{"id":12382,"date":"2026-06-10T04:01:31","date_gmt":"2026-06-09T20:01:31","guid":{"rendered":"https:\/\/ab123.xyz\/?p=12382"},"modified":"2026-06-10T04:01:31","modified_gmt":"2026-06-09T20:01:31","slug":"docker-%e5%ae%b9%e5%99%a8%e5%8c%96-ai-%e6%a8%a1%e5%9e%8b%e9%83%a8%e7%bd%b2%e6%9c%80%e4%bd%b3%e5%ae%9e%e8%b7%b5%ef%bc%9a%e4%bb%8e%e5%bc%80%e5%8f%91%e5%88%b0%e7%94%9f%e4%ba%a7%e7%9a%84%e5%85%a8%e9%93%be","status":"publish","type":"post","link":"https:\/\/ab123.xyz\/?p=12382","title":{"rendered":"Docker \u5bb9\u5668\u5316 AI \u6a21\u578b\u90e8\u7f72\u6700\u4f73\u5b9e\u8df5\uff1a\u4ece\u5f00\u53d1\u5230\u751f\u4ea7\u7684\u5168\u94fe\u8def\u6307\u5357"},"content":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u80fd\u5feb\u901f\u843d\u5730\u7684\u4eca\u5929\uff0c<strong>Docker \u5bb9\u5668\u5316 AI \u6a21\u578b\u90e8\u7f72<\/strong>\u5df2\u6210\u4e3a\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u6807\u51c6\u8303\u5f0f\u3002\u901a\u8fc7\u5c06\u6a21\u578b\u3001\u4f9d\u8d56\u73af\u5883\u4e0e\u914d\u7f6e\u6253\u5305\u8fdb\u8f7b\u91cf\u7ea7\u5bb9\u5668\uff0c\u5f00\u53d1\u8005\u80fd\u591f\u5f7b\u5e95\u6d88\u9664\u201c\u5728\u6211\u673a\u5668\u4e0a\u80fd\u8dd1\u201d\u7684\u517c\u5bb9\u6027\u95ee\u9898\u3002\u4ee5\u4e0b\u4ece\u5de5\u5177\u9009\u62e9\u3001\u6838\u5fc3\u4f18\u52bf\u3001\u5178\u578b\u573a\u666f\u53ca\u64cd\u4f5c\u6b65\u9aa4\u56db\u4e2a\u7ef4\u5ea6\uff0c\u4e3a\u60a8\u89e3\u6790\u8fd9\u4e00\u6700\u4f73\u5b9e\u8df5\u3002<\/p>\n<h2>\u6838\u5fc3\u5de5\u5177\u4e0e\u5b98\u65b9\u8d44\u6e90<\/h2>\n<p>\u5b9e\u73b0\u5bb9\u5668\u5316\u90e8\u7f72\u7684\u57fa\u7840\u5de5\u5177\u662f Docker Engine\uff0c\u540c\u65f6\u914d\u5408 NVIDIA Container Toolkit \u53ef\u5145\u5206\u5229\u7528 GPU \u7b97\u529b\u3002\u5efa\u8bae\u6240\u6709\u5f00\u53d1\u8005\u4ece <a href=\"https:\/\/www.docker.com\/\" target=\"_blank\">\u5b98\u65b9\u7f51\u7ad9<\/a> \u83b7\u53d6\u6700\u65b0\u7a33\u5b9a\u7248\uff0c\u5e76\u4ed4\u7ec6\u9605\u8bfb Dockerfile \u7f16\u5199\u89c4\u8303\u3002\u6b64\u5916\uff0cHugging Face \u63d0\u4f9b\u7684 Transformers \u955c\u50cf\u3001TensorFlow Serving \u7684\u5b98\u65b9\u955c\u50cf\u90fd\u662f\u7ecf\u8fc7\u4f18\u5316\u7684\u57fa\u7840\u955c\u50cf\uff0c\u53ef\u76f4\u63a5\u7528\u4e8e\u751f\u4ea7\u3002<\/p>\n<h2>\u4e94\u5927\u6838\u5fc3\u4f18\u52bf<\/h2>\n<ul>\n<li><strong>\u73af\u5883\u4e00\u81f4\u6027\uff1a<\/strong>\u5bb9\u5668\u6253\u5305\u4e86 