{"id":35905,"date":"2023-11-20T03:19:14","date_gmt":"2023-05-02T14:46:06","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e3%80%90airflow-on-kubernetes%e3%80%91docker%e3%82%a4%e3%83%a1%e3%83%bc%e3%82%b8%e3%81%aebuild%e3%81%a8pod%e3%81%aedeploy%e3%81%ae%e4%bb%95%e7%b5%84%e3%81%bf%e3%81%ab%e3%81%a4%e3%81%84%e3%81%a6\/"},"modified":"2024-05-04T09:55:17","modified_gmt":"2024-05-04T01:55:17","slug":"%e3%80%90airflow-on-kubernetes%e3%80%91docker%e3%82%a4%e3%83%a1%e3%83%bc%e3%82%b8%e3%81%aebuild%e3%81%a8pod%e3%81%aedeploy%e3%81%ae%e4%bb%95%e7%b5%84%e3%81%bf%e3%81%ab%e3%81%a4%e3%81%84%e3%81%a6","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e3%80%90airflow-on-kubernetes%e3%80%91docker%e3%82%a4%e3%83%a1%e3%83%bc%e3%82%b8%e3%81%aebuild%e3%81%a8pod%e3%81%aedeploy%e3%81%ae%e4%bb%95%e7%b5%84%e3%81%bf%e3%81%ab%e3%81%a4%e3%81%84%e3%81%a6\/","title":{"rendered":"\u3010Airflow on Kubernetes\u3011Docker\u30a4\u30e1\u30fc\u30b8\u306ebuild\u3068Pod\u306edeploy\u306e\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066"},"content":{"rendered":"<h2>\u603b\u7ed3<\/h2>\n<p>Airflow\u3067\u306f\u3001Kubernetes\u7528\u306eDocker\u30a4\u30e1\u30fc\u30b8\u306e\u4f5c\u6210\u30b9\u30af\u30ea\u30d7\u30c8\u3068\u3001Pod\u306edeploy\u7528\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u3002<br \/>\nGitHUB: https:\/\/github.com\/apache\/airflow<\/p>\n<p>\u8c03\u67e5\u4e86\u8fd9\u4e9b\u811a\u672c\u5b9e\u9645\u6267\u884c\u4e86\u4ec0\u4e48\u5904\u7406\u3002<\/p>\n<h2>\u53ea\u9700\u8981\u4e00\u79cd\u9009\u9879\uff0c\u7528\u4e2d\u6587\u5c06\u4ee5\u4e0b\u5185\u5bb9\u8fdb\u884c\u540c\u4e49\u6539\u5199\uff1a<\/h2>\n<p>\u7248\u672c<\/p>\n<ul class=\"post-ul\">airflow-1.10.3<\/ul>\n<h2>\u76ee\u5f55<\/h2>\n<ul class=\"post-ul\">\u3010Airflow on Kubernetes\u3011\u76ee\u6b21<\/ul>\n<h2>\u95a2\u9023\u8a18\u4e8b<\/h2>\n<ul class=\"post-ul\">Kubernetes\u30cf\u30f3\u30ba\u30aa\u30f3\u76ee\u6b21<\/ul>\n<h2>\u304a\u304a\u307e\u304b\u306a\u51e6\u7406\u306e\u6d41\u308c<\/h2>\n<p>\u5c06\u5904\u7406\u8fc7\u7a0b\u5927\u81f4\u5206\u4e3a\u4ee5\u4e0b\u4e24\u4e2a\u90e8\u5206\u3002<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u6784\u5efaDocker\u955c\u50cf\u3002<\/ol>\n<\/li>\n<\/ol>\n<p>scripts\/ci\/kubernetes\/docker\/build.sh<\/p>\n<p>\u90e8\u7f72Pod\u3002<\/p>\n<p>scripts\/ci\/kubernetes\/kube\/deploy.sh<\/p>\n<p>\u5728\u63a5\u4e0b\u6765\u7684\u90e8\u5206\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u8ffd\u8e2a\u6bcf\u4e2a\u5904\u7406\u6b65\u9aa4\u3002<\/p>\n<h2>\u6784\u5efaDocker\u955c\u50cf.<\/h2>\n<p>\u8ffd\u8e2a build.sh \u6587\u4ef6\u7684\u5904\u7406\u5185\u5bb9\uff0c\u4ee5\u6784\u5efa Docker \u955c\u50cf\u3002<\/p>\n<p>\u5b9f\u969b\u306b\u5b9f\u884c\u3055\u305b\u308b\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u69d8\u306b\u3059\u308b\u3002<\/p>\n<pre class=\"post-pre\"><code>$ sudo .