This will replace the default pod_template_file named in the airflow.cfg and then override that template using the pod_override. You can also create custom pod_template_file on a per-task basis so that you can recycle the same base values between multiple tasks. apiVersion : v1 kind : Pod metadata : name : placeholder-name spec : containers : - env : - name : AIRFLOW_CORE_EXECUTOR value : LocalExecutor # Hard Coded Airflow Envs - name : AIRFLOW_CORE_FERNET_KEY valueFrom : secretKeyRef : name : RELEASE-NAME-fernet-key key : fernet-key - name : AIRFLOW_DATABASE_SQL_ALCHEMY_CONN valueFrom : secretKeyRef : name : RELEASE-NAME-airflow-metadata key : connection - name : AIRFLOW_CONN_AIRFLOW_DB valueFrom : secretKeyRef : name : RELEASE-NAME-airflow-metadata key : connection image : dummy_image imagePullPolicy : IfNotPresent name : base volumeMounts : - mountPath : "/opt/airflow/logs" name : airflow-logs - mountPath : /opt/airflow/airflow.cfg name : airflow-config readOnly : true subPath : airflow.cfg restartPolicy : Never securit圜ontext : runAsUser : 50000 fsGroup : 50000 serviceAccountName : "RELEASE-NAME-worker-serviceaccount" volumes : - emptyDir : " ) except ValueError as e : if i > 4 : raise e sidecar_task = test_sharedvolume_mount () Also, configuration information specific to the Kubernetes Executor, such as the worker namespace and image information, needs to be specified in the Airflow Configuration file.Īdditionally, the Kubernetes Executor enables specification of additional features on a per-task basis using the Executor config. Requirements Kubernetes 1.20+ cluster Helm 3. One example of an Airflow deployment running on a distributed set of five nodes in a Kubernetes cluster is shown below.Ĭonsistent with the regular Airflow architecture, the Workers need access to the DAG files to execute the tasks within those DAGs and interact with the Metadata repository. This chart will bootstrap an Airflow deployment on a Kubernetes cluster using the Helm package manager. Kubernetes Executor ¶ The Kubernetes Executor allows you to run all the Airflow tasks on Kubernetes as separate Pods. The worker pod then runs the task, reports the result, and terminates. The Helm Chart uses official Docker image and Dockerfile that is also maintained and released by the community. When a DAG submits a task, the KubernetesExecutor requests a worker pod from the Kubernetes API. For this demo, I’m using minikube, but you can use any other Kubernetes cluster like kind, micro k8s, or a cloud-based one like GKE. KubernetesExecutor requires a non-sqlite database in the backend. Not necessarily need to be running on Kubernetes, but does need access to a Kubernetes cluster. KubernetesExecutor runs as a process in the Airflow Scheduler. The Kubernetes executor runs each task instance in its own pod on a Kubernetes cluster. But What About Cases Where the Scheduler Pod Crashes?.The Parameters reference section lists the parameters that can be configured during installation. Debugging Airflow DAGs on the command line The command deploys Airflow on the Kubernetes cluster in the default configuration.V1PodAffinity ( required_during_scheduling_ignored_during_execution = ), topology_key = ". V1NodeAffinity ( preferred_during_scheduling_ignored_during_execution = ) ] ), ) ] ), pod_affinity = k8s. V1Container ( name = "init-container", image = "ubuntu:16.04", env = init_environments, volume_mounts = init_container_volume_mounts, command =, args =, ) affinity = k8s. V1ContainerPort ( name = "http", container_port = 80 ) init_container_volume_mounts = init_environments = init_container = k8s. Moreover, it is much easier to build and deploy, by using the official docker image as the base. V1PersistentVolumeClaimVolumeSource ( claim_name = "test-volume" ), ) port = k8s. Tasks in Kubernetes pod are independent with each other, in an environment separated from Airflow. V1Volume ( name = "test-volume", persistent_volume_claim = k8s. A common reason pods in your Kubernetes cluster display a CrashLoopBackOff message is that Kubernetes springs deprecated versions of Docker. V1VolumeMount ( name = "test-volume", mount_path = "/root/mount_file", sub_path = None, read_only = True ) configmaps = volume = k8s. Refresh the page, check Medium ’s site status, or find. Secret_file = Secret ( "volume", "/etc/sql_conn", "airflow-secrets", "sql_alchemy_conn" ) secret_env = Secret ( "env", "SQL_CONN", "airflow-secrets", "sql_alchemy_conn" ) secret_all_keys = Secret ( "env", None, "airflow-secrets-2" ) volume_mount = k8s. Running Apache Airflow on Kubernetes and Docker Desktop by Boney Jose Medium 500 Apologies, but something went wrong on our end.
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