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kserve-autogluon-server: Cache Architecture

Controller-runtime cache configuration controls which Kubernetes resources are cached in-memory. Misconfigured caches (cluster-wide watches on high-cardinality types without filters) are a primary cause of operator OOM kills.

Cache Architecture

Manager Configuration

Property Value
Manager file cmd/manager/main.go
Cache scope cluster-wide
DefaultTransform no
Memory limit 300Mi

Filtered Types

Type Filter Kind Filter
appsv1.Deployment label label selector
autoscalingv2.HorizontalPodAutoscaler label label selector
corev1.ConfigMap label label selector
corev1.Pod label label selector
corev1.Secret label label selector

Issues

  • No DefaultTransform: managedFields cached for all objects (wasted memory). Add cache.DefaultTransform to strip managedFields and reduce memory footprint
  • No GOMEMLIMIT set in deployment (Go GC cannot pressure-tune). Set GOMEMLIMIT to 80-90% of container memory limit for optimal GC behavior
  • Type ClusterServingRuntime is watched but has no cache filter (cluster-wide informer)
  • Type Gateway is watched but has no cache filter (cluster-wide informer)
  • Type HTTPRoute is watched but has no cache filter (cluster-wide informer)
  • Type InferenceGraph is watched but has no cache filter (cluster-wide informer)
  • Type InferencePool is watched but has no cache filter (cluster-wide informer)
  • Type InferenceService is watched but has no cache filter (cluster-wide informer)
  • Type Ingress is watched but has no cache filter (cluster-wide informer)
  • Type Job is watched but has no cache filter (cluster-wide informer)
  • Type LLMInferenceService is watched but has no cache filter (cluster-wide informer)
  • Type LLMInferenceServiceConfig is watched but has no cache filter (cluster-wide informer)
  • Type LeaderWorkerSet is watched but has no cache filter (cluster-wide informer)
  • Type LocalModelCache is watched but has no cache filter (cluster-wide informer)
  • Type LocalModelNamespaceCache is watched but has no cache filter (cluster-wide informer)
  • Type LocalModelNode is watched but has no cache filter (cluster-wide informer)
  • Type Node is watched but has no cache filter (cluster-wide informer)
  • Type OpenTelemetryCollector is watched but has no cache filter (cluster-wide informer)
  • Type PersistentVolume is watched but has no cache filter (cluster-wide informer)
  • Type PersistentVolumeClaim is watched but has no cache filter (cluster-wide informer)
  • Type ScaledObject is watched but has no cache filter (cluster-wide informer)
  • Type Service is watched but has no cache filter (cluster-wide informer)
  • Type ServingRuntime is watched but has no cache filter (cluster-wide informer)
  • Type TrainedModel is watched but has no cache filter (cluster-wide informer)
  • Type VariantAutoscaling is watched but has no cache filter (cluster-wide informer)
  • Type VirtualService is watched but has no cache filter (cluster-wide informer)