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Implementation:SeldonIO Seldon core Operator Main

From Leeroopedia
Knowledge Sources
Domains Kubernetes_Operator, Control_Plane, CRD_Management
Last Updated 2026-02-13 14:00 GMT

Overview

Entry point for the Seldon Core 2 Kubernetes operator that registers and wires all CRD controllers for managing Seldon resources.

Description

The operator/main.go file is the main entry point for the Seldon Core 2 Kubernetes operator binary. It uses the controller-runtime framework (Kubebuilder) to create a manager that hosts seven reconcilers: ModelReconciler, ServerReconciler, PipelineReconciler, ServerConfigReconciler, ExperimentReconciler, SeldonRuntimeReconciler, and SeldonConfigReconciler. Each reconciler watches its corresponding Seldon CRD and synchronizes desired state with the scheduler via a gRPC client.

The operator supports namespace-scoped or cluster-wide operation, leader election, configurable log levels, and TLS for the scheduler connection. It also configures health and readiness probes and a webhook server.

Usage

This is the binary entry point for the Seldon Core 2 operator. Deploy it as a Kubernetes Deployment in the seldon-system namespace. It is not imported as a library; it is compiled and run as a standalone binary.

Code Reference

Source Location

Signature

// CLI flags
flag.BoolVar(&displayVersion, "version", false, "display version and exit")
flag.StringVar(&metricsAddr, "metrics-bind-address", ":4000", "...")
flag.StringVar(&probeAddr, "health-probe-bind-address", ":4001", "...")
flag.StringVar(&namespace, "namespace", "", "...")
flag.StringVar(&watchNamespaces, "watch-namespaces", "", "...")
flag.BoolVar(&enableLeaderElection, "leader-elect", false, "...")
flag.BoolVar(&clusterwide, "clusterwide", false, "...")
flag.StringVar(&logLevel, "log-level", "debug", "...")
flag.BoolVar(&useDeploymentsForServers, "use-deployments-for-servers", false, "...")

// Registered controllers
ModelReconciler
ServerReconciler
PipelineReconciler
ServerConfigReconciler
ExperimentReconciler
SeldonRuntimeReconciler
SeldonConfigReconciler

Import

// Not importable as a library; this is a main package.
// Build with: go build -o operator ./operator/

I/O Contract

Inputs

Name Type Required Description
--namespace string flag No Restrict operator to a specific namespace
--watch-namespaces string flag No Comma-separated namespaces to watch (clusterwide mode)
--clusterwide bool flag No Enable cluster-wide operation (default: false)
--leader-elect bool flag No Enable leader election (default: false)
--metrics-bind-address string flag No Metrics endpoint address (default: :4000)
--health-probe-bind-address string flag No Health probe address (default: :4001)
--log-level string flag No Log level (default: debug)
--use-deployments-for-servers bool flag No Use Deployments instead of StatefulSets for servers

Outputs

Name Type Description
CRD reconciliation Kubernetes events Reconciles Model, Server, Pipeline, Experiment, SeldonRuntime, SeldonConfig, ServerConfig CRDs
Metrics endpoint HTTP Prometheus metrics at --metrics-bind-address
Health probes HTTP /healthz and /readyz at --health-probe-bind-address

Usage Examples

Running the Operator

# Run operator in namespace-scoped mode
./operator --namespace seldon-mesh --log-level info

# Run operator in cluster-wide mode
./operator --clusterwide --leader-elect

# Run operator watching specific namespaces
./operator --clusterwide --watch-namespaces "ns1,ns2,ns3" --leader-elect

Kubernetes Deployment

apiVersion: apps/v1
kind: Deployment
metadata:
  name: seldon-controller-manager
  namespace: seldon-system
spec:
  replicas: 1
  template:
    spec:
      containers:
        - name: manager
          image: seldonio/seldon-core-operator:latest
          args:
            - --clusterwide
            - --leader-elect
            - --log-level=info
          ports:
            - containerPort: 4000
              name: metrics
            - containerPort: 4001
              name: probes

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