mlflow-operator: Dataflow¶

Controller Watches¶

Kubernetes resources this controller monitors for changes. Each watch triggers reconciliation when the watched resource is created, updated, or deleted.

Type	GVK	Source
For	api/v1/MLflow	`internal/controller/mlflow_controller.go:378`
Owns	/v1/PersistentVolumeClaim	`internal/controller/mlflow_controller.go:383`
Owns	/v1/Secret	`internal/controller/mlflow_controller.go:380`
Owns	/v1/Service	`internal/controller/mlflow_controller.go:381`
Owns	/v1/ServiceAccount	`internal/controller/mlflow_controller.go:382`
Owns	apis/v1/HTTPRoute	`internal/controller/mlflow_controller.go:412`
Owns	apps/v1/Deployment	`internal/controller/mlflow_controller.go:379`
Owns	console/v1/ConsoleLink	`internal/controller/mlflow_controller.go:404`
Owns	monitoring/v1/ServiceMonitor	`internal/controller/mlflow_controller.go:420`
Owns	rbac.authorization.k8s.io/v1/ClusterRoleBinding	`internal/controller/mlflow_controller.go:389`
Watches	rbac.authorization.k8s.io/v1/ClusterRole	`internal/controller/mlflow_controller.go:388`

Reconciliation Flow¶

How the controller interacts with the Kubernetes API during reconciliation.

sequenceDiagram
    %% Static dataflow for mlflow-operator

    participant KubernetesAPI as Kubernetes API
    participant controller_manager as controller-manager
    participant mlflow_operator_controller_manager as mlflow-operator-controller-manager
    participant postgres_deployment as postgres-deployment

    KubernetesAPI->>+controller_manager: Watch MLflow (reconcile)
    controller_manager->>KubernetesAPI: Create/Update PersistentVolumeClaim
    controller_manager->>KubernetesAPI: Create/Update Secret
    controller_manager->>KubernetesAPI: Create/Update Service
    controller_manager->>KubernetesAPI: Create/Update ServiceAccount
    controller_manager->>KubernetesAPI: Create/Update HTTPRoute
    controller_manager->>KubernetesAPI: Create/Update Deployment
    controller_manager->>KubernetesAPI: Create/Update ConsoleLink
    controller_manager->>KubernetesAPI: Create/Update ServiceMonitor
    controller_manager->>KubernetesAPI: Create/Update ClusterRoleBinding
    KubernetesAPI-->>+controller_manager: Watch ClusterRole (informer)

    Note over controller_manager: Exposed Services
    Note right of controller_manager: minio-service:9000/TCP [https]
    Note right of controller_manager: postgres-service:5432/TCP []

    Note over KubernetesAPI: Defined CRDs
    Note right of KubernetesAPI: MLflowConfig (mlflow.kubeflow.org/v1)
    Note right of KubernetesAPI: MLflow (mlflow.opendatahub.io/v1)

Configuration¶

ConfigMaps and Helm values that control this component's runtime behavior.

Helm¶

Chart: mlflow v0.1.0