CUDA\u3001cuDNN\u3001Python \u5e93\u7b49\u5168\u90e8\u4f9d\u8d56\uff0c\u786e\u4fdd\u5f00\u53d1\u3001\u6d4b\u8bd5\u3001\u751f\u4ea7\u73af\u5883\u5b8c\u5168\u4e00\u81f4\u3002<\/li>\n<li><strong>\u5f39\u6027\u4f38\u7f29\uff1a<\/strong>\u501f\u52a9 Kubernetes \u6216 Docker Swarm\uff0c\u53ef\u4e00\u952e\u6269\u5c55\u591a\u4e2a\u6a21\u578b\u63a8\u7406\u5b9e\u4f8b\uff0c\u5e94\u5bf9\u6d41\u91cf\u6d2a\u5cf0\u3002<\/li>\n<li><strong>\u8d44\u6e90\u9694\u79bb\uff1a<\/strong>\u6bcf\u4e2a\u5bb9\u5668\u72ec\u7acb\u8fd0\u884c\uff0c\u907f\u514d\u6a21\u578b\u95f4\u8d44\u6e90\u62a2\u5360\uff0c\u4fdd\u969c\u5173\u952e\u670d\u52a1\u7684\u7a33\u5b9a\u6027\u3002<\/li>\n<li><strong>\u5feb\u901f\u8fed\u4ee3\uff1a<\/strong>\u4fee\u6539\u6a21\u578b\u540e\u4ec5\u9700\u91cd\u65b0\u6784\u5efa\u955c\u50cf\u5e76\u6eda\u52a8\u66f4\u65b0\uff0c\u5b9e\u73b0\u96f6\u5b95\u673a\u90e8\u7f72\u3002<\/li>\n<li><strong>\u751f\u6001\u517c\u5bb9\uff1a<\/strong>\u652f\u6301 ONNX\u3001TensorRT \u7b49\u591a\u79cd\u683c\u5f0f\uff0c\u8f7b\u677e\u5bf9\u63a5 MLflow\u3001Kubeflow \u7b49 MLOps \u5e73\u53f0\u3002<\/li>\n<\/ul>\n<h2>\u5178\u578b\u5e94\u7528\u573a\u666f<\/h2>\n<h3>\u5b9e\u65f6\u63a8\u7406 API \u670d\u52a1<\/h3>\n<p>\u5c06\u8bad\u7ec3\u597d\u7684 NLP \u6216 CV \u6a21\u578b\u5c01\u88c5\u6210 RESTful API \u5bb9\u5668\uff0c\u90e8\u7f72\u5728\u4e91\u670d\u52a1\u5668\u6216\u8fb9\u7f18\u8282\u70b9\u3002\u7ed3\u5408 Nginx \u8d1f\u8f7d\u5747\u8861\uff0cQPS \u53ef\u63d0\u5347 3 \u500d\u4ee5\u4e0a\u3002<\/p>\n<h3>\u6279\u91cf\u6570\u636e\u5904\u7406\u7ba1\u9053<\/h3>\n<p>\u4f7f\u7528 Docker Compose \u7f16\u6392\u591a\u4e2a\u5bb9\u5668\uff0c\u5206\u522b\u8d1f\u8d23\u6570\u636e\u9884\u5904\u7406\u3001\u6a21\u578b\u63a8\u7406\u3001\u7ed3\u679c\u540e\u5904\u7406\uff0c\u5f62\u6210\u53ef\u91cd\u590d\u8fd0\u884c\u7684\u6d41\u6c34\u7ebf\uff0c\u9002\u5408\u79bb\u7ebf\u6279\u5904\u7406\u4efb\u52a1\u3002<\/p>\n<h3>\u6a21\u578b\u7248\u672c\u7ba1\u7406\u4e0e A\/B \u6d4b\u8bd5<\/h3>\n<p>\u901a\u8fc7\u4e3a\u4e0d\u540c\u6a21\u578b\u7248\u672c\u6784\u5efa\u72ec\u7acb\u955c\u50cf\uff0c\u5728 Kubernetes Service \u4e2d\u914d\u7f6e\u6d41\u91cf\u6743\u91cd\uff0c\u8f7b\u677e\u5b9e\u73b0 A\/B \u6d4b\u8bd5\uff0c\u5bf9\u6bd4\u7cbe\u5ea6\u4e0e\u5ef6\u8fdf\u3002<\/p>\n<h2>\u5b9e\u65bd\u6b65\u9aa4\u4e0e\u6ce8\u610f\u4e8b\u9879<\/h2>\n<p>\u9996\u5148\uff0c\u7f16\u5199 