\/scripts\/ci\/kubernetes\/docker\/build.sh\r\n<\/code><\/pre>\n<h3>\u6267\u884cbuild.sh\u547d\u4ee4\uff0c\u521b\u5efaairflow\u7684Docker\u955c\u50cf\u3002<\/h3>\n<p>\u5728build.sh\u7684\u7b2c45\u884c\u4e2d\u6267\u884ccompile.sh\u3002<\/p>\n<pre class=\"post-pre\"><code>docker run <span class=\"nt\">-it<\/span> <span class=\"nt\">--rm<\/span> <span class=\"nt\">-v<\/span> <span class=\"k\">${<\/span><span class=\"nv\">AIRFLOW_ROOT<\/span><span class=\"k\">}<\/span>:\/airflow <span class=\"se\">\\<\/span>\r\n    <span class=\"nt\">-w<\/span> \/airflow <span class=\"k\">${<\/span><span class=\"nv\">PYTHON_DOCKER_IMAGE<\/span><span class=\"k\">}<\/span> .\/scripts\/ci\/kubernetes\/docker\/compile.sh\r\n<\/code><\/pre>\n<h3>\u5728 build.sh \u7684\u6587\u4ef6\u4e2d\u6267\u884c compile.sh<\/h3>\n<p>\u5f53\u5728compile.sh\u7684\u7b2c32\u884c\u6267\u884csetup.py\u65f6\uff0c\u4f1a\u5728\u4e3b\u673a\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u751f\u6210\u4e00\u4e2a\u540d\u4e3a~\/airflow\/dist\/\u7684\u76ee\u5f55\uff0c\u5e76\u4e14\u5728\u8be5\u76ee\u5f55\u4e0b\u4f1a\u751f\u6210\u4e00\u4e2a\u540d\u4e3aapache-airflow-2.0.0.dev0.tar.gz\u7684\u6587\u4ef6\u3002\u8fd9\u4e2a\u6587\u4ef6\u5c31\u662fairflow\u7684\u6e90\u4ee3\u7801\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># apache-airflow-2.0.0.dev0.tar.gz\u304c\u751f\u6210\u3055\u308c\u308b<\/span>\r\npython setup.py compile_assets sdist <span class=\"nt\">-q<\/span>\r\n<\/code><\/pre>\n<p>compile.sh\u3067airflow\u306etar\u30d5\u30a1\u30a4\u30eb\u304c\u4f5c\u6210\u3055\u308c\u308b\u3068\u3001build.sh#L50\u3067\u3001\u5148\u7a0b\u751f\u6210\u3055\u308c\u305fapache-airflow-2.0.0.dev0.tar.gz\u304c\u3001scripts\/ci\/kubernetes\/docker\/airflow.tar.gz\u306b\u30ea\u30cd\u30fc\u30e0\u3057\u3066\u30b3\u30d4\u30fc\u3055\u308c\u308b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nb\">cp<\/span> <span class=\"nv\">$AIRFLOW_ROOT<\/span>\/dist\/<span class=\"k\">*<\/span>.tar.gz <span class=\"k\">${<\/span><span class=\"nv\">DIRNAME<\/span><span class=\"k\">}<\/span>\/airflow.tar.gz\r\n<\/code><\/pre>\n<h3>build.sh\u306e\u4e2d\u3067airflow\u306eDocker\u30a4\u30e1\u30fc\u30b8\u3092build\u3059\u308b<\/h3>\n<p>build.sh#L51\u3067\u3001docker build\u304c\u5b9f\u884c\u3055\u308c\u308b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nb\">cd<\/span> <span class=\"nv\">$DIRNAME<\/span> <span class=\"o\">&amp;&amp;<\/span> docker build <span class=\"nt\">--pull<\/span> <span class=\"nv\">$DIRNAME<\/span> <span class=\"nt\">--tag<\/span><span class=\"o\">=<\/span><span class=\"k\">${<\/span><span class=\"nv\">IMAGE<\/span><span class=\"k\">}<\/span>:<span class=\"k\">${<\/span><span class=\"nv\">TAG<\/span><span class=\"k\">}<\/span>\r\n<\/code><\/pre>\n<p>\u3053\u306e\u3068\u304d\u306b\u3001\u3053\u306eDockerfile\u304c\u8aad\u307f\u8fbc\u307e\u308c\u308b\u3002<\/p>\n<h4>Dockerfile \u7684\u5904\u7406<\/h4>\n<p>\u5728Dockerfile\u7684\u7b2c45\u884c\uff0c\u5c06\u5148\u524d\u751f\u6210\u7684\u4e3b\u673a\u64cd\u4f5c\u7cfb\u7edf\u7684scripts\/ci\/kubernetes\/docker\/airflow.tar.gz\u590d\u5236\u5230\u5bb9\u5668\u5185\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># \u30b3\u30f3\u30c6\u30ca\u5185\u306bCOPY<\/span>\r\n<span