Installation and Setup

helm install seldon-core seldon-core/seldon-core-operator --namespace seldon-system --create-namespace Install Seldon Core using Helm kubectl create namespace seldon-system Create namespace for Seldon Core kubectl apply -f https://raw.githubusercontent.com/SeldonIO/seldon-core/master/helm-charts/seldon-core-operator/templates/seldon-core.yaml Deploy Seldon Core operator without Helm

Deployment Management

kubectl apply -f seldon-deployment.yaml Deploy a Seldon model kubectl get svc -n Get services to find model endpoint kubectl get seldondeployments -n List Seldon deployments kubectl describe seldondeployment -n Describe a Seldon deployment kubectl delete seldondeployment -n Delete a Seldon deployment

Monitoring

kubectl port-forward svc/seldon-core-analytics-prometheus -n seldon-system 9090:9090 Access Prometheus for metrics kubectl port-forward svc/seldon-core-analytics-grafana -n seldon-system 3000:80 Access Grafana dashboards kubectl logs deploy/seldon-controller-manager -n seldon-system Check operator logs

Testing and Inference

curl -X POST -H 'Content-Type: application/json' -d '{"data": {"ndarray": [[...data...]]}}' http:///api/v1.0/predictions Send prediction request seldon-core-api-tester --host --endpoint --namespace Test API with tester tool seldon-core-microservice --api-type REST Run a model locally for testing

Troubleshooting

kubectl get pods -n | grep seldon List all Seldon pods kubectl logs -n View logs for a specific pod kubectl describe pod -n Get detailed pod information kubectl get events -n Get events for troubleshooting