d56\u9879\uff0c\u907f\u514d\u4e86\u56e0\u4f9d\u8d56\u7248\u672c\u4e0d\u4e00\u81f4\u800c\u5bfc\u81f4\u7684\u95ee\u9898\u3002 \u53ef\u79fb\u690d\u6027\uff1aDocker\u5bb9\u5668\u53ef\u4ee5\u5728\u4efb\u4f55\u652f\u6301Docker\u7684\u73af\u5883\u4e2d\u8fd0\u884c\uff0c\u65b9\u4fbf\u4e86\u6a21\u578b\u7684\u5171\u4eab\u548c\u90e8\u7f72\u3002 \u8d44\u6e90\u9694\u79bb\uff1a\u4e0d\u540c\u7684\u673a\u5668\u5b66\u4e60\u9879\u76ee\u53ef\u4ee5\u5728\u72ec\u7acb\u7684\u5bb9\u5668\u4e2d\u8fd0\u884c\uff0c\u907f\u514d\u4e86\u8d44\u6e90\u51b2\u7a81\u3002 \u5982\u4f55\u4f7f\u7528Docker\u642d\u5efa\u673a\u5668\u5b66\u4e60\u73af\u5883 \u4ee5\u4e0b\u662f\u4f7f\u7528Docker\u642d\u5efa\u673a\u5668\u5b66\u4e60\u73af\u5883\u7684\u57fa\u672c\u6b65\u9aa4\uff1a \u6b65\u9aa41\uff1a\u5b89\u88c5Docker \u9996\u5148\uff0c\u60a8\u9700\u8981\u5728\u60a8\u7684\u8ba1\u7b97\u673a\u4e0a\u5b89\u88c5Docker\u3002\u53ef\u4ee5\u8bbf\u95eeDocker\u5b98\u65b9\u7f51\u7ad9\uff0c\u6839\u636e\u60a8\u7684\u64cd\u4f5c\u7cfb\u7edf\u9009\u62e9\u5408\u9002\u7684\u5b89\u88c5\u5305\u8fdb\u884c\u5b89\u88c5\u3002 \u6b65\u9aa42\uff1a\u521b\u5efaDockerfile Dockerfile\u662f\u4e00\u4e2a\u6587\u672c\u6587\u4ef6\uff0c\u5305\u542b\u4e86\u6784\u5efaDocker\u955c\u50cf\u6240\u9700\u7684\u6240\u6709\u547d\u4ee4\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684Dockerfile\u793a\u4f8b\uff0c\u7528\u4e8e\u521b\u5efa\u4e00\u4e2aPython\u673a\u5668\u5b66\u4e60\u73af\u5883\uff1a FROM python:3.8-slim # \u8bbe\u7f6e\u5de5\u4f5c\u76ee\u5f55 WORKDIR \/app # \u590d\u5236requirements.txt\u6587\u4ef6 COPY requirements.txt . # \u5b89\u88c5\u4f9d\u8d56 RUN pip install &#8211;no-cache-dir -r requirements.txt # \u590d\u5236\u9879\u76ee\u6587\u4ef6 COPY . . # \u8bbe\u7f6e\u9ed8\u8ba4\u547d\u4ee4 CMD [&#8220;python&#8221;, &#8220;your_script.py&#8221;] \u6b65\u9aa43\uff1a\u521b\u5efarequirements.txt \u5728\u540c\u4e00\u76ee\u5f55\u4e0b\uff0c\u521b\u5efa\u4e00\u4e2a\u540d\u4e3arequirements.txt\u7684\u6587\u4ef6\uff0c\u5217\u51fa\u60a8\u9879\u76ee\u6240\u9700\u7684\u6240\u6709Python\u5e93\u3002\u4f8b\u5982\uff1a numpy pandas scikit-learn tensorflow \u6b65\u9aa44\uff1a\u6784\u5efaDocker\u955c\u50cf \u5728\u7ec8\u7aef\u4e2d\u5bfc\u822a\u5230Dockerfile\u6240\u5728\u7684\u76ee\u5f55\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u4ee5\u6784\u5efaDocker\u955c\u50cf\uff1a docker build -t 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