class=\"k\">COPY<\/span><span class=\"s\"> airflow.tar.gz \/tmp\/airflow.tar.gz<\/span>\r\n<\/code><\/pre>\n<h3>\u5728Dockerfile\u4e2d\uff0c\u5c06\u6267\u884cairflow-test-env-init.sh<\/h3>\n<p>\u6b21\u306bDockerfile#L48\u3067\u3001airflow-test-env-init.sh\u304c\u5b9f\u884c\u3055\u308c\u308b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"k\">COPY<\/span><span class=\"s\"> airflow-test-env-init.sh \/tmp\/airflow-test-env-init.sh<\/span>\r\n<\/code><\/pre>\n<p>\u3059\u308b\u3068\u3001airflow-test-env-init.sh#L23\u3067\u3001\u30b3\u30f3\u30c6\u30ca\u5185\u306e\/usr\/local\/lib\/python3.6\/site-packages\/airflow\/example_dags\/\u3092\u3001PersistentVolume\u306emount\u5148\u3067\u3042\u308b\/root\/airflow\/dags\/\u306b\u30b3\u30d4\u30fc\u3059\u308b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"c\"># example_dags\/\u3068contrib\/example_dags\/\u3092PersistentVolume\u306b\u30b3\u30d4\u30fc<\/span>\r\n<span class=\"nb\">cd<\/span> \/usr\/local\/lib\/python3.6\/site-packages\/airflow <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\<\/span>\r\n<span class=\"nb\">cp<\/span> <span class=\"nt\">-R<\/span> example_dags\/<span class=\"k\">*<\/span> \/root\/airflow\/dags\/ <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\<\/span>\r\n<span class=\"nb\">cp<\/span> <span class=\"nt\">-R<\/span> contrib\/example_dags\/example_kubernetes_<span class=\"k\">*<\/span>.py \/root\/airflow\/dags\/ <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\<\/span>\r\n<span class=\"nb\">cp<\/span> <span class=\"nt\">-a<\/span> contrib\/example_dags\/libs \/root\/airflow\/dags\/ <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\<\/span>\r\n<\/code><\/pre>\n<p>build.sh\u7684\u5904\u7406\u5df2\u7ecf\u5b8c\u6210\u3002<\/p>\n<h2>\u90e8\u7f72<\/h2>\n<p>\u8ffd\u8e2adeploy.sh\u811a\u672c\u7684\u5904\u7406\u6b65\u9aa4\uff0c\u4ee5\u4fbf\u90e8\u7f72Pod\u3002<\/p>\n<p>\u5982\u679c\u8981\u5b9e\u9645\u6267\u884c\uff0c\u8bf7\u6309\u7167\u4ee5\u4e0b\u65b9\u5f0f\u64cd\u4f5c\uff1a<br \/>\n\u4f7f\u7528\u201c-d\u201d\u9009\u9879\uff0c\u9009\u62e9\u5c06dags_folder\u7684\u6dfb\u52a0\u6a21\u5f0f\u8bbe\u7f6e\u4e3apersistent_mode\u6216git_mode\u4e2d\u7684\u4e00\u79cd\u3002<\/p>\n<pre class=\"post-pre\"><code>  usage: .\/scripts\/ci\/kubernetes\/kube\/deploy.sh options\r\n  OPTIONS:\r\n    -d Use PersistentVolume or GitSync for dags_folder. Available options are \"persistent_mode\" or \"git_mode\"\r\n<\/code><\/pre>\n<p>\u8fdb\u884c<\/p>\n<pre class=\"post-pre\"><code>$ sudo .