seldon-model-deployer

# seldon-model-deployer ## Overview Seldon Core deployment skill for model serving, A/B testing, canary deployments, and advanced inference graphs on Kubernetes. ## Capabilities - SeldonDeployment creation and management - Multi-model serving - Traffic splitting (canary/shadow/A/B) - Model monitoring integration - Custom inference graphs - Explainer deployment (SHAP, Anchor) - Request logging and tracing - Autoscaling configuration ## Target Processes - Model Deployment Pipeline with Canary Release - A/B Testing Framework for ML Models - ML Model Retraining Pipeline ## Tools and Libraries - Seldon Core - Seldon Deploy - Kubernetes - Istio/Ambassador (ingress) ## Input Schema ```json { "type": "object", "required": ["action"], "properties": { "action": { "type": "string", "enum": ["deploy", "update", "rollback", "delete", "status", "traffic-split"], "description": "Seldon action to perform" }, "deploymentConfig": { "type": "object", "properties": { "name": { "type": "string" }, "namespace": { "type": "string" }, "modelUri": { "type": "string" }, "implementation": { "type": "string" }, "replicas": { "type": "integer" }, "resources": { "type": "object", "properties": { "requests": { "type": "object" }, "limits": { "type": "object" } } } } }, "trafficConfig": { "type": "object", "propertie...