Dockerfile \u65f6\u91c7\u7528\u591a\u9636\u6bb5\u6784\u5efa\u51cf\u5c11\u955c\u50cf\u4f53\u79ef\uff1b\u5176\u6b21\uff0c\u4f7f\u7528 .dockerignore \u6392\u9664\u975e\u5fc5\u8981\u6587\u4ef6\uff1b\u6700\u540e\uff0c\u52a1\u5fc5\u8bbe\u7f6e\u5bb9\u5668\u8d44\u6e90\u9650\u5236\uff08\u5982 <code>--memory=4g --cpus=2<\/code>\uff09\u5e76\u6302\u8f7d\u6301\u4e45\u5316\u5b58\u50a8\u3002\u63a8\u8350\u4f7f\u7528 Docker Compose \u7ba1\u7406\u591a\u5bb9\u5668\u670d\u52a1\uff0c\u5e76\u5229\u7528\u5065\u5eb7\u68c0\u67e5\u673a\u5236\u81ea\u52a8\u91cd\u542f\u5931\u8d25\u5bb9\u5668\u3002<\/p>\n<p>\u603b\u4e4b\uff0cDocker \u5bb9\u5668\u5316\u8ba9 AI \u6a21\u578b\u90e8\u7f72\u53d8\u5f97\u6807\u51c6\u5316\u3001\u81ea\u52a8\u5316\u3001\u53ef\u89c2\u6d4b\u3002\u638c\u63e1\u8fd9\u4e00\u6700\u4f73\u5b9e\u8df5\uff0c\u5c06\u5927\u5e45\u7f29\u77ed\u6a21\u578b\u4ece\u5b9e\u9a8c\u5ba4\u5230\u751f\u4ea7\u73af\u5883\u7684\u8def\u5f84\uff0c\u4e3a\u667a\u80fd\u5e94\u7528\u7684\u9ad8\u6548\u8fd0\u8425\u63d0\u4f9b\u575a\u5b9e\u5e95\u5ea7\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u80fd\u5feb\u901f\u843d\u5730\u7684\u4eca\u5929\uff0cDocker \u5bb9\u5668\u5316 AI \u6a21\u578b\u90e8\u7f72\u5df2\u6210\u4e3a\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u6807\u51c6\u8303\u5f0f\u3002\u901a\u8fc7\u5c06\u6a21\u578b\u3001\u4f9d\u8d56\u73af\u5883 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[10881,15049,15050,15051,5929],"class_list":["post-12382","post","type-post","status-publish","format-standard","hentry","category-4","tag-ai","tag-docker","tag-mlops","tag-15051","tag-5929"],"_links":{"self":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/12382","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=12382"}],"version-history":[{"count":1,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/12382\/revisions"}],"predecessor-version":[{"id":12383,"href":"https:\/\/ab123.xyz\/index.php?rest_route=\/wp\/v2\/posts\/12382\/revisions\/12383"}],"wp:attachment":[{"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=12382"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=12382"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ab123.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=12382"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}