\/scripts\/ci\/kubernetes\/kube\/deploy.sh -d {persistent_mode,git_mode}\r\n<\/code><\/pre>\n<h3>\u6267\u884cdeploy.sh<\/h3>\n<p>\u8fd0\u884cdeploy.sh\u811a\u672c\uff0c\u90e8\u7f72Pod\u3002<\/p>\n<p>\u5f53\u6267\u884c\u65f6\uff0c\u4f1a\u5c06scripts\/ci\/kubernetes\/kube\/templates\u6587\u4ef6\u5939\u4e2d\u7684\u6a21\u677f\u6587\u4ef6\u4e2d\u7684\u5fc5\u8981\u90e8\u5206\u66ff\u6362\uff0c\u5e76\u751f\u6210\u5230scripts\/ci\/kubernetes\/kube\/build\u4e0b\u3002<br \/>\n\u4f7f\u7528\u751f\u6210\u7684manifest\u6587\u4ef6\u6267\u884ckubectl apply\u547d\u4ee4\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"gp\">$<\/span> <span class=\"nb\">ls<\/span> <span class=\"nt\">-1<\/span> scripts\/ci\/kubernetes\/kube\/templates\/\r\n<span class=\"go\">airflow.template.yaml\r\nconfigmaps.template.yaml\r\ninit_git_sync.template.yaml\r\n<\/span><\/code><\/pre>\n<h3>\u521d\u59cb\u5bb9\u5668<\/h3>\n<p>ci\/kubernetes\/kube\/templates\/airflow.template.yaml\u3092\u5143\u306b\u3057\u3066\u751f\u6210\u3055\u308c\u305f\u3001scripts\/ci\/kubernetes\/kube\/build\/airflow.yaml\u3092apply\u3059\u308b\u3068\u3001airflow.yaml#L44\u3067\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u308bInitContainer\u304c\u5b9f\u884c\u3055\u308c\u3001deploy\u306e\u969b\u306bInitContainer\u3067\u3082airflow-test-env-init.sh\u304c\u5b9f\u884c\u3055\u308c\u308b\u3002<\/p>\n<p>\u5728\u8fd9\u91cc\uff0c\u5bb9\u5668\u4e2d\u7684\/usr\/local\/lib\/python3.6\/site-packages\/airflow\/example_dags\/\u5c06\u88ab\u590d\u5236\u5230Pod\u7684PersistentVolume\u7684\u6302\u8f7d\u70b9\/root\/airflow\/dags\/\u4e0a\u3002<\/p>\n<p>airflow.template.yaml\u6587\u4ef6\u4e2d\u7684\u7b2c44\u884c<\/p>\n<pre class=\"post-pre\"><code>    <span class=\"na\">spec<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"na\">initContainers<\/span><span class=\"pi\">:<\/span>\r\n      <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">init\"<\/span>\r\n        <span class=\"na\">image<\/span><span class=\"pi\">:<\/span> <span class=\"pi\">{{<\/span><span class=\"nv\">AIRFLOW_IMAGE<\/span><span class=\"pi\">}}<\/span><span class=\"s\">:{{AIRFLOW_TAG}}<\/span>\r\n        <span class=\"na\">imagePullPolicy<\/span><span class=\"pi\">:<\/span> <span class=\"s\">IfNotPresent<\/span>\r\n        <span class=\"na\">volumeMounts<\/span><span class=\"pi\">:<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">airflow-configmap<\/span>\r\n          <span class=\"na\">mountPath<\/span><span class=\"pi\">:<\/span> <span class=\"s\">\/root\/airflow\/airflow.cfg<\/span>\r\n          <span class=\"na\">subPath<\/span><span class=\"pi\">:<\/span> <span class=\"s\">airflow.cfg<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"pi\">{{<\/span><span class=\"nv\">INIT_DAGS_VOLUME_NAME<\/span><span class=\"pi\">}}<\/span>\r\n          <span class=\"na\">mountPath<\/span><span class=\"pi\">:<\/span> <span class=\"s\">\/root\/airflow\/dags<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">test-volume<\/span>\r\n          <span class=\"na\">mountPath<\/span><span class=\"pi\">:<\/span> <span class=\"s\">\/root\/test_volume<\/span>\r\n        <span class=\"na\">env<\/span><span class=\"pi\">:<\/span>\r\n        <span class=\"pi\">-<\/span> <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">SQL_ALCHEMY_CONN<\/span>\r\n          <span class=\"na\">valueFrom<\/span><span class=\"pi\">:<\/span>\r\n            <span class=\"na\">secretKeyRef<\/span><span class=\"pi\">:<\/span>\r\n              <span class=\"na\">name<\/span><span class=\"pi\">:<\/span> <span class=\"s\">airflow-secrets<\/span>\r\n              <span class=\"na\">key<\/span><span class=\"pi\">:<\/span> <span class=\"s\">sql_alchemy_conn<\/span>\r\n        <span class=\"na\">command<\/span><span class=\"pi\">:<\/span>\r\n          <span class=\"pi\">-<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">bash\"<\/span>\r\n        <span class=\"na\">args<\/span><span class=\"pi\">:<\/span>\r\n          <span class=\"pi\">-<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">-cx\"<\/span>\r\n          <span class=\"pi\">-<\/span> <span class=\"s2\">\"<\/span><span class=\"s\">.\/tmp\/airflow-test-env-init.sh\"<\/span>\r\n<\/code><\/pre>\n<p>deploy.sh\u7684\u5904\u7406\u5df2\u7ecf\u5b8c\u6210\u3002<\/p>\n<h3>dags\u306e\u78ba\u8a8d<\/h3>\n<p>\u68c0\u67e5Pod\u5185\u90e8:\/root\/airflow\/dags\/\u4ee5\u53ca\/usr\/local\/lib\/python3.6\/site-packages\/airflow\/example_dags\/\uff0c\u53d1\u73b0\u6587\u4ef6\u5b58\u5728\u3002<\/p>\n<p>\u6211\u8fdb\u5165Pod\u91cc\u53bb\u786e\u8ba4\u4e00\u4e0b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nv\">$ <\/span><span class=\"nb\">sudo <\/span>kubectl <span class=\"nb\">exec<\/span> <span class=\"nt\">-it<\/span> airflow-xxxxxxxxxx-xxxxx \/bin\/bash\r\n<\/code><\/pre>\n<p>\u68c0\u67e5Pod\u5185\u7684\/usr\/local\/lib\/python3.6\/site-packages\/airflow\/example_dags\/\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"gp\">root@airflow-xxxxxxxxxx-xxxxx:\/#<\/span> <span class=\"nb\">ls<\/span> <span class=\"nt\">-1<\/span> \/usr\/local\/lib\/python3.6\/site-packages\/airflow\/example_dags\/\r\n<span class=\"go\">__init__.py\r\n__pycache__\r\ndocker_copy_data.py\r\nexample_bash_operator.py\r\nexample_branch_operator.py\r\nexample_branch_python_dop_operator_3.py\r\nexample_docker_operator.py\r\nexample_http_operator.py\r\nexample_latest_only.py\r\nexample_latest_only_with_trigger.py\r\nexample_passing_params_via_test_command.py\r\nexample_pig_operator.py\r\nexample_python_operator.py\r\nexample_short_circuit_operator.py\r\nexample_skip_dag.py\r\nexample_subdag_operator.py\r\nexample_trigger_controller_dag.py\r\nexample_trigger_target_dag.py\r\nexample_xcom.py\r\nsubdags\r\ntest_utils.py\r\ntutorial.py\r\n<\/span><\/code><\/pre>\n<p>\u67e5\u770bPod\u4e2d\u7684 \/root\/airflow\/dags\/ \u4ee5\u4e0b\u7684\u5185\u5bb9\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"gp\">root@airflow-xxxxxxxxxx-xxxxx:\/#<\/span> <span class=\"nb\">ls<\/span> <span class=\"nt\">-1<\/span> \/root\/airflow\/dags\/\r\n<span class=\"go\">__init__.py\r\n__pycache__\r\ndocker_copy_data.py\r\nexample_bash_operator.py\r\nexample_branch_operator.py\r\nexample_branch_python_dop_operator_3.py\r\nexample_docker_operator.py\r\nexample_http_operator.py\r\nexample_kubernetes_executor.py\r\nexample_kubernetes_executor_config.py\r\nexample_kubernetes_operator.py\r\nexample_latest_only.py\r\nexample_latest_only_with_trigger.py\r\nexample_passing_params_via_test_command.py\r\nexample_pig_operator.py\r\nexample_python_operator.py\r\nexample_short_circuit_operator.py\r\nexample_skip_dag.py\r\nexample_subdag_operator.py\r\nexample_trigger_controller_dag.py\r\nexample_trigger_target_dag.py\r\nexample_xcom.py\r\nlibs\r\nsubdags\r\ntest_utils.py\r\ntutorial.py\r\n<\/span><\/code><\/pre>\n<p>\u867d\u7136\u4e24\u8005\u90fd\u6709dag\u6587\u4ef6\uff0c\u4f46\u662f\/root\/airflow\/dags\/\u6587\u4ef6\u5939\u91cc\u7684\u6587\u4ef6\u6570\u91cf\u66f4\u591a\u3002<br \/>\n\u8fd9\u662f\u901a\u8fc7\u67e5\u770bairflow-test-env-init.sh\u53ef\u4ee5\u5f97\u77e5\u7684\uff0c\u539f\u56e0\u662f\u590d\u5236\u4e86example_dags\/\u4ee5\u53cacontrib\/example_dags\/\u4e0b\u7684\u6587\u4ef6\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nb\">cp<\/span> <span class=\"nt\">-R<\/span> example_dags\/<span class=\"k\">*<\/span> \/root\/airflow\/dags\/ <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\<\/span>\r\n<span class=\"nb\">cp<\/span> <span class=\"nt\">-R<\/span> contrib\/example_dags\/example_kubernetes_<span class=\"k\">*<\/span>.py \/root\/airflow\/dags\/ <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\<\/span>\r\n<span class=\"nb\">cp<\/span> <span class=\"nt\">-a<\/span> contrib\/example_dags\/libs \/root\/airflow\/dags\/ <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\<\/span>\r\n<\/code><\/pre>\n<h2>\u67e5\u770bPod\u7684\u65e5\u5fd7\u7684\u65b9\u6cd5<\/h2>\n<p>\u6307\u5b9aPod\u540d\u79f0\u548c\u5bb9\u5668\u540d\u79f0\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"gp\">$<\/span> <span class=\"nb\">sudo <\/span>kubectl logs <span class=\"nt\">-f<\/span> pod\/airflow--xxxxxxxxxx-xxxxx <span class=\"nt\">-c<\/span> <span class=\"o\">{<\/span>webserver,scheduler<span class=\"o\">}<\/span>\r\n<\/code><\/pre>\n<h2>Hack\u3059\u308b<\/h2>\n<h3>\u540c\u671f\u3055\u308c\u308bdag\u30d5\u30a1\u30a4\u30eb\u3092\u5909\u66f4\u3059\u308b\u5834\u5408<\/h3>\n<p>airflow-test-env-init.sh#L23<br \/>\n\u306e\u4ee5\u4e0b\u306e\u7b87\u6240\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u3001\u540c\u671f\u3055\u308c\u308bdag\u30d5\u30a1\u30a4\u30eb\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"nb\">cp<\/span> <span class=\"nt\">-R<\/span> example_dags\/<span class=\"k\">*<\/span> \/root\/airflow\/dags\/ <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\<\/span>\r\n<span class=\"nb\">cp<\/span> <span class=\"nt\">-R<\/span> contrib\/example_dags\/example_kubernetes_<span class=\"k\">*<\/span>.py \/root\/airflow\/dags\/ <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\<\/span>\r\n<span class=\"nb\">cp<\/span> <span class=\"nt\">-a<\/span> contrib\/example_dags\/libs \/root\/airflow\/dags\/ <span class=\"o\">&amp;&amp;<\/span> <span class=\"se\">\\<\/span>\r\n<\/code><\/pre>\n<h3>\u5982\u4f55\u66f4\u6539PersistentVolume\u7684\u6302\u8f7d\u8def\u5f84<\/h3>\n<p>\u4fee\u6539\u4ee5\u4e0b\u4e24\u4e2a\u5377\u7684\u5b9a\u4e49\u3002<\/p>\n<p>airflow\u306e\u30d5\u30a1\u30a4\u30eb\u7fa4\u306emount\u5148<\/p>\n<p>scripts\/ci\/kubernetes\/kube\/volumes.yaml<\/p>\n<p>postgres\u306e\u30c7\u30fc\u30bf\u306emount\u5148<\/p>\n<p>scripts\/ci\/kubernetes\/kube\/postgres.yaml<\/p>\n<h3>\u5c06\u5143\u6570\u636e\u6570\u636e\u5e93\u4ece\u9ed8\u8ba4\u7684PostgreSQL\u66f4\u6539\u4e3aMySQL\u3002<\/h3>\n<p>\u3010\u5728Kubernetes\u4e0a\u7684Airflow\u3011\u5c06\u9ed8\u8ba4\u7684PostgreSQL\u5143\u6570\u636e\u6570\u636e\u5e93\u66f4\u6539\u4e3aMySQL\u3002<\/p>\n<p>\u5c06Airflow\u5728Kubernetes\u4e0a\u7684\u9ed8\u8ba4\u5143\u6570\u636e\u6570\u636e\u5e93\u4ecePostgreSQL\u8f6c\u6362\u4e3aMySQL\u3002<\/p>\n<h2>\u67e5\u770b\u65e5\u5fd7\u7684\u65b9\u6cd5<\/h2>\n<p>\u5f53\u53d1\u751f\u90e8\u7f72\u65f6\u7684\u95ee\u9898\u65f6\uff0c\u53ef\u4ee5\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u68c0\u67e5\u5404\u79cd\u5bb9\u5668\u7684\u65e5\u5fd7\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"gp\">$<\/span> <span class=\"nb\">sudo <\/span>kubectl logs <span class=\"nt\">-f<\/span> airflow-xxxxxxxxxx-xxxxx init\r\n<span class=\"gp\">$<\/span> <span class=\"nb\">sudo <\/span>kubectl logs <span class=\"nt\">-f<\/span> airflow-xxxxxxxxxx-xxxxx webserver\r\n<span class=\"gp\">$<\/span> <span class=\"nb\">sudo <\/span>kubectl logs <span class=\"nt\">-f<\/span> airflow-xxxxxxxxxx-xxxxx scheduler\r\n<\/code><\/pre>\n<h4>\u8bf7\u67e5\u9605<\/h4>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u3010Kubernetes\u306ePersistentVolume\u3011\u305d\u306e\uff11- \u5916\u90e8\u30b9\u30c8\u30ec\u30fc\u30b8\u3092Pod\u306bmount\u3059\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u3010Kubernetes\u306ePersistentVolume\u3011\u305d\u306e\uff12- Dynamic Provisioner\u3092\u4f7f\u3063\u3066NFS\u30b5\u30fc\u30d0\u30fc\u3092Pod\u306bmount\u3059\u308b<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u603b\u7ed3 Airflow\u3067\u306f\u3001Kubernetes\u7528\u306eDocker\u30a4\u30e1\u30fc\u30b8\u306e\u4f5c\u6210\u30b9\u30af\u30ea\u30d7\u30c8\u3068\u3001Pod\u306edeploy [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-35905","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u3010Airflow on Kubernetes\u3011Docker\u30a4\u30e1\u30fc\u30b8\u306ebuild\u3068Pod\u306edeploy\u306e\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066 - Blog - Silicon Cloud<\/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.silicloud.com\/zh\/blog\/\u3010airflow-on-kubernetes\u3011docker\u30a4\u30e1\u30fc\u30b8\u306ebuild\u3068pod\u306edeploy\u306e\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u3010Airflow on Kubernetes\u3011Docker\u30a4\u30e1\u30fc\u30b8\u306ebuild\u3068Pod\u306edeploy\u306e\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\" \/>\n<meta property=\"og:description\" content=\"\u603b\u7ed3 Airflow\u3067\u306f\u3001Kubernetes\u7528\u306eDocker\u30a4\u30e1\u30fc\u30b8\u306e\u4f5c\u6210\u30b9\u30af\u30ea\u30d7\u30c8\u3068\u3001Pod\u306edeploy [&hellip;]\" \/>\n<meta property=\"og:url\" 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